From d31b21082db53c6ba228ec8c8899f2f457ec846e Mon Sep 17 00:00:00 2001
From: Xue Zhou <xuezhou@amazon.com>
Date: Mon, 19 Jul 2021 23:16:03 -0700
Subject: [PATCH 001/229] Update configuration.md

---
 _opensearch/configuration.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/_opensearch/configuration.md b/_opensearch/configuration.md
index a6a0f995..726591a2 100755
--- a/_opensearch/configuration.md
+++ b/_opensearch/configuration.md
@@ -65,4 +65,8 @@ PUT _cluster/settings
 
 You can find `opensearch.yml` in `/usr/share/opensearch/config/opensearch.yml` (Docker) or `/etc/opensearch/opensearch.yml` (most Linux distributions) on each node.
 
+You can edit the `OPENSEARCH_PATH_CONF=/etc/opensearch` to change the config directory location. This variable is sourced from `/etc/default/opensearch`(Debian package) and `/etc/sysconfig/opensearch`(RPM package).
+
+If you set your customized `OPENSEARCH_PATH_CONF` variable, be aware that other default environment variables will not be loaded.
+
 The demo configuration includes a number of settings for the security plugin that you should modify before using OpenSearch for a production workload. To learn more, see [Security]({{site.url}}{{site.baseurl}}/security-plugin/).

From 305266b1dc158247ef81e70d8bff283c7302f449 Mon Sep 17 00:00:00 2001
From: Xue Zhou <xuezhou@amazon.com>
Date: Mon, 19 Jul 2021 23:57:13 -0700
Subject: [PATCH 002/229] =?UTF-8?q?=E2=80=9Cconfiguration-change=E2=80=9D?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Signed-off-by: Xue Zhou <xuezhou@amazon.com>
---
 _im-plugin/ism/api.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/_im-plugin/ism/api.md b/_im-plugin/ism/api.md
index 20646487..4b568ad6 100644
--- a/_im-plugin/ism/api.md
+++ b/_im-plugin/ism/api.md
@@ -160,6 +160,10 @@ POST _plugins/_ism/add/index_1
 }
 ```
 
+If you use a wildcard `*` while adding a policy to an index, the ISM plugin interprets `*` as all indices, including system indices like `.opendistro-security`, which stores users, roles, and tenants. A delete action in your policy might accidentally delete all user roles and tenants in your cluster.
+Don't use the broad `*` wildcard, and instead add a prefix, such as `my-logs*`, when specifying indices with the `_ism/add` API.
+{: .warning }
+
 ---
 
 

From 0bf8624824ed4954e2ad3eda2464552c5aab3c5e Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 19 Aug 2021 12:56:53 -0700
Subject: [PATCH 003/229] Getting started content for Python

---
 _clients/java-rest-high-level.md |   2 +-
 _clients/python.md               | 122 +++++++++++++++++++++++++++++++
 2 files changed, 123 insertions(+), 1 deletion(-)
 create mode 100644 _clients/python.md

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 1dcf1563..3f7260cf 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -1,7 +1,7 @@
 ---
 layout: default
 title: Java high-level REST client
-nav_order: 97
+nav_order: 60
 ---
 
 # Java high-level REST client
diff --git a/_clients/python.md b/_clients/python.md
new file mode 100644
index 00000000..1a5bf9b0
--- /dev/null
+++ b/_clients/python.md
@@ -0,0 +1,122 @@
+---
+layout: default
+title: Python client
+nav_order: 70
+---
+
+# Python client
+
+The OpenSearch Python client provides a more natural syntax for interacting with your cluster. Rather than sending HTTP requests raw JSON bodies to a given URL, you can create an OpenSearch client for your cluster and call the client's built-in functions.
+
+
+## Setup
+
+To add the client to your project, install it using pip:
+
+```bash
+pip install <TBD>
+```
+
+Then import it like any other module:
+
+```python
+from opensearch import OpenSearch
+```
+
+
+## Sample code
+
+```python
+from opensearch import OpenSearch
+
+host = 'localhost'
+port = 9200
+auth = ('admin', 'admin') # For testing only. Don't store credentials in code.
+ca_certs_path = '/full/path/to/root-ca.pem' # Provide a CA bundle if you use intermediate CAs with your root CA
+
+# Optional client certificates if you don't want to use HTTP basic authentication.
+# client_cert_path = '/full/path/to/client.pem'
+# client_key_path = '/full/path/to/client-key.pem'
+
+# Create the client with SSL/TLS enabled, but hostname verification disabled.
+client = OpenSearch(
+    hosts = [{'host': host, 'port': port}],
+    http_compress=True, # enables gzip compression for request bodies
+    http_auth = auth,
+    # client_cert = client_cert_path,
+    # client_key = client_key_path,
+    use_ssl = True,
+    verify_certs = True,
+    ssl_assert_hostname = False,
+    ssl_show_warn = False,
+    ca_certs = ca_certs_path
+)
+
+# Create an index with non-default settings.
+index_name = 'python-test-index3'
+index_body = {
+  'settings': {
+    'index': {
+      'number_of_shards': 4
+    }
+  }
+}
+
+response = client.indices.create(index_name, body=index_body)
+print('\nCreating index:')
+print(response)
+
+# Add a document to the index.
+document = {
+  'title': 'Moneyball',
+  'director': 'Bennett Miller',
+  'year': '2011'
+}
+id = '1'
+
+response = client.index(
+    index=index_name,
+    body=document,
+    id=id,
+    refresh=True
+)
+
+print('\nAdding document:')
+print(response)
+
+# Search for the document.
+q = 'miller'
+query = {
+  'size': 5,
+  'query': {
+    'multi_match': {
+      'query': q,
+      'fields': ['title^2', 'director']
+    }
+  }
+}
+
+response = client.search(
+    body=query,
+    index=index_name
+)
+print('\nSearch results:')
+print(response)
+
+# Delete the document.
+response = client.delete(
+    index=index_name,
+    id=id
+)
+
+print('\nDeleting document:')
+print(response)
+
+# Delete the index.
+response = client.indices.delete(
+    index=index_name
+)
+
+print('\nDeleting index:')
+print(response)
+```

From 9ce5d95786a3baf50be225cdf6c44a3943ff2988 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 19 Aug 2021 13:23:14 -0700
Subject: [PATCH 004/229] Clean up spacing

---
 _clients/python.md | 22 +++++++++++-----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/_clients/python.md b/_clients/python.md
index 1a5bf9b0..0a44cfa9 100644
--- a/_clients/python.md
+++ b/_clients/python.md
@@ -32,7 +32,7 @@ from opensearch import OpenSearch
 host = 'localhost'
 port = 9200
 auth = ('admin', 'admin') # For testing only. Don't store credentials in code.
-ca_certs_path = '/full/path/to/root-ca.pem' # Provide a CA bundle if you use intermediate CAs with your root CA
+ca_certs_path = '/full/path/to/root-ca.pem' # Provide a CA bundle if you use intermediate CAs with your root CA.
 
 # Optional client certificates if you don't want to use HTTP basic authentication.
 # client_cert_path = '/full/path/to/client.pem'
@@ -41,7 +41,7 @@ ca_certs_path = '/full/path/to/root-ca.pem' # Provide a CA bundle if you use int
 # Create the client with SSL/TLS enabled, but hostname verification disabled.
 client = OpenSearch(
     hosts = [{'host': host, 'port': port}],
-    http_compress=True, # enables gzip compression for request bodies
+    http_compress = True, # enables gzip compression for request bodies
     http_auth = auth,
     # client_cert = client_cert_path,
     # client_key = client_key_path,
@@ -75,10 +75,10 @@ document = {
 id = '1'
 
 response = client.index(
-    index=index_name,
-    body=document,
-    id=id,
-    refresh=True
+    index = index_name,
+    body = document,
+    id = id,
+    refresh = True
 )
 
 print('\nAdding document:')
@@ -97,16 +97,16 @@ query = {
 }
 
 response = client.search(
-    body=query,
-    index=index_name
+    body = query,
+    index = index_name
 )
 print('\nSearch results:')
 print(response)
 
 # Delete the document.
 response = client.delete(
-    index=index_name,
-    id=id
+    index = index_name,
+    id = id
 )
 
 print('\nDeleting document:')
@@ -114,7 +114,7 @@ print(response)
 
 # Delete the index.
 response = client.indices.delete(
-    index=index_name
+    index = index_name
 )
 
 print('\nDeleting index:')

From 30facfe628124b75cf17d44c90e946a20b1ce8ca Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 19 Aug 2021 14:38:30 -0700
Subject: [PATCH 005/229] Typo

---
 _clients/python.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/python.md b/_clients/python.md
index 0a44cfa9..879513ce 100644
--- a/_clients/python.md
+++ b/_clients/python.md
@@ -6,7 +6,7 @@ nav_order: 70
 
 # Python client
 
-The OpenSearch Python client provides a more natural syntax for interacting with your cluster. Rather than sending HTTP requests raw JSON bodies to a given URL, you can create an OpenSearch client for your cluster and call the client's built-in functions.
+The OpenSearch Python client provides a more natural syntax for interacting with your cluster. Rather than sending HTTP requests with raw JSON bodies to a given URL, you can create an OpenSearch client for your cluster and call the client's built-in functions.
 
 
 ## Setup

From 12ce7e5fea5c7c5499da834b36b2617afff79c30 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 25 Aug 2021 11:05:24 -0700
Subject: [PATCH 006/229] rough draft

---
 _clients/go.md                   | 93 ++++++++++++++++++++++++++++++++
 _clients/java-rest-high-level.md |  2 +-
 2 files changed, 94 insertions(+), 1 deletion(-)
 create mode 100644 _clients/go.md

diff --git a/_clients/go.md b/_clients/go.md
new file mode 100644
index 00000000..4273d8b9
--- /dev/null
+++ b/_clients/go.md
@@ -0,0 +1,93 @@
+---
+layout: default
+title: Go client
+nav_order: 80
+---
+
+# Go client
+
+<>
+
+## Setup
+
+To add the client to your project, import it like any other module:
+
+```go
+go mod init
+go get github.com/opensearch-project/opensearch-go
+```
+
+### Sample response
+
+```go
+go: downloading github.com/opensearch-project/opensearch-go v0.0.0-20210823214927-3567f157dece
+go get: added github.com/opensearch-project/opensearch-go v0.0.0-20210823214927-3567f157dece
+```
+
+## Sample code
+
+Create a new file called main.go:
+
+
+```go
+package main
+
+import (
+	"crypto/tls"
+	"fmt"
+	"github.com/opensearch-project/opensearch-go"
+	"log"
+	"net/http"
+)
+
+func main () {
+	// Instantiate a new OpenSearch client object instance
+
+	client, err := opensearch.NewClient(opensearch.Config{
+		Transport: &http.Transport{
+			TLSClientConfig: &tls.Config{InsecureSkipVerify: true},
+		},
+		Addresses: []string{"https://localhost:9200"},
+		Username: "admin", // For testing only. Don't store credentials in code.
+		Password: "admin",
+	})
+
+// ca_certs_path = '/full/path/to/root-ca.pem' # Provide a CA bundle if you use intermediate CAs with your root CA. Optional client certificates if you don't want to use HTTP basic authentication.
+// client_cert_path = '/full/path/to/client.pem'
+// client_key_path = '/full/path/to/client-key.pem'
+
+	if err != nil {
+		fmt.Println("cannot initialize", err)
+	}
+
+// Have the client instance return a response
+
+	log.Println(client.Info())
+}
+```
+
+```go
+$ go run main.go
+
+2021/08/24 23:56:05 [200 OK] {
+  "name" : "c825aab1d9cc",
+  "cluster_name" : "docker-cluster",
+  "cluster_uuid" : "jsIDR0FTR5qXZr4XkZ-GlA",
+  "version" : {
+    "distribution" : "opensearch",
+    "number" : "1.0.0",
+    "build_type" : "tar",
+    "build_hash" : "34550c5b17124ddc59458ef774f6b43a086522e3",
+    "build_date" : "2021-07-02T23:22:21.383695Z",
+    "build_snapshot" : false,
+    "lucene_version" : "8.8.2",
+    "minimum_wire_compatibility_version" : "6.8.0",
+    "minimum_index_compatibility_version" : "6.0.0-beta1"
+  },
+  "tagline" : "The OpenSearch Project: https://opensearch.org/"
+}
+ <nil>
+```
+
+For all APIs -
+https://github.com/opensearch-project/opensearch-go/tree/main/opensearchapi
diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index a9ed5945..def97086 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -1,7 +1,7 @@
 ---
 layout: default
 title: Java high-level REST client
-nav_order: 97
+nav_order: 60
 ---
 
 # Java high-level REST client

From ac9acb3c62287e1403fc0ad7c29cf28c1ddaee8e Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 26 Aug 2021 09:15:50 -0700
Subject: [PATCH 007/229] Adds some statements around compatibility

Should (hopefully) apply to all clients.
---
 _clients/index.md  | 14 +++++++++++++-
 _clients/python.md |  2 ++
 2 files changed, 15 insertions(+), 1 deletion(-)

diff --git a/_clients/index.md b/_clients/index.md
index bdf2bf05..3880a3bb 100644
--- a/_clients/index.md
+++ b/_clients/index.md
@@ -9,6 +9,18 @@ redirect_from:
 
 # OpenSearch client compatibility
 
+OpenSearch provides clients for several popular programming languages, with more coming. In general, clients are compatible with clusters running the same major version of OpenSearch (`major.minor.patch`).
+
+For example, a 1.0.0 client works with an OpenSearch 1.1.0 cluster, but might not support any non-breaking API changes in OpenSearch 1.1.0. A 1.2.0 client works with the same cluster, but might allow you to pass unsupported options in certain functions. We recommend using the same version for both, but if your tests pass after a cluster upgrade, you don't necessarily need to upgrade your clients immediately.
+
+* [OpenSearch Java client]({{site.url}}{{site.baseurl}}/clients/java/)
+* [OpenSearch Python client]({{site.url}}{{site.baseurl}}/clients/python/)
+* [OpenSearch JavaScript (Node.js) client]({{site.url}}{{site.baseurl}}/clients/nodejs/)
+* [OpenSearch Go client]({{site.url}}{{site.baseurl}}/clients/golang/)
+
+
+## Legacy clients
+
 Most clients that work with Elasticsearch OSS 7.10.2 *should* work with OpenSearch, but the latest versions of those clients might include license or version checks that artificially break compatibility. This page includes recommendations around which versions of those clients to use for best compatibility with OpenSearch.
 
 Client | Recommended version
@@ -18,7 +30,7 @@ Client | Recommended version
 [Python Elasticsearch client](https://pypi.org/project/elasticsearch/7.13.4/) | 7.13.4
 [Elasticsearch Node.js client](https://www.npmjs.com/package/@elastic/elasticsearch/v/7.13.0) | 7.13.0
 
-Clients exist for a wide variety of languages, so if you test a client and verify that it works, please [submit a PR](https://github.com/opensearch-project/documentation-website/pulls) and add it to this table.
+If you test a legacy client and verify that it works, please [submit a PR](https://github.com/opensearch-project/documentation-website/pulls) and add it to this table.
 
 
 {% comment %}
diff --git a/_clients/python.md b/_clients/python.md
index 879513ce..f2abffe5 100644
--- a/_clients/python.md
+++ b/_clients/python.md
@@ -23,6 +23,8 @@ Then import it like any other module:
 from opensearch import OpenSearch
 ```
 
+If you prefer to add the client manually or just want to examine the source code, see [opensearch-py on GitHub](https://github.com/opensearch-project/opensearch-py).
+
 
 ## Sample code
 

From 9a2e6ed0284c65bf0ac2620feba7d8dc4d15c3b4 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Thu, 26 Aug 2021 11:33:21 -0700
Subject: [PATCH 008/229] spacing

---
 _clients/go.md | 132 ++++++++++++++++++++++++++++++-------------------
 1 file changed, 82 insertions(+), 50 deletions(-)

diff --git a/_clients/go.md b/_clients/go.md
index 4273d8b9..d9bc751a 100644
--- a/_clients/go.md
+++ b/_clients/go.md
@@ -6,7 +6,8 @@ nav_order: 80
 
 # Go client
 
-<>
+The OpenSearch Go client lets you programmatically interact with data in your OpenSearch cluster as part of your Go application.
+
 
 ## Setup
 
@@ -17,77 +18,108 @@ go mod init
 go get github.com/opensearch-project/opensearch-go
 ```
 
-### Sample response
-
-```go
-go: downloading github.com/opensearch-project/opensearch-go v0.0.0-20210823214927-3567f157dece
-go get: added github.com/opensearch-project/opensearch-go v0.0.0-20210823214927-3567f157dece
-```
-
 ## Sample code
 
-Create a new file called main.go:
-
-
 ```go
 package main
 
 import (
+	"context"
 	"crypto/tls"
 	"fmt"
-	"github.com/opensearch-project/opensearch-go"
-	"log"
+	opensearch "github.com/opensearch-project/opensearch-go"
+	opensearchapi "github.com/opensearch-project/opensearch-go/opensearchapi"
 	"net/http"
+	"strings"
 )
 
-func main () {
-	// Instantiate a new OpenSearch client object instance
+const IndexName = "go-test-index1"
 
+func main() {
+
+	// Initialize the client with SSL/TLS enabled.
 	client, err := opensearch.NewClient(opensearch.Config{
 		Transport: &http.Transport{
 			TLSClientConfig: &tls.Config{InsecureSkipVerify: true},
 		},
 		Addresses: []string{"https://localhost:9200"},
-		Username: "admin", // For testing only. Don't store credentials in code.
-		Password: "admin",
+		Username:  "admin", // For testing only. Don't store credentials in code.
+		Password:  "admin",
 	})
-
-// ca_certs_path = '/full/path/to/root-ca.pem' # Provide a CA bundle if you use intermediate CAs with your root CA. Optional client certificates if you don't want to use HTTP basic authentication.
-// client_cert_path = '/full/path/to/client.pem'
-// client_key_path = '/full/path/to/client-key.pem'
-
 	if err != nil {
 		fmt.Println("cannot initialize", err)
 	}
 
-// Have the client instance return a response
-
+	// Print OpenSearch version information.
 	log.Println(client.Info())
+
+	// Define a mapping.
+	mapping := strings.NewReader(`{
+	 'settings': {
+	   'index': {
+            'number_of_shards': 4
+            }
+          }
+	 }`)
+
+	// Create an index with non-default settings.
+	res := opensearchapi.CreateRequest{
+		Index: IndexName,
+		Body:  mapping,
+	}
+	fmt.Println("creating index", res)
+
+	// Add a document to the index.
+	document := strings.NewReader(`{
+		"title": "Moneyball",
+		"director": "Bennett Miller",
+		"year": "2011"
+	}`)
+
+	docId := "1"
+	req := opensearchapi.IndexRequest{
+		Index:      IndexName,
+		DocumentID: docId,
+		Body:       document,
+	}
+	insertResponse, err := req.Do(context.Background(), client)
+	fmt.Println(insertResponse)
+
+	// Search for the document.
+	content := strings.NewReader(`{
+  	   "size": 5,
+  	   "query": {
+    	   "multi_match": {
+      	   "query": "miller",
+      	   "fields": ["title^2", "director"]
+    	   }
+  	  }
+	}`)
+
+	search := opensearchapi.SearchRequest{
+		Body: content,
+	}
+
+	searchResponse, err := search.Do(context.Background(), client)
+	fmt.Println(searchResponse)
+
+	// Delete the document.
+	delete := opensearchapi.DeleteRequest{
+		Index:      IndexName,
+		DocumentID: docId,
+	}
+
+	deleteResponse, err := delete.Do(context.Background(), client)
+	fmt.Println("deleting document")
+	fmt.Println(deleteResponse)
+
+	// Delete the index.
+	deleteIndex := opensearchapi.IndicesDeleteRequest{
+		Index: []string{IndexName},
+	}
+
+	deleteIndexResponse, err := deleteIndex.Do(context.Background(), client)
+	fmt.Println("deleting index")
+	fmt.Println(deleteIndexResponse)
 }
 ```
-
-```go
-$ go run main.go
-
-2021/08/24 23:56:05 [200 OK] {
-  "name" : "c825aab1d9cc",
-  "cluster_name" : "docker-cluster",
-  "cluster_uuid" : "jsIDR0FTR5qXZr4XkZ-GlA",
-  "version" : {
-    "distribution" : "opensearch",
-    "number" : "1.0.0",
-    "build_type" : "tar",
-    "build_hash" : "34550c5b17124ddc59458ef774f6b43a086522e3",
-    "build_date" : "2021-07-02T23:22:21.383695Z",
-    "build_snapshot" : false,
-    "lucene_version" : "8.8.2",
-    "minimum_wire_compatibility_version" : "6.8.0",
-    "minimum_index_compatibility_version" : "6.0.0-beta1"
-  },
-  "tagline" : "The OpenSearch Project: https://opensearch.org/"
-}
- <nil>
-```
-
-For all APIs -
-https://github.com/opensearch-project/opensearch-go/tree/main/opensearchapi

From bfc56f2f7fbf9cf97910483bddb9ca0286b640bc Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Thu, 26 Aug 2021 11:39:32 -0700
Subject: [PATCH 009/229] incorporated feedback

---
 _clients/go.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/_clients/go.md b/_clients/go.md
index d9bc751a..37c89e94 100644
--- a/_clients/go.md
+++ b/_clients/go.md
@@ -11,10 +11,15 @@ The OpenSearch Go client lets you programmatically interact with data in your Op
 
 ## Setup
 
-To add the client to your project, import it like any other module:
+If you're creating a new project:
 
 ```go
 go mod init
+```
+
+To add the client to your project, import it like any other module:
+
+```go
 go get github.com/opensearch-project/opensearch-go
 ```
 

From 1c4f81eb53185387b27afdd961b32739475a9478 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Thu, 26 Aug 2021 11:41:09 -0700
Subject: [PATCH 010/229] minor fix

---
 _clients/go.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_clients/go.md b/_clients/go.md
index 37c89e94..e77fc0dd 100644
--- a/_clients/go.md
+++ b/_clients/go.md
@@ -55,8 +55,8 @@ func main() {
 		fmt.Println("cannot initialize", err)
 	}
 
-	// Print OpenSearch version information.
-	log.Println(client.Info())
+	// Print OpenSearch version information on console.
+	fmt.Println(client.Info())
 
 	// Define a mapping.
 	mapping := strings.NewReader(`{

From c9728698934f57a36278d85314ab647407c06f90 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 26 Aug 2021 11:50:46 -0700
Subject: [PATCH 011/229] Link to pip, because why not

---
 _clients/python.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/python.md b/_clients/python.md
index f2abffe5..cdc7dc29 100644
--- a/_clients/python.md
+++ b/_clients/python.md
@@ -11,7 +11,7 @@ The OpenSearch Python client provides a more natural syntax for interacting with
 
 ## Setup
 
-To add the client to your project, install it using pip:
+To add the client to your project, install it using [pip](https://pip.pypa.io/):
 
 ```bash
 pip install <TBD>

From cea3ba7ce9450617dac23521bd1f2277931d89dd Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Thu, 26 Aug 2021 12:44:58 -0700
Subject: [PATCH 012/229] Getting started docs for javascript

---
 _clients/javascript.md | 141 +++++++++++++++++++++++++++++++++++++++++
 1 file changed, 141 insertions(+)
 create mode 100644 _clients/javascript.md

diff --git a/_clients/javascript.md b/_clients/javascript.md
new file mode 100644
index 00000000..60c1cba1
--- /dev/null
+++ b/_clients/javascript.md
@@ -0,0 +1,141 @@
+---
+layout: default
+title: Javascript client
+nav_order: 80
+---
+
+# Javascript client
+
+The OpenSearch Javascript client provides a safer and easier way to interact with your OpenSearch cluster. Rather than using OpenSearch from the browser and potentially exposing your data to the public, you can build an OpenSearch client that takes care of sending requests to your cluster.
+
+The client contains a library of APIs that let you perform different operations on your cluster and return a standard response body. The example here demonstrates some basic operations like creating an index, adding documents, and searching your data.
+
+
+## Setup
+
+To add the client to your project, install it from npm:
+
+```bash
+npm install @opensearch/opensearch
+```
+
+If you prefer to add the client manually or just want to examine the source code, see [opensearch-js](https://github.com/opensearch-project/opensearch-js) on GitHub.
+
+Then require the client:
+
+```javascript
+const { Client } = require('@opensearch/opensearch')
+```
+
+
+## Sample code
+
+```javascript
+'use strict';
+
+var host = 'localhost';
+var protocol = 'https';
+var port = 9200;
+var auth = 'admin:admin'; // For testing only. Don't store credentials in code.
+var ca_certs_path = '/full/path/to/root-ca.pem';
+
+// Optional client certificates if you don't want to use HTTP basic authentication.
+// var client_cert_path = '/full/path/to/client.pem'
+// var client_key_path = '/full/path/to/client-key.pem'
+
+// Create a client with SSL/TLS enabled.
+var { Client } = require('@opensearch/opensearch');
+var fs = require('fs');
+var client = new Client({
+    node: protocol + '://' + auth + '@' + host + ':' + port,
+    ssl: {
+        ca: fs.readFileSync(ca_certs_path),
+        // cert: fs.readFileSync(client_cert_path),
+        // key: fs.readFileSync(client_key_path)
+    }
+})
+
+async function search() {
+
+    // Create an index with non-default settings.
+    var index_name = 'books'
+    var settings = {
+        'settings': {
+            'index': {
+                'number_of_shards': 4,
+                'number_of_replicas': 3
+            }
+        }
+    }
+
+    var response = await client.indices.create({
+        index: index_name,
+        body: settings
+    })
+
+    console.log('Creating index:')
+    console.log(response.body)
+
+    // Add a document to the index.
+    var document = {
+        'title': 'The Outsider',
+        'author': 'Stephen King',
+        'year': '2018',
+        'genre': 'Crime fiction'
+    }
+
+    var id = '1'
+
+    var response = await client.index({
+        id: id,
+        index: index_name,
+        body: document
+    })
+
+    console.log('Adding document:')
+    console.log(response.body)
+
+    // Force an index refresh so the subsequent search returns results.
+    client.indices.refresh({
+        index: index_name
+    })
+
+    // Search for the document.
+    var query = {
+        'query': {
+            'match': {
+                'title': {
+                    'query': 'The Outsider'
+                }
+            }
+        }
+    }
+
+    var response = await client.search({
+        index: index_name,
+        body: query
+    })
+
+    console.log('Search results:')
+    console.log(response.body.hits)
+
+    // Delete the document.
+    var response = await client.delete({
+        index: index_name,
+        id: id
+    })
+
+    console.log('Deleting document:')
+    console.log(response.body)
+
+    // Delete the index.
+    var response = await client.indices.delete({
+        index: index_name
+    })
+
+    console.log('Deleting index:')
+    console.log(response.body)
+}
+
+search().catch(console.log)
+```

From 4d39000cd3daa41336c031fbdf26566b2b8c25d1 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Thu, 26 Aug 2021 12:51:04 -0700
Subject: [PATCH 013/229] Add command to install specific version

---
 _clients/javascript.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/_clients/javascript.md b/_clients/javascript.md
index 60c1cba1..42a00f67 100644
--- a/_clients/javascript.md
+++ b/_clients/javascript.md
@@ -19,6 +19,12 @@ To add the client to your project, install it from npm:
 npm install @opensearch/opensearch
 ```
 
+To install a specific major version of the client, run the following command:
+
+```bash
+npm install @opensearch/opensearch@<version>
+```
+
 If you prefer to add the client manually or just want to examine the source code, see [opensearch-js](https://github.com/opensearch-project/opensearch-js) on GitHub.
 
 Then require the client:

From 51d359ec4075a41e2bdb14567ea6fb1113f621fa Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Thu, 26 Aug 2021 13:34:19 -0700
Subject: [PATCH 014/229] Remove index refresh

---
 _clients/javascript.md | 8 ++------
 1 file changed, 2 insertions(+), 6 deletions(-)

diff --git a/_clients/javascript.md b/_clients/javascript.md
index 42a00f67..f6490863 100644
--- a/_clients/javascript.md
+++ b/_clients/javascript.md
@@ -95,17 +95,13 @@ async function search() {
     var response = await client.index({
         id: id,
         index: index_name,
-        body: document
+        body: document,
+        refresh: true
     })
 
     console.log('Adding document:')
     console.log(response.body)
 
-    // Force an index refresh so the subsequent search returns results.
-    client.indices.refresh({
-        index: index_name
-    })
-
     // Search for the document.
     var query = {
         'query': {

From e210d7d217586d64f3421e80d9c4af892237b74c Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Thu, 26 Aug 2021 13:36:12 -0700
Subject: [PATCH 015/229] Fix nav order to not conflict with Go

---
 _clients/javascript.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/javascript.md b/_clients/javascript.md
index f6490863..2c4946f4 100644
--- a/_clients/javascript.md
+++ b/_clients/javascript.md
@@ -1,7 +1,7 @@
 ---
 layout: default
 title: Javascript client
-nav_order: 80
+nav_order: 90
 ---
 
 # Javascript client

From 18d389187943d1a3002ac916a5f6741b7573c148 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Thu, 26 Aug 2021 15:23:06 -0700
Subject: [PATCH 016/229] Specify how to turn off cert verification

---
 _clients/javascript.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/_clients/javascript.md b/_clients/javascript.md
index 2c4946f4..55134c00 100644
--- a/_clients/javascript.md
+++ b/_clients/javascript.md
@@ -56,6 +56,7 @@ var client = new Client({
     node: protocol + '://' + auth + '@' + host + ':' + port,
     ssl: {
         ca: fs.readFileSync(ca_certs_path),
+        // You can turn off certificate verification (rejectUnauthorized: false) if you're using self-signed certificates with a hostname mismatch.
         // cert: fs.readFileSync(client_cert_path),
         // key: fs.readFileSync(client_key_path)
     }

From fbc0447bcdad8e2a83caa74153d3a46d3a5b280d Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Fri, 27 Aug 2021 13:20:59 -0700
Subject: [PATCH 017/229] added more context

---
 _clients/go.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/_clients/go.md b/_clients/go.md
index e77fc0dd..06b6e533 100644
--- a/_clients/go.md
+++ b/_clients/go.md
@@ -25,6 +25,8 @@ go get github.com/opensearch-project/opensearch-go
 
 ## Sample code
 
+This sample code creates a client, adds an index with non-default settings, inserts a document, searches for the document, deletes the document, and finally deletes the index:
+
 ```go
 package main
 

From 7aed3bfbf1a1af94a0c21795bbc2165d9df14c09 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Fri, 27 Aug 2021 14:00:26 -0700
Subject: [PATCH 018/229] updated code to check error message

---
 _clients/go.md | 173 ++++++++++++++++++++++++++-----------------------
 1 file changed, 93 insertions(+), 80 deletions(-)

diff --git a/_clients/go.md b/_clients/go.md
index 06b6e533..6db260ac 100644
--- a/_clients/go.md
+++ b/_clients/go.md
@@ -29,104 +29,117 @@ This sample code creates a client, adds an index with non-default settings, inse
 
 ```go
 package main
-
 import (
-	"context"
-	"crypto/tls"
-	"fmt"
-	opensearch "github.com/opensearch-project/opensearch-go"
-	opensearchapi "github.com/opensearch-project/opensearch-go/opensearchapi"
-	"net/http"
-	"strings"
+    "os"
+    "context"
+    "crypto/tls"
+    "fmt"
+    opensearch "github.com/opensearch-project/opensearch-go"
+    opensearchapi "github.com/opensearch-project/opensearch-go/opensearchapi"
+    "net/http"
+    "strings"
 )
-
 const IndexName = "go-test-index1"
-
 func main() {
+    // Initialize the client with SSL/TLS enabled.
+    client, err := opensearch.NewClient(opensearch.Config{
+        Transport: &http.Transport{
+            TLSClientConfig: &tls.Config{InsecureSkipVerify: true},
+        },
+        Addresses: []string{"https://localhost:9200"},
+        Username:  "admin", // For testing only. Don't store credentials in code.
+        Password:  "admin",
+    })
+    if err != nil {
+        fmt.Println("cannot initialize", err)
+        os.Exit(1)
+    }
 
-	// Initialize the client with SSL/TLS enabled.
-	client, err := opensearch.NewClient(opensearch.Config{
-		Transport: &http.Transport{
-			TLSClientConfig: &tls.Config{InsecureSkipVerify: true},
-		},
-		Addresses: []string{"https://localhost:9200"},
-		Username:  "admin", // For testing only. Don't store credentials in code.
-		Password:  "admin",
-	})
-	if err != nil {
-		fmt.Println("cannot initialize", err)
-	}
+    // Print OpenSearch version information on console.
+    fmt.Println(client.Info())
 
-	// Print OpenSearch version information on console.
-	fmt.Println(client.Info())
-
-	// Define a mapping.
-	mapping := strings.NewReader(`{
-	 'settings': {
-	   'index': {
+    // Define index mapping.
+    mapping := strings.NewReader(`{
+     'settings': {
+       'index': {
             'number_of_shards': 4
             }
           }
-	 }`)
+     }`)
 
-	// Create an index with non-default settings.
-	res := opensearchapi.CreateRequest{
-		Index: IndexName,
-		Body:  mapping,
-	}
-	fmt.Println("creating index", res)
+    // Create an index with non-default settings.
+    res := opensearchapi.CreateRequest{
+        Index: IndexName,
+        Body:  mapping,
+    }
+    fmt.Println("creating index", res)
 
-	// Add a document to the index.
-	document := strings.NewReader(`{
-		"title": "Moneyball",
-		"director": "Bennett Miller",
-		"year": "2011"
-	}`)
+    // Add a document to the index.
+    document := strings.NewReader(`{
+        "title": "Moneyball",
+        "director": "Bennett Miller",
+        "year": "2011"
+    }`)
 
-	docId := "1"
-	req := opensearchapi.IndexRequest{
-		Index:      IndexName,
-		DocumentID: docId,
-		Body:       document,
-	}
-	insertResponse, err := req.Do(context.Background(), client)
-	fmt.Println(insertResponse)
+    docId := "1"
+    req := opensearchapi.IndexRequest{
+        Index:      IndexName,
+        DocumentID: docId,
+        Body:       document,
+    }
+    insertResponse, err := req.Do(context.Background(), client)
+    if err != nil {
+        fmt.Println("failed to insert document ", err)
+        os.Exit(1)
+    }
+    fmt.Println(insertResponse)
 
-	// Search for the document.
-	content := strings.NewReader(`{
-  	   "size": 5,
-  	   "query": {
-    	   "multi_match": {
-      	   "query": "miller",
-      	   "fields": ["title^2", "director"]
-    	   }
-  	  }
-	}`)
+    // Search for the document.
+    content := strings.NewReader(`{
+       "size": 5,
+       "query": {
+           "multi_match": {
+           "query": "miller",
+           "fields": ["title^2", "director"]
+           }
+      }
+    }`)
 
-	search := opensearchapi.SearchRequest{
-		Body: content,
-	}
+    search := opensearchapi.SearchRequest{
+        Body: content,
+    }
 
-	searchResponse, err := search.Do(context.Background(), client)
-	fmt.Println(searchResponse)
+    searchResponse, err := search.Do(context.Background(), client)
+    if err != nil {
+        fmt.Println("failed to search document ", err)
+        os.Exit(1)
+    }
+    fmt.Println(searchResponse)
 
-	// Delete the document.
-	delete := opensearchapi.DeleteRequest{
-		Index:      IndexName,
-		DocumentID: docId,
-	}
+    // Delete the document.
+    delete := opensearchapi.DeleteRequest{
+        Index:      IndexName,
+        DocumentID: docId,
+    }
 
-	deleteResponse, err := delete.Do(context.Background(), client)
-	fmt.Println("deleting document")
-	fmt.Println(deleteResponse)
+    deleteResponse, err := delete.Do(context.Background(), client)
+    if err != nil {
+        fmt.Println("failed to delete document ", err)
+        os.Exit(1)
+    }
+    fmt.Println("deleting document")
+    fmt.Println(deleteResponse)
 
-	// Delete the index.
-	deleteIndex := opensearchapi.IndicesDeleteRequest{
-		Index: []string{IndexName},
-	}
+    // Delete previously created index.
+    deleteIndex := opensearchapi.IndicesDeleteRequest{
+        Index: []string{IndexName},
+    }
 
-	deleteIndexResponse, err := deleteIndex.Do(context.Background(), client)
-	fmt.Println("deleting index")
-	fmt.Println(deleteIndexResponse)
+    deleteIndexResponse, err := deleteIndex.Do(context.Background(), client)
+    if err != nil {
+        fmt.Println("failed to delete index ", err)
+        os.Exit(1)
+    }
+    fmt.Println("deleting index", deleteIndexResponse)
 }
 ```

From 0b9f1973581ecfa81065ccaf06c9cacf1026b403 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 10 Sep 2021 11:57:30 -0700
Subject: [PATCH 019/229] Added security to ISM

---
 _im-plugin/ism/api.md                         |  2 +-
 _im-plugin/ism/security.md                    | 40 +++++++++++++++++++
 .../access-control/users-roles.md             |  2 +
 3 files changed, 43 insertions(+), 1 deletion(-)
 create mode 100644 _im-plugin/ism/security.md

diff --git a/_im-plugin/ism/api.md b/_im-plugin/ism/api.md
index af139695..3f7e0d1c 100644
--- a/_im-plugin/ism/api.md
+++ b/_im-plugin/ism/api.md
@@ -2,7 +2,7 @@
 layout: default
 title: ISM API
 parent: Index State Management
-nav_order: 5
+nav_order: 20
 ---
 
 # ISM API
diff --git a/_im-plugin/ism/security.md b/_im-plugin/ism/security.md
new file mode 100644
index 00000000..b996e319
--- /dev/null
+++ b/_im-plugin/ism/security.md
@@ -0,0 +1,40 @@
+---
+layout: default
+title: ISM security
+nav_order: 10
+parent: Index State Management
+has_children: false
+---
+
+# ISM security
+
+Using the security plugin with index state management lets you limit non-admin users to certain actions. For example, you might want to set up your security such that a group of users can only read ISM policies, while others can create, delete, or change policies.
+
+All index state management data are protected as system indices, and only a super admin or an admin with a Transport Layer Security (TLS) certificate can access system indices. For more information, see [System indices]({{site.url}}{{site.baseurl}}/security-plugin/configuration/system-indices).
+
+## Basic permissions
+
+The security plugin comes with two built-in roles that cover most ISM use cases: `ism_read_access` and `ism_full_access`. For descriptions of each, see [Predefined roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles#predefined-roles).
+
+With security enabled, users not only need the correct index management permissions, but they also need permissions to relevant indices to execute [REST API]({{site.url}}{{site.baseurl}}/im-plugin/ism/api) calls. For example, if a user wants to use the REST API to attach a policy to an index named `system-logs`, they would need the necessary REST API permissions as well as access to `system-logs`.
+
+## (Advanced) Limit access by backend role
+
+You can use backend roles to configure fine-grained access to ISM policies and actions. For example, users of different departments in an organization might view different policies depending on what roles and permissions they are assigned.
+
+First, ensure your users have the appropriate [backend roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/index/). Backend roles usually come from an [LDAP server]({{site.url}}{{site.baseurl}}/security-plugin/configuration/ldap/) or [SAML provider]({{site.url}}{{site.baseurl}}/security-plugin/configuration/saml/). However, if you use the internal user database, you can use the REST API to [add them manually]({{site.url}}{{site.baseurl}}/security-plugin/access-control/api#create-user).
+
+Use the REST API to enable the following setting:
+
+```json
+PUT _cluster/settings
+{
+  "transient": {
+    "plugins.index_management.filter_by_backend_roles": "true"
+  }
+}
+```
+
+With security enabled, only users who share at least one backend role can see and execute the policies and actions relevant to their roles.
+
+For example, consider a scenario with three users: `John` and `Jill`, who have the backend role `helpdesk_staff`, and `Jane`, who has the backend role `phone_operator`. `John` wants to create a policy that performs a rollup job on an index named `airline_data`, so `John` would need a backend role that has permissions to access that index, create relevant policies, and execute relevant actions, and `Jill` would be able to access the same index, policy, and job. However, `Jane` cannot access or edit those resources or actions.
diff --git a/_security-plugin/access-control/users-roles.md b/_security-plugin/access-control/users-roles.md
index 445e1e63..1422d972 100644
--- a/_security-plugin/access-control/users-roles.md
+++ b/_security-plugin/access-control/users-roles.md
@@ -121,6 +121,8 @@ Role | Description
 `reports_full_access` | Grants full permissions to reports.
 `asynchronous_search_full_access` | Grants full permissions to all asynchronous search actions.
 `asynchronous_search_read_access` | Grants permissions to view asynchronous searches, but not to submit, modify, or delete async searches.
+`ism_read_access` | Grants users permissions to view policies and current index states, but they are unable to create, add, update, or remove policies.
+`ism_full_access` | Grants full permissions to all ISM actions.
 
 
 For more detailed summaries of the permissions for each role, reference their action groups against the descriptions in [Default action groups]({{site.url}}{{site.baseurl}}/security-plugin/access-control/default-action-groups/).

From 50f3fa51d84c99f38580da1bb91523f63874a798 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Fri, 10 Sep 2021 15:01:43 -0700
Subject: [PATCH 020/229] Update python.md

---
 _clients/python.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/python.md b/_clients/python.md
index cdc7dc29..bcb1ff93 100644
--- a/_clients/python.md
+++ b/_clients/python.md
@@ -14,7 +14,7 @@ The OpenSearch Python client provides a more natural syntax for interacting with
 To add the client to your project, install it using [pip](https://pip.pypa.io/):
 
 ```bash
-pip install <TBD>
+pip install opensearch
 ```
 
 Then import it like any other module:

From a69440b2626e495f438468e1d064ed4821ccee40 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 15 Sep 2021 13:47:04 -0700
Subject: [PATCH 021/229] Addressed comments

---
 _im-plugin/ism/security.md                    | 40 ------------------
 _im-plugin/refresh-analyzer/index.md          |  2 +-
 _im-plugin/security.md                        | 41 +++++++++++++++++++
 .../access-control/users-roles.md             |  3 +-
 4 files changed, 43 insertions(+), 43 deletions(-)
 delete mode 100644 _im-plugin/ism/security.md
 create mode 100644 _im-plugin/security.md

diff --git a/_im-plugin/ism/security.md b/_im-plugin/ism/security.md
deleted file mode 100644
index b996e319..00000000
--- a/_im-plugin/ism/security.md
+++ /dev/null
@@ -1,40 +0,0 @@
----
-layout: default
-title: ISM security
-nav_order: 10
-parent: Index State Management
-has_children: false
----
-
-# ISM security
-
-Using the security plugin with index state management lets you limit non-admin users to certain actions. For example, you might want to set up your security such that a group of users can only read ISM policies, while others can create, delete, or change policies.
-
-All index state management data are protected as system indices, and only a super admin or an admin with a Transport Layer Security (TLS) certificate can access system indices. For more information, see [System indices]({{site.url}}{{site.baseurl}}/security-plugin/configuration/system-indices).
-
-## Basic permissions
-
-The security plugin comes with two built-in roles that cover most ISM use cases: `ism_read_access` and `ism_full_access`. For descriptions of each, see [Predefined roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles#predefined-roles).
-
-With security enabled, users not only need the correct index management permissions, but they also need permissions to relevant indices to execute [REST API]({{site.url}}{{site.baseurl}}/im-plugin/ism/api) calls. For example, if a user wants to use the REST API to attach a policy to an index named `system-logs`, they would need the necessary REST API permissions as well as access to `system-logs`.
-
-## (Advanced) Limit access by backend role
-
-You can use backend roles to configure fine-grained access to ISM policies and actions. For example, users of different departments in an organization might view different policies depending on what roles and permissions they are assigned.
-
-First, ensure your users have the appropriate [backend roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/index/). Backend roles usually come from an [LDAP server]({{site.url}}{{site.baseurl}}/security-plugin/configuration/ldap/) or [SAML provider]({{site.url}}{{site.baseurl}}/security-plugin/configuration/saml/). However, if you use the internal user database, you can use the REST API to [add them manually]({{site.url}}{{site.baseurl}}/security-plugin/access-control/api#create-user).
-
-Use the REST API to enable the following setting:
-
-```json
-PUT _cluster/settings
-{
-  "transient": {
-    "plugins.index_management.filter_by_backend_roles": "true"
-  }
-}
-```
-
-With security enabled, only users who share at least one backend role can see and execute the policies and actions relevant to their roles.
-
-For example, consider a scenario with three users: `John` and `Jill`, who have the backend role `helpdesk_staff`, and `Jane`, who has the backend role `phone_operator`. `John` wants to create a policy that performs a rollup job on an index named `airline_data`, so `John` would need a backend role that has permissions to access that index, create relevant policies, and execute relevant actions, and `Jill` would be able to access the same index, policy, and job. However, `Jane` cannot access or edit those resources or actions.
diff --git a/_im-plugin/refresh-analyzer/index.md b/_im-plugin/refresh-analyzer/index.md
index d9beb9bb..641d3484 100644
--- a/_im-plugin/refresh-analyzer/index.md
+++ b/_im-plugin/refresh-analyzer/index.md
@@ -1,7 +1,7 @@
 ---
 layout: default
 title: Refresh search analyzer
-nav_order: 40
+nav_order: 50
 has_children: false
 redirect_from: /im-plugin/refresh-analyzer/
 has_toc: false
diff --git a/_im-plugin/security.md b/_im-plugin/security.md
new file mode 100644
index 00000000..2fa6d456
--- /dev/null
+++ b/_im-plugin/security.md
@@ -0,0 +1,41 @@
+---
+layout: default
+title: Index management security
+nav_order: 40
+has_children: false
+---
+
+# Index management security
+
+Using the security plugin with index management lets you limit non-admin users to certain actions. For example, you might want to set up your security such that a group of users can only read ISM policies, while others can create, delete, or change policies.
+
+All index management data are protected as system indices, and only a super admin or an admin with a Transport Layer Security (TLS) certificate can access system indices. For more information, see [System indices]({{site.url}}{{site.baseurl}}/security-plugin/configuration/system-indices).
+
+## Basic permissions
+
+The security plugin comes with one role that offers full access to index management: `index_management_full_access`. For a description of the role's permissions, see [Predefined roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles#predefined-roles).
+
+With security enabled, users not only need the correct index management permissions, but they also need permissions to execute actions to involved indices. For example, if a user wants to use the REST API to attach a policy that executes a transform job to an index named `system-logs`, they would need the permissions to attach a policy and execute a transform job, as well as access to `system-logs`.
+
+Finally, with the exceptions of Create Policy, Get Policy, and Delete Policy, users also need the `indices:admin/opensearch/ism/managedindex` permission to execute [ISM APIs]({{site.url}}{{site.baseurl}}/im-plugin/ism/api).
+
+## (Advanced) Limit access by backend role
+
+You can use backend roles to configure fine-grained access to index management policies and actions. For example, users of different departments in an organization might view different policies depending on what roles and permissions they are assigned.
+
+First, ensure your users have the appropriate [backend roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/index/). Backend roles usually come from an [LDAP server]({{site.url}}{{site.baseurl}}/security-plugin/configuration/ldap/) or [SAML provider]({{site.url}}{{site.baseurl}}/security-plugin/configuration/saml/). However, if you use the internal user database, you can use the REST API to [add them manually]({{site.url}}{{site.baseurl}}/security-plugin/access-control/api#create-user).
+
+Use the REST API to enable the following setting:
+
+```json
+PUT _cluster/settings
+{
+  "transient": {
+    "plugins.index_management.filter_by_backend_roles": "true"
+  }
+}
+```
+
+With security enabled, only users who share at least one backend role can see and execute the policies and actions relevant to their roles.
+
+For example, consider a scenario with three users: `John` and `Jill`, who have the backend role `helpdesk_staff`, and `Jane`, who has the backend role `phone_operator`. `John` wants to create a policy that performs a rollup job on an index named `airline_data`, so `John` would need a backend role that has permissions to access that index, create relevant policies, and execute relevant actions, and `Jill` would be able to access the same index, policy, and job. However, `Jane` cannot access or edit those resources or actions.
diff --git a/_security-plugin/access-control/users-roles.md b/_security-plugin/access-control/users-roles.md
index 1422d972..86424304 100644
--- a/_security-plugin/access-control/users-roles.md
+++ b/_security-plugin/access-control/users-roles.md
@@ -121,8 +121,7 @@ Role | Description
 `reports_full_access` | Grants full permissions to reports.
 `asynchronous_search_full_access` | Grants full permissions to all asynchronous search actions.
 `asynchronous_search_read_access` | Grants permissions to view asynchronous searches, but not to submit, modify, or delete async searches.
-`ism_read_access` | Grants users permissions to view policies and current index states, but they are unable to create, add, update, or remove policies.
-`ism_full_access` | Grants full permissions to all ISM actions.
+`index_management_full_access` | Grants full permissions to all index management actions, including ISM, transforms, and rollups.
 
 
 For more detailed summaries of the permissions for each role, reference their action groups against the descriptions in [Default action groups]({{site.url}}{{site.baseurl}}/security-plugin/access-control/default-action-groups/).

From 538703d4227378c173565b5f30e5c56125eb9c3e Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 17 Sep 2021 14:58:07 -0700
Subject: [PATCH 022/229] Changed transform to rollup

---
 _im-plugin/security.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_im-plugin/security.md b/_im-plugin/security.md
index 2fa6d456..d5d48ac6 100644
--- a/_im-plugin/security.md
+++ b/_im-plugin/security.md
@@ -15,7 +15,7 @@ All index management data are protected as system indices, and only a super admi
 
 The security plugin comes with one role that offers full access to index management: `index_management_full_access`. For a description of the role's permissions, see [Predefined roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles#predefined-roles).
 
-With security enabled, users not only need the correct index management permissions, but they also need permissions to execute actions to involved indices. For example, if a user wants to use the REST API to attach a policy that executes a transform job to an index named `system-logs`, they would need the permissions to attach a policy and execute a transform job, as well as access to `system-logs`.
+With security enabled, users not only need the correct index management permissions, but they also need permissions to execute actions to involved indices. For example, if a user wants to use the REST API to attach a policy that executes a rollup job to an index named `system-logs`, they would need the permissions to attach a policy and execute a rollup job, as well as access to `system-logs`.
 
 Finally, with the exceptions of Create Policy, Get Policy, and Delete Policy, users also need the `indices:admin/opensearch/ism/managedindex` permission to execute [ISM APIs]({{site.url}}{{site.baseurl}}/im-plugin/ism/api).
 

From 9738b5c54b5ca1f7f78a0cb1bc1e540aaa462f2d Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 17 Sep 2021 17:18:46 -0700
Subject: [PATCH 023/229] Finally adding new OpenSearch java client

---
 _clients/java-rest-high-level.md |   6 +-
 _clients/java.md                 | 101 +++++++++++++++++++++++++++++++
 2 files changed, 104 insertions(+), 3 deletions(-)
 create mode 100644 _clients/java.md

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index a9ed5945..5d418d3b 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -1,10 +1,10 @@
 ---
 layout: default
-title: Java high-level REST client
+title: Elasticsearch OSS Java high-level REST client
 nav_order: 97
 ---
 
-# Java high-level REST client
+# Elasticsearch OSS Java high-level REST client
 
 The Elasticsearch OSS Java high-level REST client allows you to interact with your OpenSearch clusters and indices through Java methods and data structures rather than HTTP methods and JSON.
 
@@ -22,7 +22,7 @@ To start using the Elasticsearch OSS Java high-level REST client, ensure that yo
 </dependency>
 ```
 
-You can now start your OpenSearch cluster. The 7.10.2 high-level REST client works with the 1.x versions of OpenSearch.
+You can now start your OpenSearch cluster. The 7.10.2 Elasticsearch OSS high-level REST client works with the 1.x versions of OpenSearch.
 
 ## Sample code
 
diff --git a/_clients/java.md b/_clients/java.md
new file mode 100644
index 00000000..9d49a279
--- /dev/null
+++ b/_clients/java.md
@@ -0,0 +1,101 @@
+---
+layout: default
+title: OpenSearch Java client
+nav_order: 65
+---
+
+# Java client
+
+The OpenSearch Java client allows you to interact with your OpenSearch clusters through Java methods and data structures rather than HTTP methods and raw JSON. For example, you can submit requests to your cluster using objects to create indices, add data to documents, or complete some other operation using the client's built-in methods.
+
+## Setup
+
+To start using the OpenSearch Java client, ensure that you have the following dependency in your project's `pom.xml` file:
+
+```
+<dependency>
+  <TBD>
+</dependency>
+```
+
+You can now start your OpenSearch cluster.
+
+## Sample code
+
+```java
+import org.apache.http.HttpHost;
+import org.apache.http.auth.AuthScope;
+import org.apache.http.auth.UsernamePasswordCredentials;
+import org.apache.http.client.CredentialsProvider;
+import org.apache.http.impl.client.BasicCredentialsProvider;
+import org.apache.http.impl.nio.client.HttpAsyncClientBuilder;
+import org.opensearch.client.RestClient;
+import org.opensearch.client.RestClientBuilder;
+import org.opensearch.clients.base.RestClientTransport;
+import org.opensearch.clients.base.Transport;
+import org.opensearch.clients.json.jackson.JacksonJsonpMapper;
+import org.opensearch.clients.opensearch.OpenSearchClient;
+import org.opensearch.clients.opensearch._global.IndexRequest;
+import org.opensearch.clients.opensearch._global.IndexResponse;
+import org.opensearch.clients.opensearch._global.SearchResponse;
+import org.opensearch.clients.opensearch.indices.*;
+import org.opensearch.clients.opensearch.indices.put_settings.IndexSettingsBody;
+
+import java.io.IOException;
+
+
+public class Main {
+  public static void main(String[] args) throws IOException{
+    System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
+    System.setProperty("javax.net.ssl.trustStorePassword", password-to-keystore);
+
+    //Only for demo purposes. Don't specify your credentials in code.
+    final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
+    credentialsProvider.setCredentials(AuthScope.ANY,
+        new UsernamePasswordCredentials("admin", "admin"));
+
+    //Initialize the client with SSL and TLS enabled
+    RestClient restClient = RestClient.builder(new HttpHost("localhost", 9200, "https")).
+        setHttpClientConfigCallback(new RestClientBuilder.HttpClientConfigCallback() {
+          @Override
+          public HttpAsyncClientBuilder customizeHttpClient(HttpAsyncClientBuilder httpClientBuilder) {
+            return httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider);
+          }
+        }).build();
+    Transport transport = new RestClientTransport(restClient, new JacksonJsonpMapper());
+    OpenSearchClient client = new OpenSearchClient(transport);
+
+    //Create the index
+    String index = "sample-index";
+    CreateRequest createIndexRequest = new CreateRequest.Builder().index(index).build();
+    client.indices().create(createIndexRequest);
+
+    //Add some settings to the index
+    IndexSettings indexSettings = new IndexSettings.Builder().autoExpandReplicas("0-all").build();
+    IndexSettingsBody settingsBody = new IndexSettingsBody.Builder().settings(indexSettings).build();
+    PutSettingsRequest putSettingsRequest = new PutSettingsRequest.Builder().index(index).value(settingsBody).build();
+    client.indices().putSettings(putSettingsRequest);
+
+    //Index some data
+    IndexData indexData = new IndexData("first_name", "Bruce");
+    IndexRequest<IndexData> indexRequest = new IndexRequest.Builder<IndexData>().index(index).id("1").value(indexData).build();
+    client.index(indexRequest);
+
+    //Search for the document
+    SearchResponse<IndexData> searchResponse = client.search(s -> s.index(index), IndexData.class);
+    for (int i = 0; i< searchResponse.hits().hits().size(); i++) {
+      System.out.println(searchResponse.hits().hits().get(i).source());
+    }
+
+    //Delete the document
+    client.delete(b -> b.index(index).id("1"));
+
+    // Delete the index
+    DeleteRequest deleteRequest = new DeleteRequest.Builder().index(index).build();
+    DeleteResponse deleteResponse = client.indices().delete(deleteRequest);
+
+    restClient.close();
+  }
+}
+
+```

From 9861e07d7cc57ae241ac22165fa56a00d705eddc Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Mon, 20 Sep 2021 13:18:21 -0700
Subject: [PATCH 024/229] Added quotes around keystore password

---
 _clients/java.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/java.md b/_clients/java.md
index 9d49a279..3823d0c4 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -47,7 +47,7 @@ import java.io.IOException;
 public class Main {
   public static void main(String[] args) throws IOException{
     System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
-    System.setProperty("javax.net.ssl.trustStorePassword", password-to-keystore);
+    System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
 
     //Only for demo purposes. Don't specify your credentials in code.
     final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();

From 05ba9198f60666f343e420d96b020ecf1a359588 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 20 Sep 2021 13:22:18 -0700
Subject: [PATCH 025/229] modified description

---
 _clients/go.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/go.md b/_clients/go.md
index 6db260ac..46b359aa 100644
--- a/_clients/go.md
+++ b/_clients/go.md
@@ -6,7 +6,7 @@ nav_order: 80
 
 # Go client
 
-The OpenSearch Go client lets you programmatically interact with data in your OpenSearch cluster as part of your Go application.
+The OpenSearch Go client lets you build a Go application that interacts with the data in your OpenSearch cluster.
 
 
 ## Setup

From 6bf8a7d51aa1a745685d82fc7ab03d20f3b8c828 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 20 Sep 2021 13:27:13 -0700
Subject: [PATCH 026/229] minor change

---
 _clients/go.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/go.md b/_clients/go.md
index 46b359aa..ac09a0c8 100644
--- a/_clients/go.md
+++ b/_clients/go.md
@@ -6,7 +6,7 @@ nav_order: 80
 
 # Go client
 
-The OpenSearch Go client lets you build a Go application that interacts with the data in your OpenSearch cluster.
+The OpenSearch Go client lets you easily connect your Go application with the data in your OpenSearch cluster.
 
 
 ## Setup

From 54a0b8e755b2f4873f99163949fd60fd0780f96d Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 20 Sep 2021 13:29:58 -0700
Subject: [PATCH 027/229] minor change

---
 _clients/go.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/go.md b/_clients/go.md
index ac09a0c8..75ee300e 100644
--- a/_clients/go.md
+++ b/_clients/go.md
@@ -6,7 +6,7 @@ nav_order: 80
 
 # Go client
 
-The OpenSearch Go client lets you easily connect your Go application with the data in your OpenSearch cluster.
+The OpenSearch Go client lets you connect your Go application with the data in your OpenSearch cluster.
 
 
 ## Setup

From 3c98e4b2970464d5c04e0bd2d4d261e07340e463 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Mon, 20 Sep 2021 16:06:09 -0700
Subject: [PATCH 028/229] Modified monitoring to have two kinds of monitors

---
 _monitoring-plugins/alerting/api.md      | 268 ++++++++++++++++++++++-
 _monitoring-plugins/alerting/monitors.md |  81 ++++---
 2 files changed, 311 insertions(+), 38 deletions(-)

diff --git a/_monitoring-plugins/alerting/api.md b/_monitoring-plugins/alerting/api.md
index 0799878a..146f2d9a 100644
--- a/_monitoring-plugins/alerting/api.md
+++ b/_monitoring-plugins/alerting/api.md
@@ -19,10 +19,11 @@ Use the alerting API to programmatically manage monitors and alerts.
 
 ---
 
-## Create monitor
+## Create query-level monitor
 Introduced 1.0
 {: .label .label-purple }
 
+
 #### Request
 
 ```json
@@ -30,6 +31,7 @@ POST _plugins/_alerting/monitors
 {
   "type": "monitor",
   "name": "test-monitor",
+  "monitor_type": "query_level_monitor",
   "enabled": true,
   "schedule": {
     "period": {
@@ -166,7 +168,7 @@ If you use a custom webhook for your destination and need to embed JSON in the m
         },
         "throttle_enabled": false,
         "subject_template": {
-          "source": "TheSubject",
+          "source": "Subject",
           "lang": "mustache"
         }
       }]
@@ -186,6 +188,7 @@ The following example creates a monitor that runs at 12:10 PM Pacific Time on th
 {
   "type": "monitor",
   "name": "test-monitor",
+  "monitor_type": "query_level_monitor",
   "enabled": true,
   "schedule": {
     "cron" : {
@@ -228,7 +231,7 @@ The following example creates a monitor that runs at 12:10 PM Pacific Time on th
       "name": "test-action",
       "destination_id": "ld7912sBlQ5JUWWFThoW",
       "message_template": {
-        "source": "This is my message body."
+        "source": "This is a message body."
       },
       "throttle_enabled": true,
       "throttle": {
@@ -236,7 +239,7 @@ The following example creates a monitor that runs at 12:10 PM Pacific Time on th
         "unit": "MINUTES"
       },
       "subject_template": {
-        "source": "TheSubject"
+        "source": "Subject"
       }
     }]
   }]
@@ -247,6 +250,263 @@ For a full list of timezone names, refer to [Wikipedia](https://en.wikipedia.org
 
 ---
 
+## Create bucket-level monitor
+
+```json
+POST _plugins/_alerting/monitors
+{
+  "type": "monitor",
+  "name": "test-bucket-level-monitor",
+  "monitor_type": "bucket_level_monitor",
+  "enabled": true,
+  "schedule": {
+    "period": {
+      "interval": 1,
+      "unit": "MINUTES"
+    }
+  },
+  "inputs": [
+    {
+      "search": {
+        "indices": [
+          "movies"
+        ],
+        "query": {
+          "size": 0,
+          "query": {
+            "bool": {
+              "filter": [
+                {
+                  "range": {
+                    "order_date": {
+                      "from": "{{period_end}}||-1h",
+                      "to": "{{period_end}}",
+                      "include_lower": true,
+                      "include_upper": true,
+                      "format": "epoch_millis"
+                    }
+                  }
+                }
+              ]
+            }
+          },
+          "aggregations": {
+            "composite_agg": {
+              "composite": {
+                "sources": [
+                  {
+                    "user": {
+                      "terms": {
+                        "field": "user"
+                      }
+                    }
+                  }
+                ]
+              },
+              "aggregations": {
+                "avg_products_base_price": {
+                  "avg": {
+                    "field": "products.base_price"
+                  }
+                }
+              }
+            }
+          }
+        }
+      }
+    }
+  ],
+  "triggers": [
+    {
+      "bucket_level_trigger": {
+        "name": "test-trigger",
+        "severity": "1",
+        "condition": {
+          "buckets_path": {
+            "_count": "_count",
+            "avg_products_base_price": "avg_products_base_price"
+          },
+          "parent_bucket_path": "composite_agg",
+          "script": {
+            "source": "params._count > 50 || params.avg_products_base_price < 35",
+            "lang": "painless"
+          }
+        },
+        "actions": [
+          {
+            "name": "test-action",
+            "destination_id": "E4o5hnsB6KjPKmHtpfCA",
+            "message_template": {
+              "source": """Monitor {{ctx.monitor.name}} just entered alert status. Please investigate the issue.   - Trigger: {{ctx.trigger.name}}   - Severity: {{ctx.trigger.severity}}   - Period start: {{ctx.periodStart}}   - Period end: {{ctx.periodEnd}}    - Deduped Alerts:   {{ctx.dedupedAlerts}}     * {{id}} : {{bucket_keys}}   {{ctx.dedupedAlerts}}    - New Alerts:   {{ctx.newAlerts}}     * {{id}} : {{bucket_keys}}   {{ctx.newAlerts}}    - Completed Alerts:   {{ctx.completedAlerts}}     * {{id}} : {{bucket_keys}}   {{ctx.completedAlerts}}""",
+              "lang": "mustache"
+            },
+            "throttle_enabled": false,
+            "action_execution_policy": {
+              "throttle": {
+                "value": 10,
+                "unit": "MINUTES"
+              },
+              "action_execution_scope": {
+                "per_alert": {
+                  "actionable_alerts": [
+                    "DEDUPED",
+                    "NEW"
+                  ]
+                }
+              }
+            },
+            "subject_template": {
+              "source": "Sample subject",
+              "lang": "mustache"
+            }
+          }
+        ]
+      }
+    }
+  ]
+}
+```
+
+#### Sample response
+```json
+{
+  "_id" : "Dfxr63sBwex6DxEhHV5N",
+  "_version" : 1,
+  "_seq_no" : 3,
+  "_primary_term" : 1,
+  "monitor" : {
+    "type" : "monitor",
+    "schema_version" : 4,
+    "name" : "test-bucket-level-monitor",
+    "monitor_type" : "bucket_level_monitor",
+    "user" : {
+      "name" : "",
+      "backend_roles" : [ ],
+      "roles" : [ ],
+      "custom_attribute_names" : [ ],
+      "user_requested_tenant" : null
+    },
+    "enabled" : true,
+    "enabled_time" : 1631742270785,
+    "schedule" : {
+      "period" : {
+        "interval" : 1,
+        "unit" : "MINUTES"
+      }
+    },
+    "inputs" : [
+      {
+        "search" : {
+          "indices" : [
+            "opensearch_dashboards_sample_data_flights"
+          ],
+          "query" : {
+            "size" : 0,
+            "query" : {
+              "bool" : {
+                "filter" : [
+                  {
+                    "range" : {
+                      "order_date" : {
+                        "from" : "{{period_end}}||-1h",
+                        "to" : "{{period_end}}",
+                        "include_lower" : true,
+                        "include_upper" : true,
+                        "format" : "epoch_millis",
+                        "boost" : 1.0
+                      }
+                    }
+                  }
+                ],
+                "adjust_pure_negative" : true,
+                "boost" : 1.0
+              }
+            },
+            "aggregations" : {
+              "composite_agg" : {
+                "composite" : {
+                  "size" : 10,
+                  "sources" : [
+                    {
+                      "user" : {
+                        "terms" : {
+                          "field" : "user",
+                          "missing_bucket" : false,
+                          "order" : "asc"
+                        }
+                      }
+                    }
+                  ]
+                },
+                "aggregations" : {
+                  "avg_products_base_price" : {
+                    "avg" : {
+                      "field" : "products.base_price"
+                    }
+                  }
+                }
+              }
+            }
+          }
+        }
+      }
+    ],
+    "triggers" : [
+      {
+        "bucket_level_trigger" : {
+          "id" : "C_xr63sBwex6DxEhHV5B",
+          "name" : "test-trigger",
+          "severity" : "1",
+          "condition" : {
+            "buckets_path" : {
+              "_count" : "_count",
+              "avg_products_base_price" : "avg_products_base_price"
+            },
+            "parent_bucket_path" : "composite_agg",
+            "script" : {
+              "source" : "params._count > 50 || params.avg_products_base_price < 35",
+              "lang" : "painless"
+            },
+            "gap_policy" : "skip"
+          },
+          "actions" : [
+            {
+              "id" : "DPxr63sBwex6DxEhHV5B",
+              "name" : "test-action",
+              "destination_id" : "E4o5hnsB6KjPKmHtpfCA",
+              "message_template" : {
+                "source" : "Monitor {{ctx.monitor.name}} just entered alert status. Please investigate the issue.   - Trigger: {{ctx.trigger.name}}   - Severity: {{ctx.trigger.severity}}   - Period start: {{ctx.periodStart}}   - Period end: {{ctx.periodEnd}}    - Deduped Alerts:   {{ctx.dedupedAlerts}}     * {{id}} : {{bucket_keys}}   {{ctx.dedupedAlerts}}    - New Alerts:   {{ctx.newAlerts}}     * {{id}} : {{bucket_keys}}   {{ctx.newAlerts}}    - Completed Alerts:   {{ctx.completedAlerts}}     * {{id}} : {{bucket_keys}}   {{ctx.completedAlerts}}",
+                "lang" : "mustache"
+              },
+              "throttle_enabled" : false,
+              "subject_template" : {
+                "source" : "The Subject",
+                "lang" : "mustache"
+              },
+              "throttle" : {
+                "value" : 10,
+                "unit" : "MINUTES"
+              },
+              "action_execution_policy" : {
+                "action_execution_scope" : {
+                  "per_alert" : {
+                    "actionable_alerts" : [
+                      "DEDUPED",
+                      "NEW"
+                    ]
+                  }
+                }
+              }
+            }
+          ]
+        }
+      }
+    ],
+    "last_update_time" : 1631742270785
+  }
+}
+```
+
 ## Update monitor
 Introduced 1.0
 {: .label .label-purple }
diff --git a/_monitoring-plugins/alerting/monitors.md b/_monitoring-plugins/alerting/monitors.md
index 85138490..085eafc7 100644
--- a/_monitoring-plugins/alerting/monitors.md
+++ b/_monitoring-plugins/alerting/monitors.md
@@ -19,11 +19,11 @@ has_children: false
 
 Term | Definition
 :--- | :---
-Monitor | A job that runs on a defined schedule and queries OpenSearch. The results of these queries are then used as input for one or more *triggers*.
+Monitor | A job that runs on a defined schedule and queries OpenSearch indices. The results of these queries are then used as input for one or more *triggers*.
 Trigger | Conditions that, if met, generate *alerts*.
 Alert | An event associated with a trigger. When an alert is created, the trigger performs *actions*, which can include sending a notification.
 Action | The information that you want the monitor to send out after being triggered. Actions have a *destination*, a message subject, and a message body.
-Destination | A reusable location for an action, such as Amazon Chime, Slack, or a webhook URL.
+Destination | A reusable location for an action. Supported locations are Amazon Chime, Email, Slack, or custom webhook.
 
 
 ---
@@ -34,9 +34,9 @@ Destination | A reusable location for an action, such as Amazon Chime, Slack, or
 1. Specify a name for the destination so that you can identify it later.
 1. For **Type**, choose Slack, Amazon Chime, custom webhook, or [email](#email-as-a-destination).
 
-For Email type, refer to [Email as a destination](#email-as-a-destination) section below. For all other types, specify the webhook URL. For more information about webhooks, see the documentation for [Slack](https://api.slack.com/incoming-webhooks) and [Amazon Chime](https://docs.aws.amazon.com/chime/latest/ug/webhooks.html).
+For Email, refer to the [Email as a destination](#email-as-a-destination) section below. For all other types, specify the webhook URL. See the documentation for [Slack](https://api.slack.com/incoming-webhooks) and [Amazon Chime](https://docs.aws.amazon.com/chime/latest/ug/webhooks.html) to learn more about webhooks.
 
-For custom webhooks, you must specify more information: parameters and headers. For example, if your endpoint requires basic authentication, you might need to add a header with a key of `Authorization` and a value of `Basic <Base64-encoded-credential-string>`. You might also need to change `Content-Type` to whatever your webhook requires. Popular values are `application/json`, `application/xml`, and `text/plain`.
+If you're using custom webhooks, you must specify more information: parameters and headers. For example, if your endpoint requires basic authentication, you might need to add a header with a key of `Authorization` and a value of `Basic <Base64-encoded-credential-string>`. You might also need to change `Content-Type` to whatever your webhook requires. Popular values are `application/json`, `application/xml`, and `text/plain`.
 
 This information is stored in plain text in the OpenSearch cluster. We will improve this design in the future, but for now, the encoded credentials (which are neither encrypted nor hashed) might be visible to other OpenSearch users.
 
@@ -55,7 +55,7 @@ To configure a sender email, do the following:
 1. After you choose **Email** as the destination type, choose **Manage senders**.
 1. Choose **Add sender**, **New sender** and enter a unique name.
 1. Enter the email address, SMTP host (e.g. `smtp.gmail.com` for a Gmail account), and the port.
-1. Choose an encryption method, or use the default value of **None**. However, most email providers require SSL or TLS, which requires a username and password in OpenSearch keystore. Refer to [Authenticate sender account](#authenticate-sender-account) to learn more.
+1. Choose an encryption method, or use the default value of **None**. However, most email providers require SSL or TLS, which require a username and password in OpenSearch keystore. Refer to [Authenticate sender account](#authenticate-sender-account) to learn more.
 1. Choose **Save** to save the configuration and create the sender. You can create a sender even before you add your credentials to the OpenSearch keystore. However, you must [authenticate each sender account](#authenticate-sender-account) before you use the destination to send your alert.
 
 You can reuse senders across many different destinations, but each destination only supports one sender.
@@ -101,20 +101,9 @@ POST _nodes/reload_secure_settings
 
 1. Choose **Alerting**, **Monitors**, **Create monitor**.
 1. Specify a name for the monitor.
+1. Choose either **Per query monitor** or **Per bucket monitor**.
 
-The anomaly detection option is for pairing with the anomaly detection plugin. See [Anomaly Detection]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/).
-For anomaly detector, choose an appropriate schedule for the monitor based on the detector interval. Otherwise, the alerting monitor might miss reading the results.
-
-For example, assume you set the monitor interval and the detector interval as 5 minutes, and you start the detector at 12:00. If an anomaly is detected at 12:05, it might be available at 12:06 because of the delay between writing the anomaly and it being available for queries. The monitor reads the anomaly results between 12:00 and 12:05, so it does not get the anomaly results available at 12:06.
-
-To avoid this issue, make sure the alerting monitor is at least twice the detector interval.
-When you create a monitor using OpenSearch Dashboards, the anomaly detector plugin generates a default monitor schedule that's twice the detector interval.
-
-Whenever you update a detector’s interval, make sure to update the associated monitor interval as well, as the anomaly detection plugin does not do this automatically.
-
-1. Choose one or more indices. You can also use `*` as a wildcard to specify an index pattern.
-
-   If you use the security plugin, you can only choose indices that you have permission to access. For details, see [Alerting security]({{site.url}}{{site.baseurl}}/security-plugin/).
+Whereas per query monitors run your specifed query and then check whether the query's results triggers any alerts, per bucket monitors let you select fields to create buckets and categorize your results into those buckets. Doing so gives you finer control over which results should trigger alerts, and trigger conditions get evaluated per bucket.
 
 1. Define the monitor in one of three ways: visually, using a query, or using an anomaly detector.
 
@@ -170,27 +159,45 @@ Whenever you update a detector’s interval, make sure to update the associated
      "Start" and "end" refer to the interval at which the monitor runs. See [Available variables](#available-variables).
 
 
-1. To define a monitor visually, choose **Define using visual graph**. Then choose an aggregation (for example, `count()` or `average()`), a set of documents, and a timeframe. Visual definition works well for most monitors.
-
-   To use a query, choose **Define using extraction query**, add your query (using [the OpenSearch query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/full-text/)), and test it using the **Run** button.
-
-   The monitor makes this query to OpenSearch as often as the schedule dictates; check the **Query Performance** section and make sure you're comfortable with the performance implications.
-
-   To use an anomaly detector, choose **Define using Anomaly detector** and select your **Detector**.
 1. Choose a frequency and timezone for your monitor. Note that you can only pick a timezone if you choose Daily, Weekly, Monthly, or [custom cron expression]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/cron/) for frequency.
-1. Choose **Create**.
 
+1. Choose one or more indices. You can also use `*` as a wildcard to specify an index pattern.
+
+    If you use the security plugin, you can only choose indices that you have permission to access. For details, see [Alerting security]({{site.url}}{{site.baseurl}}/security-plugin/).
+
+    To define a monitor visually, choose **Visual editor**. Then choose an aggregation (for example, `count()` or `average()`), a set of documents, a timeframe, a data filter if you want to monitor a subset of your source index, and a group-by field if you want to categorize your query results into separate buckets, and trigger conditions get evaluated per bucket. At least one group-by field is required if you are creating a per bucket monitor. Visual definition works well for most monitors.
+
+    To use a query, choose **Extraction query editor**, add your query (using [the OpenSearch query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/full-text/)), and test it using the **Run** button.
+
+    The monitor makes this query to OpenSearch as often as the schedule dictates; check the **Query Performance** section and make sure you're comfortable with the performance implications.
+
+    To use an anomaly detector, choose **Anomaly detector** and select your **Detector**.
+
+    The anomaly detection option is for pairing with the anomaly detection plugin. See [Anomaly Detection]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/).
+    For anomaly detector, choose an appropriate schedule for the monitor based on the detector interval. Otherwise, the alerting monitor might miss reading the results.
+
+    For example, assume you set the monitor interval and the detector interval as 5 minutes, and you start the detector at 12:00. If an anomaly is detected at 12:05, it might be available at 12:06 because of the delay between writing the anomaly and it being available for queries. The monitor reads the anomaly results between 12:00 and 12:05, so it does not get the anomaly results available at 12:06.
+
+    To avoid this issue, make sure the alerting monitor is at least twice the detector interval.
+    When you create a monitor using OpenSearch Dashboards, the anomaly detector plugin generates a default monitor schedule that's twice the detector interval.
+
+    Whenever you update a detector’s interval, make sure to update the associated monitor interval as well, as the anomaly detection plugin does not do this automatically.
+
+    **Note**: Anomaly detection is available only if you are defining a per query monitor.
+    {: .note}
+
+1. Add a trigger to your monitor.
 
 ---
 
 ## Create triggers
 
-The next step in creating a monitor is to create a trigger. These steps differ depending on whether you chose **Define using visual graph** or **Define using extraction query** or **Define using Anomaly detector** when you created the monitor.
+Steps to create a trigger differ depending on whether you chose **Visual editor**, **Extraction query editor**, or **Anomaly detector** when you created the monitor.
 
-Either way, you begin by specifying a name and severity level for the trigger. Severity levels help you manage alerts. A trigger with a high severity level (e.g. 1) might page a specific individual, whereas a trigger with a low severity level might message a chat room.
+You begin by specifying a name and severity level for the trigger. Severity levels help you manage alerts. A trigger with a high severity level (e.g. 1) might page a specific individual, whereas a trigger with a low severity level might message a chat room.
 
 
-### Visual graph
+### Visual editor
 
 For **Trigger condition**, specify a threshold for the aggregation and timeframe you chose earlier, such as "is below 1,000" or "is exactly 10."
 
@@ -264,11 +271,11 @@ Below are some variables you can include in your message using Mustache template
 
 Variable | Data Type | Description
 :--- | :--- | :---
-`ctx.monitor` | JSON | Includes `ctx.monitor.name`, `ctx.monitor.type`, `ctx.monitor.enabled`, `ctx.monitor.enabled_time`, `ctx.monitor.schedule`, `ctx.monitor.inputs`, `triggers` and `ctx.monitor.last_update_time`.
-`ctx.monitor.user` | JSON | Includes information about the user who created the monitor. Includes `ctx.monitor.user.backend_roles` and `ctx.monitor.user.roles`, which are arrays that contain the backend roles and roles assigned to the user. See [alerting security]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/security/) for more information.
+`ctx.monitor` | Object | Includes `ctx.monitor.name`, `ctx.monitor.type`, `ctx.monitor.enabled`, `ctx.monitor.enabled_time`, `ctx.monitor.schedule`, `ctx.monitor.inputs`, `triggers` and `ctx.monitor.last_update_time`.
+`ctx.monitor.user` | Object | Includes information about the user who created the monitor. Includes `ctx.monitor.user.backend_roles` and `ctx.monitor.user.roles`, which are arrays that contain the backend roles and roles assigned to the user. See [alerting security]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/security/) for more information.
 `ctx.monitor.enabled` | Boolean | Whether the monitor is enabled.
 `ctx.monitor.enabled_time` | Milliseconds | Unix epoch time of when the monitor was last enabled.
-`ctx.monitor.schedule` | JSON | Contains a schedule of how often or when the monitor should run.
+`ctx.monitor.schedule` | Object | Contains a schedule of how often or when the monitor should run.
 `ctx.monitor.schedule.period.interval` | Integer | The interval at which the monitor runs.
 `ctx.monitor.schedule.period.unit` | String | The interval's unit of time.
 `ctx.monitor.inputs` | Array | An array that contains the indices and definition used to create the monitor.
@@ -282,7 +289,7 @@ Variable | Data Type | Description
 `ctx.trigger.id` | String | The trigger's ID.
 `ctx.trigger.name` | String | The trigger's name.
 `ctx.trigger.severity` | String | The trigger's severity.
-`ctx.trigger.condition`| JSON | Contains the Painless script used when creating the monitor.
+`ctx.trigger.condition`| Object | Contains the Painless script used when creating the monitor.
 `ctx.trigger.condition.script.source` | String | The language used to define the script. Must be painless.
 `ctx.trigger.condition.script.lang` | String | The script used to define the trigger.
 `ctx.trigger.actions`| Array | An array with one element that contains information about the action the monitor needs to trigger.
@@ -309,7 +316,13 @@ Variable | Data Type | Description
 `ctx.periodStart` | String | Unix timestamp for the beginning of the period during which the alert triggered. For example, if a monitor runs every ten minutes, a period might begin at 10:40 and end at 10:50.
 `ctx.periodEnd` | String | The end of the period during which the alert triggered.
 `ctx.error` | String | The error message if the trigger was unable to retrieve results or unable to evaluate the trigger, typically due to a compile error or null pointer exception. Null otherwise.
-`ctx.alert` | JSON | The current, active alert (if it exists). Includes `ctx.alert.id`, `ctx.alert.version`, and `ctx.alert.isAcknowledged`. Null if no alert is active.
+`ctx.alert` | Object | The current, active alert (if it exists). Includes `ctx.alert.id`, `ctx.alert.version`, and `ctx.alert.isAcknowledged`. Null if no alert is active.
+`ctx.dedupedAlerts` | Object | Alerts that have already been triggered. OpenSearch keeps the existing alert to prevent the plugin from creating endless amounts of the same alerts. Only available with bucket-level monitors.
+`ctx.newAlerts` | Object | Newly created alerts. Only available with bucket-level monitors.
+`ctx.completedAlerts` | Object | Alerts that are no longer ongoing. Only available with bucket-level monitors.
+`bucket_keys` | String | Comma-separated list of the monitor's bucket key values. Available only for `ctx.dedupedAlerts`, `ctx.newAlerts`, and `ctx.completedAlerts`. Accessed through `ctx.dedupedAlerts[0].bucket_keys`.
+`parent_bucket_path` | String | The parent bucket path of the bucket that triggered the alert. Accessed through `ctx.dedupedAlerts[0].parent_bucket_path`.
+
 
 
 ---

From 65f333d038325af731ff13dcae6e45f400d5398b Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Tue, 21 Sep 2021 13:40:38 -0700
Subject: [PATCH 029/229] Update python.md

---
 _clients/python.md | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/_clients/python.md b/_clients/python.md
index bcb1ff93..9ce68bca 100644
--- a/_clients/python.md
+++ b/_clients/python.md
@@ -8,19 +8,23 @@ nav_order: 70
 
 The OpenSearch Python client provides a more natural syntax for interacting with your cluster. Rather than sending HTTP requests with raw JSON bodies to a given URL, you can create an OpenSearch client for your cluster and call the client's built-in functions.
 
+{% comment %}
+`opensearch-py` is the lower-level of the two Python clients. If you want a general client for assorted operations, it's a great choice. If you want a higher-level client strictly for indexing and search operations, consider [opensearch-dsl-py]({{site.url}}{{site.baseurl}}/clients/python-dsl/).
+{% endcomment %}
+
 
 ## Setup
 
 To add the client to your project, install it using [pip](https://pip.pypa.io/):
 
 ```bash
-pip install opensearch
+pip install opensearch-py
 ```
 
 Then import it like any other module:
 
 ```python
-from opensearch import OpenSearch
+from opensearchpy import OpenSearch
 ```
 
 If you prefer to add the client manually or just want to examine the source code, see [opensearch-py on GitHub](https://github.com/opensearch-project/opensearch-py).
@@ -29,7 +33,7 @@ If you prefer to add the client manually or just want to examine the source code
 ## Sample code
 
 ```python
-from opensearch import OpenSearch
+from opensearchpy import OpenSearch
 
 host = 'localhost'
 port = 9200
@@ -55,7 +59,7 @@ client = OpenSearch(
 )
 
 # Create an index with non-default settings.
-index_name = 'python-test-index3'
+index_name = 'python-test-index'
 index_body = {
   'settings': {
     'index': {

From 66ca05e7145c266b792938b461c686a964156566 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Tue, 21 Sep 2021 13:56:25 -0700
Subject: [PATCH 030/229] Update links

---
 _clients/index.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_clients/index.md b/_clients/index.md
index 3880a3bb..d920e16a 100644
--- a/_clients/index.md
+++ b/_clients/index.md
@@ -15,8 +15,8 @@ For example, a 1.0.0 client works with an OpenSearch 1.1.0 cluster, but might no
 
 * [OpenSearch Java client]({{site.url}}{{site.baseurl}}/clients/java/)
 * [OpenSearch Python client]({{site.url}}{{site.baseurl}}/clients/python/)
-* [OpenSearch JavaScript (Node.js) client]({{site.url}}{{site.baseurl}}/clients/nodejs/)
-* [OpenSearch Go client]({{site.url}}{{site.baseurl}}/clients/golang/)
+* [OpenSearch JavaScript (Node.js) client]({{site.url}}{{site.baseurl}}/clients/javascript/)
+* [OpenSearch Go client]({{site.url}}{{site.baseurl}}/clients/go/)
 
 
 ## Legacy clients

From 2d228a86ca7b46fdba8bccfe39aada53728ef62a Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Wed, 22 Sep 2021 12:26:41 -0700
Subject: [PATCH 031/229] Update client name

---
 _clients/javascript.md | 163 ++++++++++++++++++++---------------------
 1 file changed, 80 insertions(+), 83 deletions(-)

diff --git a/_clients/javascript.md b/_clients/javascript.md
index 55134c00..5d429a08 100644
--- a/_clients/javascript.md
+++ b/_clients/javascript.md
@@ -10,19 +10,18 @@ The OpenSearch Javascript client provides a safer and easier way to interact wit
 
 The client contains a library of APIs that let you perform different operations on your cluster and return a standard response body. The example here demonstrates some basic operations like creating an index, adding documents, and searching your data.
 
-
 ## Setup
 
 To add the client to your project, install it from npm:
 
 ```bash
-npm install @opensearch/opensearch
+npm install @opensearch-project/opensearch
 ```
 
 To install a specific major version of the client, run the following command:
 
 ```bash
-npm install @opensearch/opensearch@<version>
+npm install @opensearch-project/opensearch@<version>
 ```
 
 If you prefer to add the client manually or just want to examine the source code, see [opensearch-js](https://github.com/opensearch-project/opensearch-js) on GitHub.
@@ -30,115 +29,113 @@ If you prefer to add the client manually or just want to examine the source code
 Then require the client:
 
 ```javascript
-const { Client } = require('@opensearch/opensearch')
+const { Client } = require("@opensearch-project/opensearch");
 ```
 
-
 ## Sample code
 
 ```javascript
-'use strict';
+"use strict";
 
-var host = 'localhost';
-var protocol = 'https';
+var host = "localhost";
+var protocol = "https";
 var port = 9200;
-var auth = 'admin:admin'; // For testing only. Don't store credentials in code.
-var ca_certs_path = '/full/path/to/root-ca.pem';
+var auth = "admin:admin"; // For testing only. Don't store credentials in code.
+var ca_certs_path = "/full/path/to/root-ca.pem";
 
 // Optional client certificates if you don't want to use HTTP basic authentication.
 // var client_cert_path = '/full/path/to/client.pem'
 // var client_key_path = '/full/path/to/client-key.pem'
 
 // Create a client with SSL/TLS enabled.
-var { Client } = require('@opensearch/opensearch');
-var fs = require('fs');
+var { Client } = require("@opensearch/opensearch");
+var fs = require("fs");
 var client = new Client({
-    node: protocol + '://' + auth + '@' + host + ':' + port,
-    ssl: {
-        ca: fs.readFileSync(ca_certs_path),
-        // You can turn off certificate verification (rejectUnauthorized: false) if you're using self-signed certificates with a hostname mismatch.
-        // cert: fs.readFileSync(client_cert_path),
-        // key: fs.readFileSync(client_key_path)
-    }
-})
+  node: protocol + "://" + auth + "@" + host + ":" + port,
+  ssl: {
+    ca: fs.readFileSync(ca_certs_path),
+    // You can turn off certificate verification (rejectUnauthorized: false) if you're using self-signed certificates with a hostname mismatch.
+    // cert: fs.readFileSync(client_cert_path),
+    // key: fs.readFileSync(client_key_path)
+  },
+});
 
 async function search() {
+  // Create an index with non-default settings.
+  var index_name = "books";
+  var settings = {
+    settings: {
+      index: {
+        number_of_shards: 4,
+        number_of_replicas: 3,
+      },
+    },
+  };
 
-    // Create an index with non-default settings.
-    var index_name = 'books'
-    var settings = {
-        'settings': {
-            'index': {
-                'number_of_shards': 4,
-                'number_of_replicas': 3
-            }
-        }
-    }
+  var response = await client.indices.create({
+    index: index_name,
+    body: settings,
+  });
 
-    var response = await client.indices.create({
-        index: index_name,
-        body: settings
-    })
+  console.log("Creating index:");
+  console.log(response.body);
 
-    console.log('Creating index:')
-    console.log(response.body)
+  // Add a document to the index.
+  var document = {
+    title: "The Outsider",
+    author: "Stephen King",
+    year: "2018",
+    genre: "Crime fiction",
+  };
 
-    // Add a document to the index.
-    var document = {
-        'title': 'The Outsider',
-        'author': 'Stephen King',
-        'year': '2018',
-        'genre': 'Crime fiction'
-    }
+  var id = "1";
 
-    var id = '1'
+  var response = await client.index({
+    id: id,
+    index: index_name,
+    body: document,
+    refresh: true,
+  });
 
-    var response = await client.index({
-        id: id,
-        index: index_name,
-        body: document,
-        refresh: true
-    })
+  console.log("Adding document:");
+  console.log(response.body);
 
-    console.log('Adding document:')
-    console.log(response.body)
+  // Search for the document.
+  var query = {
+    query: {
+      match: {
+        title: {
+          query: "The Outsider",
+        },
+      },
+    },
+  };
 
-    // Search for the document.
-    var query = {
-        'query': {
-            'match': {
-                'title': {
-                    'query': 'The Outsider'
-                }
-            }
-        }
-    }
+  var response = await client.search({
+    index: index_name,
+    body: query,
+  });
 
-    var response = await client.search({
-        index: index_name,
-        body: query
-    })
+  console.log("Search results:");
+  console.log(response.body.hits);
 
-    console.log('Search results:')
-    console.log(response.body.hits)
+  // Delete the document.
+  var response = await client.delete({
+    index: index_name,
+    id: id,
+  });
 
-    // Delete the document.
-    var response = await client.delete({
-        index: index_name,
-        id: id
-    })
+  console.log("Deleting document:");
+  console.log(response.body);
 
-    console.log('Deleting document:')
-    console.log(response.body)
+  // Delete the index.
+  var response = await client.indices.delete({
+    index: index_name,
+  });
 
-    // Delete the index.
-    var response = await client.indices.delete({
-        index: index_name
-    })
-
-    console.log('Deleting index:')
-    console.log(response.body)
+  console.log("Deleting index:");
+  console.log(response.body);
 }
 
-search().catch(console.log)
+search().catch(console.log);
 ```

From 293743e15b249fb45d8a985b481058bd20be84cf Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Wed, 22 Sep 2021 12:27:39 -0700
Subject: [PATCH 032/229] Missed one

---
 _clients/javascript.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/javascript.md b/_clients/javascript.md
index 5d429a08..cb308a29 100644
--- a/_clients/javascript.md
+++ b/_clients/javascript.md
@@ -48,7 +48,7 @@ var ca_certs_path = "/full/path/to/root-ca.pem";
 // var client_key_path = '/full/path/to/client-key.pem'
 
 // Create a client with SSL/TLS enabled.
-var { Client } = require("@opensearch/opensearch");
+var { Client } = require("@opensearch-project/opensearch");
 var fs = require("fs");
 var client = new Client({
   node: protocol + "://" + auth + "@" + host + ":" + port,

From a3d3b183c586d55879482476b0141d3c85bbdb8b Mon Sep 17 00:00:00 2001
From: Naveen Tatikonda <navtat@amazon.com>
Date: Mon, 27 Sep 2021 11:34:39 -0500
Subject: [PATCH 033/229] Adding sample configuration for auth_type and aws_iam

Signed-off-by: Naveen Tatikonda <navtat@amazon.com>
---
 _clients/logstash/ship-to-opensearch.md | 69 +++++++++++++++++++++++++
 1 file changed, 69 insertions(+)

diff --git a/_clients/logstash/ship-to-opensearch.md b/_clients/logstash/ship-to-opensearch.md
index e9ef7260..23cbfeea 100644
--- a/_clients/logstash/ship-to-opensearch.md
+++ b/_clients/logstash/ship-to-opensearch.md
@@ -75,3 +75,72 @@ output {
     health | status | index | uuid | pri | rep | docs.count | docs.deleted | store.size | pri.store.size
     green | open | logstash-logs-2021.07.01 | iuh648LYSnmQrkGf70pplA | 1 | 1 | 1 | 0 | 10.3kb | 5.1kb
     ```
+
+## Adding different Authentication mechanisms in the Output plugin
+
+## auth_type to support different authentication mechanisms
+
+In addition to the existing authentication mechanisms, if we want to add new authentication then we will be adding them in the configuration by using auth_type
+
+Example Configuration for basic authentication:
+
+```yml
+output {    
+    opensearch {        
+          hosts  => ["https://hostname:port"]     
+          auth_type => {            
+              type => 'basic'           
+              user => 'admin'           
+              password => 'admin'           
+          }             
+          index => "logstash-logs-%{+YYYY.MM.dd}"       
+   }            
+}               
+```
+### Parameters inside auth_type
+
+- type (string) - We should specify the type of authentication
+- We should add credentials required for that authentication like 'user' and 'password' for 'basic' authentication
+- We should also add other parameters required for that authentication mechanism like we added 'region' for 'aws_iam' authentication
+
+## Configuration for AWS IAM Authentication
+
+To run the Logstash Output Opensearch plugin using aws_iam authentication, simply add a configuration following the below documentation.
+
+Example Configuration:
+
+```yml
+output {        
+   opensearch {     
+          hosts => ["https://hostname:port"]              
+          auth_type => {    
+              type => 'aws_iam'     
+              aws_access_key_id => 'ACCESS_KEY'     
+              aws_secret_access_key => 'SECRET_KEY'     
+              region => 'us-west-2'         
+          }         
+          index  => "logstash-logs-%{+YYYY.MM.dd}"      
+   }            
+}
+```
+
+### Required Parameters
+
+- hosts (array of string) - AmazonOpensearchService domain endpoint : port number
+- auth_type (Json object) - Which holds other parameters required for authentication
+    - type (string) - "aws_iam"
+    - aws_access_key_id (string) - AWS access key
+    - aws_secret_access_key (string) - AWS secret access key
+    - region (string, :default => "us-east-1") - region in which the domain is located
+    - if we want to pass other optional parameters like profile, session_token,etc. They needs to be added in auth_type
+- port (string) - AmazonOpensearchService listens on port 443 for HTTPS
+- protocol (string) - The protocol used to connect to AmazonOpensearchService is 'https'
+
+### Optional Parameters
+- The credential resolution logic can be described as follows:
+    - User passed aws_access_key_id and aws_secret_access_key in configuration
+    - Environment variables - AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY (RECOMMENDED since they are recognized by all the AWS SDKs and CLI except for .NET), or AWS_ACCESS_KEY and AWS_SECRET_KEY (only recognized by Java SDK)
+    - Credential profiles file at the default location (~/.aws/credentials) shared by all AWS SDKs and the AWS CLI
+    - Instance profile credentials delivered through the Amazon EC2 metadata service
+- template (path) - You can set the path to your own template here, if you so desire. If not set, the included template will be used.
+- template_name (string, default => "logstash") - defines how the template is named inside Opensearch

From a0590a400c08fce0a8e485d7c888a6918edab944 Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Mon, 27 Sep 2021 10:09:34 -0700
Subject: [PATCH 034/229] Added maven repo

---
 _clients/java.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/_clients/java.md b/_clients/java.md
index 3823d0c4..06a63692 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -14,7 +14,9 @@ To start using the OpenSearch Java client, ensure that you have the following de
 
 ```
 <dependency>
-  <TBD>
+  <groupId>org.opensearch.client</groupId>
+  <artifactId>opensearch-rest-client</artifactId>
+  <version>1.0.0</version>
 </dependency>
 ```
 

From b4642195e72df21fdbcb01b88cf2adb02ed63882 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Mon, 27 Sep 2021 16:09:53 -0700
Subject: [PATCH 035/229] Addressed comments

---
 _monitoring-plugins/alerting/api.md      | 3 +++
 _monitoring-plugins/alerting/monitors.md | 4 ++--
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/_monitoring-plugins/alerting/api.md b/_monitoring-plugins/alerting/api.md
index 146f2d9a..265954ec 100644
--- a/_monitoring-plugins/alerting/api.md
+++ b/_monitoring-plugins/alerting/api.md
@@ -23,6 +23,7 @@ Use the alerting API to programmatically manage monitors and alerts.
 Introduced 1.0
 {: .label .label-purple }
 
+Query-level monitors run the query and check whether the results should trigger any alerts. For more information about query-level monitors versus bucket-level monitors, see [Create monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/#create-monitors). 
 
 #### Request
 
@@ -252,6 +253,8 @@ For a full list of timezone names, refer to [Wikipedia](https://en.wikipedia.org
 
 ## Create bucket-level monitor
 
+Bucket-level monitors categorize results into buckets separated by fields. For more information about bucket-level monitors versus query-level monitors, see [Create monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/#create-monitors).
+
 ```json
 POST _plugins/_alerting/monitors
 {
diff --git a/_monitoring-plugins/alerting/monitors.md b/_monitoring-plugins/alerting/monitors.md
index 085eafc7..7b6c999a 100644
--- a/_monitoring-plugins/alerting/monitors.md
+++ b/_monitoring-plugins/alerting/monitors.md
@@ -82,7 +82,7 @@ If your email provider requires SSL or TLS, you must authenticate each sender ac
 ./bin/opensearch-keystore add plugins.alerting.destination.email.<sender_name>.password
 ```
 
-**Note**: Keystore settings are node-specific. You must run these commands on each node.
+Note: Keystore settings are node-specific. You must run these commands on each node.
 {: .note}
 
 To change or update your credentials (after you've added them to the keystore on every node), call the reload API to automatically update those credentials without restarting OpenSearch:
@@ -103,7 +103,7 @@ POST _nodes/reload_secure_settings
 1. Specify a name for the monitor.
 1. Choose either **Per query monitor** or **Per bucket monitor**.
 
-Whereas per query monitors run your specifed query and then check whether the query's results triggers any alerts, per bucket monitors let you select fields to create buckets and categorize your results into those buckets. Doing so gives you finer control over which results should trigger alerts, and trigger conditions get evaluated per bucket.
+Whereas per-query monitors run your specified query and then check whether the query's results triggers any alerts, per-bucket monitors let you select fields to create buckets and categorize your results into those buckets. Doing so gives you finer control over which results should trigger alerts, as the alerting plugin uses each bucket's results to see if they should trigger any alerts.
 
 1. Define the monitor in one of three ways: visually, using a query, or using an anomaly detector.
 

From 7ed1c64a3569abeb6be92b58344039bcf0a5c334 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Tue, 28 Sep 2021 16:06:54 -0700
Subject: [PATCH 036/229] Added and adjusted some more language to address
 comments

---
 _monitoring-plugins/alerting/api.md      | 14 +++++++-------
 _monitoring-plugins/alerting/monitors.md | 16 +++++++---------
 2 files changed, 14 insertions(+), 16 deletions(-)

diff --git a/_monitoring-plugins/alerting/api.md b/_monitoring-plugins/alerting/api.md
index 265954ec..07bdc682 100644
--- a/_monitoring-plugins/alerting/api.md
+++ b/_monitoring-plugins/alerting/api.md
@@ -23,7 +23,7 @@ Use the alerting API to programmatically manage monitors and alerts.
 Introduced 1.0
 {: .label .label-purple }
 
-Query-level monitors run the query and check whether the results should trigger any alerts. For more information about query-level monitors versus bucket-level monitors, see [Create monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/#create-monitors). 
+Query-level monitors run the query and check whether the results should trigger any alerts. As such, query-level monitors can only trigger one alert at a time. For more information about query-level monitors versus bucket-level monitors, see [Create monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/#create-monitors).
 
 #### Request
 
@@ -253,7 +253,7 @@ For a full list of timezone names, refer to [Wikipedia](https://en.wikipedia.org
 
 ## Create bucket-level monitor
 
-Bucket-level monitors categorize results into buckets separated by fields. For more information about bucket-level monitors versus query-level monitors, see [Create monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/#create-monitors).
+Bucket-level monitors categorize results into buckets separated by fields. The monitor then runs your script with each bucket's results and evaluates whether to trigger an alert. For more information about bucket-level monitors versus query-level monitors, see [Create monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/#create-monitors).
 
 ```json
 POST _plugins/_alerting/monitors
@@ -344,11 +344,11 @@ POST _plugins/_alerting/monitors
               "lang": "mustache"
             },
             "throttle_enabled": false,
+            "throttle": {
+              "value": 10,
+              "unit": "MINUTES"
+            },
             "action_execution_policy": {
-              "throttle": {
-                "value": 10,
-                "unit": "MINUTES"
-              },
               "action_execution_scope": {
                 "per_alert": {
                   "actionable_alerts": [
@@ -359,7 +359,7 @@ POST _plugins/_alerting/monitors
               }
             },
             "subject_template": {
-              "source": "Sample subject",
+              "source": "The Subject",
               "lang": "mustache"
             }
           }
diff --git a/_monitoring-plugins/alerting/monitors.md b/_monitoring-plugins/alerting/monitors.md
index 7b6c999a..c7f4284d 100644
--- a/_monitoring-plugins/alerting/monitors.md
+++ b/_monitoring-plugins/alerting/monitors.md
@@ -103,7 +103,7 @@ POST _nodes/reload_secure_settings
 1. Specify a name for the monitor.
 1. Choose either **Per query monitor** or **Per bucket monitor**.
 
-Whereas per-query monitors run your specified query and then check whether the query's results triggers any alerts, per-bucket monitors let you select fields to create buckets and categorize your results into those buckets. Doing so gives you finer control over which results should trigger alerts, as the alerting plugin uses each bucket's results to see if they should trigger any alerts.
+Whereas per-query monitors run your specified query and then check whether the query's results triggers any alerts, per-bucket monitors let you select fields to create buckets and categorize your results into those buckets. The alerting plugin runs each bucket's unique results against a script you define later, so you have finer control over which results should trigger alerts. Each of those buckets can trigger an alert, but per-query monitors can only trigger one alert at a time.
 
 1. Define the monitor in one of three ways: visually, using a query, or using an anomaly detector.
 
@@ -156,17 +156,12 @@ Whereas per-query monitors run your specified query and then check whether the q
      }
      ```
 
-     "Start" and "end" refer to the interval at which the monitor runs. See [Available variables](#available-variables).
+    "Start" and "end" refer to the interval at which the monitor runs. See [Available variables](#available-variables).
 
-
-1. Choose a frequency and timezone for your monitor. Note that you can only pick a timezone if you choose Daily, Weekly, Monthly, or [custom cron expression]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/cron/) for frequency.
-
-1. Choose one or more indices. You can also use `*` as a wildcard to specify an index pattern.
+    To define a monitor visually, choose **Visual editor**. Then choose a source index, a timeframe, an aggregation (for example, `count()` or `average()`), a data filter if you want to monitor a subset of your source index, and a group-by field if you want to include an aggregation field in your query. Visual definition works well for most monitors.
 
     If you use the security plugin, you can only choose indices that you have permission to access. For details, see [Alerting security]({{site.url}}{{site.baseurl}}/security-plugin/).
 
-    To define a monitor visually, choose **Visual editor**. Then choose an aggregation (for example, `count()` or `average()`), a set of documents, a timeframe, a data filter if you want to monitor a subset of your source index, and a group-by field if you want to categorize your query results into separate buckets, and trigger conditions get evaluated per bucket. At least one group-by field is required if you are creating a per bucket monitor. Visual definition works well for most monitors.
-
     To use a query, choose **Extraction query editor**, add your query (using [the OpenSearch query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/full-text/)), and test it using the **Run** button.
 
     The monitor makes this query to OpenSearch as often as the schedule dictates; check the **Query Performance** section and make sure you're comfortable with the performance implications.
@@ -186,6 +181,8 @@ Whereas per-query monitors run your specified query and then check whether the q
     **Note**: Anomaly detection is available only if you are defining a per query monitor.
     {: .note}
 
+1. Choose a frequency and timezone for your monitor. Note that you can only pick a timezone if you choose Daily, Weekly, Monthly, or [custom cron expression]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/cron/) for frequency.
+
 1. Add a trigger to your monitor.
 
 ---
@@ -196,6 +193,7 @@ Steps to create a trigger differ depending on whether you chose **Visual editor*
 
 You begin by specifying a name and severity level for the trigger. Severity levels help you manage alerts. A trigger with a high severity level (e.g. 1) might page a specific individual, whereas a trigger with a low severity level might message a chat room.
 
+Remember that per-query monitors run your trigger's script just once against the query's results, but per-bucket monitors execute your trigger's script on each bucket, so you should create a trigger that best fits the monitor you chose. If you want to execute multiple scripts, you must create multiple triggers.
 
 ### Visual editor
 
@@ -316,7 +314,7 @@ Variable | Data Type | Description
 `ctx.periodStart` | String | Unix timestamp for the beginning of the period during which the alert triggered. For example, if a monitor runs every ten minutes, a period might begin at 10:40 and end at 10:50.
 `ctx.periodEnd` | String | The end of the period during which the alert triggered.
 `ctx.error` | String | The error message if the trigger was unable to retrieve results or unable to evaluate the trigger, typically due to a compile error or null pointer exception. Null otherwise.
-`ctx.alert` | Object | The current, active alert (if it exists). Includes `ctx.alert.id`, `ctx.alert.version`, and `ctx.alert.isAcknowledged`. Null if no alert is active.
+`ctx.alert` | Object | The current, active alert (if it exists). Includes `ctx.alert.id`, `ctx.alert.version`, and `ctx.alert.isAcknowledged`. Null if no alert is active. Only available with per-query monitors.
 `ctx.dedupedAlerts` | Object | Alerts that have already been triggered. OpenSearch keeps the existing alert to prevent the plugin from creating endless amounts of the same alerts. Only available with bucket-level monitors.
 `ctx.newAlerts` | Object | Newly created alerts. Only available with bucket-level monitors.
 `ctx.completedAlerts` | Object | Alerts that are no longer ongoing. Only available with bucket-level monitors.

From a186b4630211f1e56b91366ad23e96cf8c3e80d6 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 30 Sep 2021 12:00:37 -0700
Subject: [PATCH 037/229] Added trigger instructions for bucket-level monitors

---
 _monitoring-plugins/alerting/monitors.md | 36 ++++++++++++++++++++----
 1 file changed, 30 insertions(+), 6 deletions(-)

diff --git a/_monitoring-plugins/alerting/monitors.md b/_monitoring-plugins/alerting/monitors.md
index c7f4284d..1b81fe99 100644
--- a/_monitoring-plugins/alerting/monitors.md
+++ b/_monitoring-plugins/alerting/monitors.md
@@ -103,7 +103,7 @@ POST _nodes/reload_secure_settings
 1. Specify a name for the monitor.
 1. Choose either **Per query monitor** or **Per bucket monitor**.
 
-Whereas per-query monitors run your specified query and then check whether the query's results triggers any alerts, per-bucket monitors let you select fields to create buckets and categorize your results into those buckets. The alerting plugin runs each bucket's unique results against a script you define later, so you have finer control over which results should trigger alerts. Each of those buckets can trigger an alert, but per-query monitors can only trigger one alert at a time.
+Whereas query-level monitors run your specified query and then check whether the query's results triggers any alerts, bucket-level monitors let you select fields to create buckets and categorize your results into those buckets. The alerting plugin runs each bucket's unique results against a script you define later, so you have finer control over which results should trigger alerts. Each of those buckets can trigger an alert, but query-level monitors can only trigger one alert at a time.
 
 1. Define the monitor in one of three ways: visually, using a query, or using an anomaly detector.
 
@@ -158,7 +158,7 @@ Whereas per-query monitors run your specified query and then check whether the q
 
     "Start" and "end" refer to the interval at which the monitor runs. See [Available variables](#available-variables).
 
-    To define a monitor visually, choose **Visual editor**. Then choose a source index, a timeframe, an aggregation (for example, `count()` or `average()`), a data filter if you want to monitor a subset of your source index, and a group-by field if you want to include an aggregation field in your query. Visual definition works well for most monitors.
+    To define a monitor visually, choose **Visual editor**. Then choose a source index, a timeframe, an aggregation (for example, `count()` or `average()`), a data filter if you want to monitor a subset of your source index, and a group-by field if you want to include an aggregation field in your query. At least one group-by field is required if you're defining a bucket-level monitor. Visual definition works well for most monitors.
 
     If you use the security plugin, you can only choose indices that you have permission to access. For details, see [Alerting security]({{site.url}}{{site.baseurl}}/security-plugin/).
 
@@ -193,18 +193,20 @@ Steps to create a trigger differ depending on whether you chose **Visual editor*
 
 You begin by specifying a name and severity level for the trigger. Severity levels help you manage alerts. A trigger with a high severity level (e.g. 1) might page a specific individual, whereas a trigger with a low severity level might message a chat room.
 
-Remember that per-query monitors run your trigger's script just once against the query's results, but per-bucket monitors execute your trigger's script on each bucket, so you should create a trigger that best fits the monitor you chose. If you want to execute multiple scripts, you must create multiple triggers.
+Remember that query-level monitors run your trigger's script just once against the query's results, but bucket-level monitors execute your trigger's script on each bucket, so you should create a trigger that best fits the monitor you chose. If you want to execute multiple scripts, you must create multiple triggers.
 
 ### Visual editor
 
-For **Trigger condition**, specify a threshold for the aggregation and timeframe you chose earlier, such as "is below 1,000" or "is exactly 10."
+For a query-level monitor's **Trigger condition**, specify a threshold for the aggregation and timeframe you chose earlier, such as "is below 1,000" or "is exactly 10."
 
 The line moves up and down as you increase and decrease the threshold. Once this line is crossed, the trigger evaluates to true.
 
+Bucket-level monitors also require you to specify a threshold and value for your aggregation and timeframe, but you can use a maximum of five conditions to better refine your trigger. Optionally, you can also use a keyword filter to filter for a specific field in your index.
+
 
 ### Extraction query
 
-For **Trigger condition**, specify a Painless script that returns true or false. Painless is the default OpenSearch scripting language and has a syntax similar to Groovy.
+If you're using a query-level monitor, specify a Painless script that returns true or false. Painless is the default OpenSearch scripting language and has a syntax similar to Groovy.
 
 Trigger condition scripts revolve around the `ctx.results[0]` variable, which corresponds to the extraction query response. For example, your script might reference `ctx.results[0].hits.total.value` or `ctx.results[0].hits.hits[i]._source.error_code`.
 
@@ -213,6 +215,27 @@ A return value of true means the trigger condition has been met, and the trigger
 The **Info** link next to **Trigger condition** contains a useful summary of the variables and results available to your query.
 {: .tip }
 
+Bucket-level monitors require you to specify more information in your trigger condition. At a minimum, you must have the following fields:
+
+- `buckets_path`, which maps variable names to metrics to use in your script.
+- `parent_bucket_path`, which is a path to a multi-bucket aggregation. The path can include single-bucket aggregations, but the last aggregation must be multi-bucket. For example, if you have a pipeline such as `agg1>agg2>agg3`, `agg1` and `agg2` are single-bucket aggregations, but `agg3` must be a multi-bucket aggregation.
+- `script`, which is the script that OpenSearch runs to evaluate whether to trigger any alerts.
+
+For example, you might have a script that looks like the following:
+
+```json
+{
+  "buckets_path": {
+    "count_var": "_count"
+  },
+  "parent_bucket_path": "composite_agg",
+  "script": {
+    "source": "params.count_var > 5"
+  }
+}
+```
+
+After mapping the `count_var` variable to the `_count` metric, you can use `count_var` in your script and reference `_count` data. Finally, `composite_agg` is a path to a multi-bucket aggregation.
 
 ### Anomaly detector
 
@@ -314,7 +337,7 @@ Variable | Data Type | Description
 `ctx.periodStart` | String | Unix timestamp for the beginning of the period during which the alert triggered. For example, if a monitor runs every ten minutes, a period might begin at 10:40 and end at 10:50.
 `ctx.periodEnd` | String | The end of the period during which the alert triggered.
 `ctx.error` | String | The error message if the trigger was unable to retrieve results or unable to evaluate the trigger, typically due to a compile error or null pointer exception. Null otherwise.
-`ctx.alert` | Object | The current, active alert (if it exists). Includes `ctx.alert.id`, `ctx.alert.version`, and `ctx.alert.isAcknowledged`. Null if no alert is active. Only available with per-query monitors.
+`ctx.alert` | Object | The current, active alert (if it exists). Includes `ctx.alert.id`, `ctx.alert.version`, and `ctx.alert.isAcknowledged`. Null if no alert is active. Only available with query-level monitors.
 `ctx.dedupedAlerts` | Object | Alerts that have already been triggered. OpenSearch keeps the existing alert to prevent the plugin from creating endless amounts of the same alerts. Only available with bucket-level monitors.
 `ctx.newAlerts` | Object | Newly created alerts. Only available with bucket-level monitors.
 `ctx.completedAlerts` | Object | Alerts that are no longer ongoing. Only available with bucket-level monitors.
@@ -345,6 +368,7 @@ If you don't want to receive notifications for alerts, you don't have to add act
    ```
 
    In this case, the message content must conform to the `Content-Type` header in the [custom webhook](#create-destinations).
+1. If you're using a bucket-level monitor, you can choose whether the monitor should perform an action for each execution or for each alert.
 
 1. (Optional) Use action throttling to limit the number of notifications you receive within a given span of time.
 

From d4342aab59f119706f44ef88d0a8a5638331daa4 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 30 Sep 2021 13:43:24 -0700
Subject: [PATCH 038/229] Initial 1.1.0 updates

---
 README.md                      |  8 ++++----
 _config.yml                    |  6 +++---
 _opensearch/install/plugins.md | 18 ++++++++++++++++++
 _opensearch/install/tar.md     |  5 +++--
 4 files changed, 28 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index 093941af..a9bd14e2 100644
--- a/README.md
+++ b/README.md
@@ -196,17 +196,17 @@ If you're making major changes to the documentation and need to see the rendered
 ## New releases
 
 1. Branch.
-1. Change the `opensearch_version` and `opensearch_major_minor_version` variables in `_config.yml`.
+1. Change the `opensearch_version`, `opensearch_major_minor_version`, and `lucene_version` variables in `_config.yml`.
 1. Start up a new cluster using the updated Docker Compose file in `docs/install/docker.md`.
 1. Update the version table in `version-history.md`.
 
-   Use `curl -XGET https://localhost:9200 -u admin:admin -k` to verify the OpenSearch version.
+   Use `curl -XGET https://localhost:9200 -u admin:admin -k` to verify the OpenSearch and Lucene versions.
 
-1. Update the plugin compatibility table in `docs/install/plugin.md`.
+1. Update the plugin compatibility table in `_opensearch/install/plugin.md`.
 
    Use `curl -XGET https://localhost:9200/_cat/plugins -u admin:admin -k` to get the correct version strings.
 
-1. Update the plugin compatibility table in `docs/opensearch-dashboards/plugins.md`.
+1. Update the plugin compatibility table in `_dashboards/install/plugins.md`.
 
    Use `docker ps` to find the ID for the OpenSearch Dashboards node. Then use `docker exec -it <opensearch-dashboards-node-id> /bin/bash` to get shell access. Finally, run `./bin/opensearch-dashboards-plugin list` to get the plugins and version strings.
 
diff --git a/_config.yml b/_config.yml
index ae992e6d..e22718a4 100644
--- a/_config.yml
+++ b/_config.yml
@@ -5,9 +5,9 @@ baseurl: "/docs" # the subpath of your site, e.g. /blog
 url: "https://opensearch.org" # the base hostname & protocol for your site, e.g. http://example.com
 permalink: /:path/
 
-opensearch_version: 1.0.1
-opensearch_major_minor_version: 1.0
-lucene_version: 8_8_2
+opensearch_version: 1.1.0
+opensearch_major_minor_version: 1.1
+lucene_version: 8_9_0
 
 # Build settings
 markdown: kramdown
diff --git a/_opensearch/install/plugins.md b/_opensearch/install/plugins.md
index 40fdefc7..bd0d2d01 100644
--- a/_opensearch/install/plugins.md
+++ b/_opensearch/install/plugins.md
@@ -29,6 +29,24 @@ If you don't want to use the all-in-one OpenSearch installation options, you can
     </tr>
   </thead>
   <tbody>
+  <tr>
+    <td>1.1.0</td>
+    <td>
+      <pre>opensearch-alerting                  1.1.0.0
+opensearch-anomaly-detection         1.1.0.0
+opensearch-asynchronous-search       1.1.0.0
+opensearch-cross-cluster-replication 1.1.0.0
+opensearch-index-management          1.1.0.0
+opensearch-job-scheduler             1.1.0.0
+opensearch-knn                       1.1.0.0
+opensearch-notebooks                 1.1.0.0
+opensearch-performance-analyzer      1.1.0.0
+opensearch-reports-scheduler         1.1.0.0
+opensearch-security                  1.1.0.0
+opensearch-sql                       1.1.0.0
+</pre>
+    </td>
+  </tr>
   <tr>
     <td>1.0.1</td>
     <td>
diff --git a/_opensearch/install/tar.md b/_opensearch/install/tar.md
index af45a3af..70151f5f 100644
--- a/_opensearch/install/tar.md
+++ b/_opensearch/install/tar.md
@@ -18,9 +18,10 @@ The tarball supports most Linux distributions, including CentOS 7, Amazon Linux
    ```bash
    # x64
    tar -zxf opensearch-{{site.opensearch_version}}-linux-x64.tar.gz
-   cd opensearch-{{site.opensearch_version}}{% comment %}# ARM64
+   cd opensearch-{{site.opensearch_version}}
+   # ARM64
    tar -zxf opensearch-{{site.opensearch_version}}-linux-arm64.tar.gz
-   cd opensearch-{{site.opensearch_version}}{% endcomment %}
+   cd opensearch-{{site.opensearch_version}}
    ```
 
 1. Run OpenSearch:

From ab00a055490e09d13d5b45c5a5e682e8465f1002 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 30 Sep 2021 13:48:32 -0700
Subject: [PATCH 039/229] Comment out Java for now

---
 _clients/index.md  | 2 ++
 _clients/python.md | 2 +-
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/_clients/index.md b/_clients/index.md
index d920e16a..2f3513dd 100644
--- a/_clients/index.md
+++ b/_clients/index.md
@@ -13,7 +13,9 @@ OpenSearch provides clients for several popular programming languages, with more
 
 For example, a 1.0.0 client works with an OpenSearch 1.1.0 cluster, but might not support any non-breaking API changes in OpenSearch 1.1.0. A 1.2.0 client works with the same cluster, but might allow you to pass unsupported options in certain functions. We recommend using the same version for both, but if your tests pass after a cluster upgrade, you don't necessarily need to upgrade your clients immediately.
 
+{% comment %}
 * [OpenSearch Java client]({{site.url}}{{site.baseurl}}/clients/java/)
+{% endcomment %}
 * [OpenSearch Python client]({{site.url}}{{site.baseurl}}/clients/python/)
 * [OpenSearch JavaScript (Node.js) client]({{site.url}}{{site.baseurl}}/clients/javascript/)
 * [OpenSearch Go client]({{site.url}}{{site.baseurl}}/clients/go/)
diff --git a/_clients/python.md b/_clients/python.md
index 9ce68bca..10a856a2 100644
--- a/_clients/python.md
+++ b/_clients/python.md
@@ -6,7 +6,7 @@ nav_order: 70
 
 # Python client
 
-The OpenSearch Python client provides a more natural syntax for interacting with your cluster. Rather than sending HTTP requests with raw JSON bodies to a given URL, you can create an OpenSearch client for your cluster and call the client's built-in functions.
+The OpenSearch Python client provides a more natural syntax for interacting with your cluster. Rather than sending HTTP requests to a given URL, you can create an OpenSearch client for your cluster and call the client's built-in functions.
 
 {% comment %}
 `opensearch-py` is the lower-level of the two Python clients. If you want a general client for assorted operations, it's a great choice. If you want a higher-level client strictly for indexing and search operations, consider [opensearch-dsl-py]({{site.url}}{{site.baseurl}}/clients/python-dsl/).

From 7cb714894fba8d1401dbab84824384b226cea616 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 30 Sep 2021 13:52:34 -0700
Subject: [PATCH 040/229] Nitpicks

---
 _clients/javascript.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/_clients/javascript.md b/_clients/javascript.md
index cb308a29..c670e4b8 100644
--- a/_clients/javascript.md
+++ b/_clients/javascript.md
@@ -1,18 +1,18 @@
 ---
 layout: default
-title: Javascript client
+title: JavaScript client
 nav_order: 90
 ---
 
-# Javascript client
+# JavaScript client
 
-The OpenSearch Javascript client provides a safer and easier way to interact with your OpenSearch cluster. Rather than using OpenSearch from the browser and potentially exposing your data to the public, you can build an OpenSearch client that takes care of sending requests to your cluster.
+The OpenSearch JavaScript client provides a safer and easier way to interact with your OpenSearch cluster. Rather than using OpenSearch from the browser and potentially exposing your data to the public, you can build an OpenSearch client that takes care of sending requests to your cluster.
 
 The client contains a library of APIs that let you perform different operations on your cluster and return a standard response body. The example here demonstrates some basic operations like creating an index, adding documents, and searching your data.
 
 ## Setup
 
-To add the client to your project, install it from npm:
+To add the client to your project, install it from [npm](https://www.npmjs.com):
 
 ```bash
 npm install @opensearch-project/opensearch

From c378da8799fa3c10e85dc42905c859cf902e28f7 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 30 Sep 2021 14:01:14 -0700
Subject: [PATCH 041/229] Make name more explicit

---
 _clients/java-rest-high-level.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index def97086..892f7341 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -1,10 +1,10 @@
 ---
 layout: default
-title: Java high-level REST client
+title: Elasticsearch OSS Java high-level REST client
 nav_order: 60
 ---
 
-# Java high-level REST client
+# Elasticsearch OSS Java high-level REST client
 
 The Elasticsearch OSS Java high-level REST client allows you to interact with your OpenSearch clusters and indices through Java methods and data structures rather than HTTP methods and JSON.
 
@@ -22,7 +22,7 @@ To start using the Elasticsearch OSS Java high-level REST client, ensure that yo
 </dependency>
 ```
 
-You can now start your OpenSearch cluster. The 7.10.2 high-level REST client works with the 1.x versions of OpenSearch.
+You can now start your OpenSearch cluster. The 7.10.2 Elasticsearch OSS high-level REST client works with the 1.x versions of OpenSearch.
 
 ## Sample code
 

From 5862b1b300fda22885b9fb89745330cd929e7ad6 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Thu, 30 Sep 2021 16:10:28 -0700
Subject: [PATCH 042/229] First crack at CCR docs

---
 _config.yml                                   |   6 +
 _replication-plugin/api.md                    | 243 ++++++++++++++++
 _replication-plugin/auto-follow.md            |  76 +++++
 _replication-plugin/get-started.md            | 271 ++++++++++++++++++
 _replication-plugin/index.md                  |  19 ++
 _replication-plugin/permissions.md            |  78 +++++
 _replication-plugin/settings.md               |  32 +++
 .../access-control/permissions.md             |  11 +
 .../access-control/users-roles.md             |   2 +
 9 files changed, 738 insertions(+)
 create mode 100644 _replication-plugin/api.md
 create mode 100644 _replication-plugin/auto-follow.md
 create mode 100644 _replication-plugin/get-started.md
 create mode 100644 _replication-plugin/index.md
 create mode 100644 _replication-plugin/permissions.md
 create mode 100644 _replication-plugin/settings.md

diff --git a/_config.yml b/_config.yml
index ae992e6d..22daf67d 100644
--- a/_config.yml
+++ b/_config.yml
@@ -45,6 +45,9 @@ collections:
   im-plugin:
     permalink: /:collection/:path/
     output: true
+  replication-plugin:
+    permalink: /:collection/:path/
+    output: true
   monitoring-plugins:
     permalink: /:collection/:path/
     output: true
@@ -81,6 +84,9 @@ just_the_docs:
     im-plugin:
       name: Index management plugin
       nav_fold: true
+    replication-plugin:
+      name: Replication plugin
+      nav_fold: true
     monitoring-plugins:
       name: Monitoring plugins
       nav_fold: true
diff --git a/_replication-plugin/api.md b/_replication-plugin/api.md
new file mode 100644
index 00000000..a552d1c2
--- /dev/null
+++ b/_replication-plugin/api.md
@@ -0,0 +1,243 @@
+---
+layout: default
+title: API
+nav_order: 50
+---
+
+# Cross-cluster replication API
+
+Use these replication operations to programmatically manage cross-cluster replication.
+
+#### Table of contents
+- TOC
+{:toc}
+
+## Start replication
+Introduced 1.1
+{: .label .label-purple }
+
+Initiate replication of an index from the leader cluster to the follower cluster. Run this operation on the follower cluster.
+
+
+#### Request
+
+```json
+PUT /_plugins/_replication/<follower-index>/_start
+{
+   "leader_alias":"<leader-cluster-name>",
+   "leader_index":"<index-name>",
+   "use_roles":{
+      "leader_cluster_role":"<role-name>",
+      "follower_cluster_role":"<role-name>"
+   }
+}
+```
+
+Specify the following options:
+
+Options | Description | Type | Required
+:--- | :--- |:--- |:--- |
+`leader_alias` |  The name of the leader cluster. | `string` | Yes
+`leader_index` |  The index on the leader cluster that you want to replicate. | `string` | Yes
+`use_roles` |  The roles to use for all subsequent backend replication tasks between the indices. Specify a `leader_cluster_role` and `follower_cluster_role`. See [Map the leader and follower cluster roles]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles). | `string` | If security plugin is enabled
+
+#### Sample response
+
+```json
+{
+   "acknowledged": true
+}
+```
+
+## Stop replication
+Introduced 1.1
+{: .label .label-purple }
+
+Terminates replication and converts the follower index to a standard index.
+
+#### Request
+
+```json
+POST /_plugins/_replication/<follower-index>/_stop
+```
+
+#### Sample response
+
+```json
+{
+   "acknowledged": true
+}
+```
+
+## Pause replication
+Introduced 1.1
+{: .label .label-purple }
+
+Pauses replication of the leader index. If you don't resume replication after 12 hours, it stops completely and the follower index is converted to a standard index.
+
+#### Request
+
+```json
+PUT /_plugins/_replication/<follower-index>/_pause
+```
+
+#### Sample response
+
+```json
+{
+   "acknowledged": true
+}
+```
+
+## Resume replication
+Introduced 1.1
+{: .label .label-purple }
+
+Resumes replication of the leader index. 
+
+#### Request
+
+```json
+PUT /_plugins/_replication/<follower-index>/_resume
+```
+
+#### Sample response
+
+```json
+{
+   "acknowledged": true
+}
+```
+
+## Get replication status
+Introduced 1.1
+{: .label .label-purple }
+
+Gets the status of index replication. You can use this API to measure replication lag. Run this command from the leader cluster.
+
+#### Request
+
+```json
+GET /_plugins/_replication/<follower-index>/_status
+```
+
+#### Sample response
+
+```json
+{
+   "status":"SYNCING",
+   "reason":"User initiated",
+   "remote_cluster":"remote-cluster",
+   "leader_index":"leader-01",
+   "follower_index":"follower-01",
+   "syncing_details":{
+      "remote_checkpoint": 19,
+      "local_checkpoint": 19,
+      "seq_no": 20
+   }
+}
+```
+
+To include shard replication details in the response, add `&verbose=true`.
+
+## Update settings
+Introduced 1.1
+{: .label .label-purple }
+
+Updates settings on the follower index.
+
+#### Request
+
+```json
+PUT /_plugins/_replication/<follower-index>/_update
+{
+   "settings":{
+      "index.number_of_shards": 4,
+      "index.number_of_replicas": 2
+   }
+}
+```
+
+#### Sample response
+
+```json
+{
+   "acknowledged": true
+}
+```
+
+## Create replication rule
+Introduced 1.1
+{: .label .label-purple }
+
+Automatically starts replication on indices matching a specified pattern. Newly created indices on the remote cluster that match one of the specified patterns will be automatically configured as follower indices. You can also use this API to update existing auto-follow patterns.
+
+Run this command on the follower cluster.
+
+Make sure to note the names of all auto-follow patterns after you create them. The replication plugin currently does not include an API operation to retrieve a list of existing patterns.
+{: .tip }
+
+#### Request
+
+```json
+POST /_plugins/_replication/_autofollow
+{
+   "leader_alias" : "<leader-cluster-name>",
+   "name": "<auto-follow-pattern-name>",
+   "pattern": "<pattern>",
+   "use_roles":{
+      "leader_cluster_role": "<role-name>",
+      "follower_cluster_role": "<role-name>"
+   }
+}
+```
+
+Specify the following options:
+
+Options | Description | Type | Required
+:--- | :--- |:--- |:--- |
+`leader_alias` |  The name of the remote cluster to associate the pattern with. | `string` | Yes
+`name` |  A name for the auto-follow pattern. | `string` | Yes
+`pattern` |  An array of index patterns to match against indices in the specified leader cluster. Supports wildcard characters. For example, `leader-*`. | `string` | Yes
+`use_roles` |  The roles to use for all subsequent backend replication tasks between the indices. Specify a `leader_cluster_role` and `follower_cluster_role`. See [Map the leader and follower cluster roles]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles). | `string` | If security plugin is enabled
+
+#### Sample response
+
+```json
+{
+   "acknowledged": true
+}
+```
+
+## Delete replication rule
+Introduced 1.1
+{: .label .label-purple }
+
+Deletes the specified replication rule. This operation prevents any new indices from being replicated but does not stop existing replication that the rule has already initiated.
+
+Run this command on the follower cluster.
+
+#### Request
+
+```json
+DELETE /_plugins/_replication/_autofollow
+{
+   "leader_alias" : "<leader-cluster-name>",
+   "name": "<auto-follow-pattern-name>",
+}
+```
+
+Specify the following options:
+
+Options | Description | Type | Required
+:--- | :--- |:--- |:--- |
+`leader_alias` |  The name of the remote cluster that the pattern is associated with. | `string` | Yes
+`name` |  The name of the pattern. | `string` | Yes
+
+#### Sample response
+
+```json
+{
+   "acknowledged": true
+}
+```
diff --git a/_replication-plugin/auto-follow.md b/_replication-plugin/auto-follow.md
new file mode 100644
index 00000000..2af9551c
--- /dev/null
+++ b/_replication-plugin/auto-follow.md
@@ -0,0 +1,76 @@
+---
+layout: default
+title: Auto-follow
+nav_order: 20
+has_children: false
+
+---
+
+# Auto-follow for cross-cluster replication
+
+Auto-follow lets you automatically replicate indices created on the leader cluster based on matching patterns. When you create an index on the leader cluster with a name that matches a specified pattern (for example, `index-01*`), a corresponding follower index is automatically created on the follower cluster. 
+
+You can configure multiple replication rules for a single cluster. The patterns currently only support wildcard matching. 
+
+## Prerequisites
+
+You need to [set up a cross-cluster connection]({{site.url}}{{site.baseurl}}/replication-plugin/get-started/#set-up-a-cross-cluster-connection) between two clusters before you can enable auto-follow. 
+
+## Permissions
+
+If the security plugin is enabled, non-admin users need to be mapped to the appropriate permissions in order to perform replication actions. For index and cluster-level permissions requirements, see [Cross-cluster replication permissions]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/).
+
+## Get started with auto-follow
+
+Replication rules are a collection of patterns that you create against a single remote cluster. When you create a replication rule, it automatically starts replicating any *new* indices that match the pattern, but does not replicate matching indices that were previously created. 
+
+Make sure to note the names of all rules when you create them. The replication plugin currently does not include an API operation to retrieve a list of existing rules.
+{: .tip }
+
+Create a replication rule on the follower cluster:
+
+```bash
+curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/_autofollow?pretty' -d '
+{
+   "leader_alias" : "leader-cluster",
+   "name": "my-replication-rule",
+   "pattern": "movies*",
+   "use_roles":{
+      "leader_cluster_role": "all_access",
+      "follower_cluster_role": "all_access"
+   }
+}'
+```
+
+If the security plugin is disabled, you can leave out the `use_roles` parameter. If it's enabled, however, you need to specify the leader and follower cluster roles that OpenSearch will use to authenticate the request. This example uses `all_access` for simplicity, but we recommend creating a replication user on each cluster and [mapping it accordingly]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles).
+{: .tip }
+
+To test the rule, create a matching index on the leader cluster:
+
+```bash
+curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9201/movies-0001'
+```
+
+And confirm its replica shows up on the follower cluster:
+
+```bash
+curl -XGET -u 'admin:admin' -k 'https://localhost:9200/_cat/indices?v'
+```
+
+```bash
+health status index        uuid                     pri rep docs.count docs.deleted store.size pri.store.size
+yellow open   movies-0001  kHOxYYHxRMeszLjTD9rvSQ     1   1          0            0       208b           208b
+```
+
+## Delete a replication rule
+
+When you delete a replication rule, OpenSearch stops replicating *new* indices that match the pattern, but replication of existing indices that the rule previously created will continue. If you need to stop existing replication activity, use the [stop replication API operation]({{site.url}}{{site.baseurl}}/replication-plugin/api/#stop-replication).
+
+```bash
+curl -XDELETE -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/_autofollow?pretty' -d '
+{
+   "leader_alias" : "leader-cluster",
+   "name": "my-replication-rule"
+}'
+```
+
diff --git a/_replication-plugin/get-started.md b/_replication-plugin/get-started.md
new file mode 100644
index 00000000..00576fa4
--- /dev/null
+++ b/_replication-plugin/get-started.md
@@ -0,0 +1,271 @@
+---
+layout: default
+title: Get started
+nav_order: 10
+---
+
+# Get started with cross-cluster replication
+
+With cross-cluster replication, you index data to a leader index and that data is replicated to one or more read-only follower indices. All subsequnt operations on the leader are replicated on the follower, such as creating, updating, or deleting documents.
+
+## Prerequisites
+
+Cross-cluster replication has the following prerequisites:
+- Install the replication plugin on all nodes of both the leader and the follower cluster.
+- If you've overridden `node.roles` in opensearch.yml on the remote cluster, make sure it also includes the `remote_cluster_client` role:
+
+   ```yaml
+   node.roles: [<other_roles>, remote_cluster_client]
+   ```
+
+## Permissions
+
+Make sure the security plugin is either enabled on both clusters or disabled on both clusters. If you disabled the security plugin, you can skip this section.
+
+If the security plugin is enabled, non-admin users need to be mapped to the appropriate permissions in order to perform replication actions. For index and cluster-level permissions requirements, see [Cross-cluster replication permissions]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/).
+
+In addition, add the following setting to opensearch.yml on the leader cluster so it allows connections from the follower cluster: 
+
+```yml
+plugins.security.nodes_dn_dynamic_config_enabled: true
+```
+
+## Example setup
+
+Save this sample file as `docker-compose.yml` and run `docker-compose up` to start two single-node clusters on the same network:
+
+```yml
+version: '3'
+services:
+  replication-node1:
+    image: opensearchproject/opensearch:{{site.opensearch_version}}
+    container_name: replication-node1
+    environment:
+      - cluster.name=leader-cluster
+      - discovery.type=single-node
+      - bootstrap.memory_lock=true
+      - "OPENSEARCH_JAVA_OPTS=-Xms512m -Xmx512m"
+    ulimits:
+      memlock:
+        soft: -1
+        hard: -1
+    volumes:
+      - opensearch-data2:/usr/share/opensearch/data
+    ports:
+      - 9201:9200
+      - 9700:9600 # required for Performance Analyzer
+    networks:
+      - opensearch-net
+  replication-node2:
+    image: opensearchproject/opensearch:{{site.opensearch_version}}
+    container_name: replication-node2
+    environment:
+      - cluster.name=follower-cluster
+      - discovery.type=single-node
+      - bootstrap.memory_lock=true
+      - "OPENSEARCH_JAVA_OPTS=-Xms512m -Xmx512m"
+    ulimits:
+      memlock:
+        soft: -1
+        hard: -1
+    volumes:
+      - opensearch-data1:/usr/share/opensearch/data
+    ports:
+      - 9200:9200
+      - 9600:9600 # required for Performance Analyzer
+    networks:
+      - opensearch-net
+
+volumes:
+  opensearch-data1:
+  opensearch-data2:
+
+networks:
+  opensearch-net:
+```
+
+After the clusters start, verify the names of each:
+
+```bash
+curl -XGET -u 'admin:admin' -k 'https://localhost:9201'
+{
+  "name" : "replication-node1",
+  "cluster_name" : "leader-cluster",
+  ...
+}
+
+curl -XGET -u 'admin:admin' -k 'https://localhost:9200'
+{
+  "name" : "replication-node2",
+  "cluster_name" : "follower-cluster",
+  ...
+}
+```
+
+For this example, use port 9201 (`replication-node1`) as the leader and port 9200 (`replication-node2`) as the follower cluster.
+
+To get the IP address for the leader cluster, first identify its container ID:
+
+```bash
+docker ps
+CONTAINER ID    IMAGE                                       PORTS                                                      NAMES
+3b8cdc698be5    opensearchproject/opensearch:{{site.opensearch_version}}   0.0.0.0:9200->9200/tcp, 0.0.0.0:9600->9600/tcp, 9300/tcp   replication-node1
+731f5e8b0f4b    opensearchproject/opensearch:{{site.opensearch_version}}   9300/tcp, 0.0.0.0:9201->9200/tcp, 0.0.0.0:9700->9600/tcp   replication-node2
+```
+
+Then get that container's IP address:
+
+```bash
+docker inspect --format='{% raw %}{{range .NetworkSettings.Networks}}{{.IPAddress}}{{end}}{% endraw %}' 731f5e8b0f4b
+172.22.0.3
+```
+
+## Set up a cross-cluster connection
+
+On the follower cluster, add the leader cluster name and the IP address (with port 9300) for each seed node. In this case, you only have one seed node:
+
+```bash
+curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_cluster/settings?pretty' -d '
+{
+  "persistent": {
+    "cluster": {
+      "remote": {
+        "leader-cluster": {
+          "seeds": ["172.22.0.3:9300"]
+        }
+      }
+    }
+  }
+}'
+```
+
+## Start replication
+
+To get started, create an index called `leader-01` on the remote (leader) cluster:
+
+```bash
+curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9201/leader-01?pretty'
+```
+
+Start replication of that index from the follower cluster. Starting replication creates the provided follower index from scratch; you can't convert an existing index to a follower index. 
+
+Provide the leader cluster and index that you want to replicate:
+
+```bash
+curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_start?pretty' -d '
+{
+   "leader_alias": "leader-cluster",
+   "leader_index": "leader-01",
+   "use_roles":{
+      "leader_cluster_role": "all_access",
+      "follower_cluster_role": "all_access"
+   }
+}'
+```
+
+If the security plugin is disabled, you can leave out the `use_roles` parameter. If it's enabled, however, you need to specify the leader and follower cluster roles that OpenSearch will use to authenticate the request. This example uses `all_access` for simplicity, but we recommend creating a replication user on each cluster and [mapping it accordingly]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles).
+{: .tip }
+
+This command creates an identical read-only index named "follower-01" on the local cluster that continuously stays updated with changes to the "leader-01" index on the remote cluster.
+
+After replication starts, get the status:
+
+```bash
+curl -XGET -k -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_status?pretty'
+
+{
+  "status" : "SYNCING",
+  "reason" : "User initiated",
+  "leader_alias" : "leader-cluster",
+  "leader_index" : "leader-01",
+  "follower_index" : "follower-01",
+  "syncing_details" : {
+    "leader_checkpoint" : -1,
+    "follower_checkpoint" : -1,
+    "seq_no" : 0
+  }
+}
+```
+
+## Confirm replication
+
+To confirm that replication is actually happening, add a document to the leader index:
+
+```bash
+curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9201/leader-01/_doc/1?pretty' -d '{"The Shining": "Stephen King"}'
+```
+
+Then validate the replicated content on the follower index:
+
+```bash
+curl -XGET -k -u 'admin:admin' 'https://localhost:9200/follower-01/_search?pretty'
+
+{
+  ...
+  "hits": [{
+    "_index": "follower-01",
+    "_type": "_doc",
+    "_id": "1",
+    "_score": 1.0,
+    "_source": {
+      "The Shining": "Stephen King"
+    }
+  }]
+}
+```
+
+## Pause and resume replication
+
+You can temporarily pause replication of an index if you need to remediate issues or reduce load on the leader cluster:
+
+```bash
+curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_pause?pretty' -d '{}'
+```
+
+To confirm replication is paused, get the status:
+
+```bash
+curl -XGET -k -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_status?pretty'
+
+{
+  "status" : "PAUSED",
+  "reason" : "User initiated",
+  "leader_alias" : "leader-cluster",
+  "leader_index" : "leader-01",
+  "follower_index" : "follower-01"
+}
+```
+
+When you're done making changes, resume replication:
+
+```bash
+curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_resume?pretty' -d '{}'
+```
+
+When replication resumes, the follower index picks up any changes that were made to the leader index while replication was paused.
+
+If you don't resume replication within 12 hours, replication stops completely and the follower index is converted to a standard index.
+
+## Stop replication
+
+Terminate replication of a specified index from the follower cluster:
+
+```bash
+curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_stop' -d '{}'
+```
+
+When you stop replication, the follower index un-follows the leader and becomes a standard index that you can write to. You can't restart replication after it's been terminated. 
+
+Get the status to confirm that the index is no longer being replicated:
+
+```bash
+curl -XGET -k -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_status?pretty'
+
+{
+  "status" : "REPLICATION NOT IN PROGRESS"
+}
+```
+
+You can further confirm that replication is stopped by making modifications to the leader index and confirming they don't show up on the follower index.
+
+
diff --git a/_replication-plugin/index.md b/_replication-plugin/index.md
new file mode 100644
index 00000000..1b9414f2
--- /dev/null
+++ b/_replication-plugin/index.md
@@ -0,0 +1,19 @@
+---
+layout: default
+title: Cross-cluster replication
+nav_order: 1
+has_children: false
+
+---
+
+# Cross-cluster replication
+
+The cross-cluster replication plugin lets you replicate indices, mappings, and metadata from one OpenSearch cluster to another. It follows an active-passive replication model where the follower index (where the data is replicated) pulls data from the leader (source) index.
+
+The replication plugin supports replication of indices using wildcard pattern matching and provides commands to pause, resume, and stop replication. Once replication starts on an index, it initiates a persistent background task on the primary shard of the follower cluster that continuously polls corresponding shards from the leader cluster for updates.
+
+The replication plugin integrates with the security plugin so you can encrypt cross-cluster traffic with node-to-node encryption and control access to replication activities.
+
+To start, see [Get started with cross-cluster replication]({{site.url}}{{site.baseurl}}/replication-plugin/get-started/).
+
+
diff --git a/_replication-plugin/permissions.md b/_replication-plugin/permissions.md
new file mode 100644
index 00000000..6b3804ad
--- /dev/null
+++ b/_replication-plugin/permissions.md
@@ -0,0 +1,78 @@
+---
+layout: default
+title: Permissions
+nav_order: 30
+---
+
+# Cross-cluster replication permissions
+
+You can use the [security plugin]({{site.url}}{{site.baseurl}}/security-plugin/index/) with cross-cluster replication to limit users to certain actions. For example, you might want certain users to only perform replication activity on the leader or follower cluster.
+
+Because cross-cluster replication involves multiple clusters, it's possible that clusters might have different security configurations. The following configurations are supported:
+
+- Security plugin fully enabled on both clusters
+- Security plugin enabled only for TLS on both clusters (`plugins.security.ssl_only`)
+- Security plugin absent or disabled on both clusters (not recommended)
+
+You can enable node-to-node encryption on both the leader and the follower cluster to ensure that replication traffic between the clusters is encrypted.
+
+## Basic permissions
+
+In order for non-admin users to perform replication activities, they need to be mapped to the appropriate permissions.  
+
+The security plugin has two built-in roles that cover most replication use cases: `cross_cluster_replication_leader_full_access` which provides replication permissions on the leader cluster, and `cross_cluster_replication_follower_full_access` which provides replication permissions on the follower cluster. For descriptions of each, see [Predefined roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles#predefined-roles).
+
+If you don't want to use the default roles, you can combine individual replication [permissions]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#replication-permissions) to meet your needs. Most permissions correspond to specific REST API operations. For example, the `indices:admin/plugins/replication/index/pause` permission lets you pause replication.
+
+## Map the leader and follower cluster roles
+
+The [start replication]({{site.url}}{{site.baseurl}}/replication-plugin/api/#start-replication) and [create replication rule]({{site.url}}{{site.baseurl}}/replication-plugin/api/#start-replication) are special cases because they involve background processes that require permissions on both the leader and the follower cluster. Therefore, when you perform one of these actions, you need to explicitly pass the  `leader_cluster_role` and
+`follower_cluster_role` in the request, which OpenSearch will then use in all backend replication tasks.
+
+To enable non-admins to start replication and create replication rules, create an identical user on each cluster (for example, `replication_user`) and map them to the `cross_cluster_replication_leader_full_access` role on the remote cluster and `cross_cluster_replication_follower_full_access` on the follower cluster. For instructions, see [Map users to roles]({{site.url}}{{site.baseurl}}/access-control/users-roles/#map-users-to-roles).
+
+You can then pass those roles into the request along with the appropriate credentials:
+
+```bash
+curl -XPUT -k -H 'Content-Type: application/json' -u 'replication_user:password' 'https://localhost:9200/_plugins/_replication/follower-01/_start?pretty' -d '
+{
+   "leader_alias": "leader-cluster",
+   "leader_index": "leader-01",
+   "use_roles":{
+      "leader_cluster_role": "cross_cluster_replication_leader_full_access",
+      "follower_cluster_role": "cross_cluster_replication_follower_full_access"
+   }
+}'
+```
+
+You can instead choose to create your own leader and follower cluster roles to meet your needs, but we recommend using the default roles.
+
+## Replication permissions
+
+The following sections list the available index and cluster-level permissions for cross-cluster replication.
+
+### Follower cluster
+
+Users can have the following permissions for the follower cluster:
+
+```
+indices:admin/plugins/replication/index/setup/validate
+indices:admin/plugins/replication/index/start
+indices:admin/plugins/replication/index/pause
+indices:admin/plugins/replication/index/resume
+indices:admin/plugins/replication/index/stop
+indices:admin/plugins/replication/index/update
+indices:admin/plugins/replication/index/status_check
+indices:data/write/plugins/replication/changes
+cluster:admin/plugins/replication/autofollow/update
+```
+
+### Leader cluster
+
+Users can have the following permissions for the leader cluster:
+
+```
+indices:admin/plugins/replication/validate
+indices:data/read/plugins/replication/file_chunk
+indices:data/read/plugins/replication/changes
+```
diff --git a/_replication-plugin/settings.md b/_replication-plugin/settings.md
new file mode 100644
index 00000000..66d16ec4
--- /dev/null
+++ b/_replication-plugin/settings.md
@@ -0,0 +1,32 @@
+---
+layout: default
+title: Settings
+nav_order: 40
+---
+
+# Replication settings
+
+The replication plugin adds several settings to the standard OpenSearch cluster settings.
+The settings are dynamic, so you can change the default behavior of the plugin without restarting your cluster.
+You can mark settings as `persistent` or `transient`.
+
+For example, to update the retention period of the result index:
+
+```json
+PUT _cluster/settings
+{
+  "persistent": {
+    "plugins.replication.indices.recovery.parallel_chunks": "8"
+  }
+}
+```
+
+These settings manage the resources consumed by remote recoveries. We don’t recommend changing these settings; the defaults should work well for most use cases.
+
+Setting | Default | Description
+:--- | :--- | :---
+`plugins.replication.indices.recovery.chunk_size` | 1MB | The chunk size requested by the follower cluster during file transfer. Specify the chunk size as a value and unit, for example, 10MB, 5KB. 
+`plugins.replication.indices.recovery.parallel_chunks` | 5 | The number of file chunk requests that can be sent in parallel for each recovery. 
+`plugins.replication.indices.recovery.request_timeout` | 60s | The amount of time to wait for individual network requests during the remote recovery process. A single action timeout can cause recovery to fail.
+`plugins.replication.indices.recovery.activity_timeout` | 5m | The amount of time to wait for recovery activity. If the leader cluster doesn't receive recovery requests from the follower for this amount of time, it closes the in-memory resources needed to supply data to the follower during recovery.
+
diff --git a/_security-plugin/access-control/permissions.md b/_security-plugin/access-control/permissions.md
index 192e8a7b..44db6825 100644
--- a/_security-plugin/access-control/permissions.md
+++ b/_security-plugin/access-control/permissions.md
@@ -59,6 +59,7 @@ Rather than creating new action groups from individual permissions, you can ofte
 - cluster:admin/opensearch/reports/instance/get
 - cluster:admin/opensearch/reports/instance/list
 - cluster:admin/opensearch/reports/menu/download
+- cluster:admin/plugins/replication/autofollow/update
 - cluster:admin/reindex/rethrottle
 - cluster:admin/repository/delete
 - cluster:admin/repository/get
@@ -114,6 +115,13 @@ Rather than creating new action groups from individual permissions, you can ofte
 - indices:admin/mappings/fields/get*
 - indices:admin/mappings/get
 - indices:admin/open
+- indices:admin/plugins/replication/index/setup/validate
+- indices:admin/plugins/replication/index/start
+- indices:admin/plugins/replication/index/pause
+- indices:admin/plugins/replication/index/resume
+- indices:admin/plugins/replication/index/stop
+- indices:admin/plugins/replication/index/update
+- indices:admin/plugins/replication/index/status_check
 - indices:admin/refresh
 - indices:admin/refresh*
 - indices:admin/resolve/index
@@ -139,6 +147,8 @@ Rather than creating new action groups from individual permissions, you can ofte
 - indices:data/read/msearch/template
 - indices:data/read/mtv
 - indices:data/read/mtv*
+- indices:data/read/plugins/replication/file_chunk
+- indices:data/read/plugins/replication/changes
 - indices:data/read/scroll
 - indices:data/read/scroll/clear
 - indices:data/read/search
@@ -150,6 +160,7 @@ Rather than creating new action groups from individual permissions, you can ofte
 - indices:data/write/delete
 - indices:data/write/delete/byquery
 - indices:data/write/index
+- indices:data/write/plugins/replication/changes
 - indices:data/write/reindex
 - indices:data/write/update
 - indices:data/write/update/byquery
diff --git a/_security-plugin/access-control/users-roles.md b/_security-plugin/access-control/users-roles.md
index 445e1e63..b69cae4c 100644
--- a/_security-plugin/access-control/users-roles.md
+++ b/_security-plugin/access-control/users-roles.md
@@ -109,6 +109,8 @@ Role | Description
 `anomaly_full_access` | Grants full permissions to all anomaly detection actions.
 `anomaly_read_access` | Grants permissions to view detectors, but not create, modify, or delete detectors.
 `all_access` | Grants full access to the cluster: all cluster-wide operations, write to all indices, write to all tenants.
+`cross_cluster_replication_follower_full_access` | Grants full access to perform cross-cluster replication actions on the follower cluster.
+`cross_cluster_replication_leader_full_access` | Grants full access to perform cross-cluster replication actions on the leader cluster.
 `kibana_read_only` | A special role that prevents users from making changes to visualizations, dashboards, and other OpenSearch Dashboards objects. See `plugins.security.readonly_mode.roles` in `opensearch_dashboards.yml`. Pair with the `kibana_user` role.
 `kibana_user` | Grants permissions to use OpenSearch Dashboards: cluster-wide searches, index monitoring, and write to various OpenSearch Dashboards indices.
 `logstash` | Grants permissions for Logstash to interact with the cluster: cluster-wide searches, cluster monitoring, and write to the various Logstash indices.

From 8d3ae42f6af39169afb4c400bdb1b795587bed50 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Thu, 30 Sep 2021 16:43:05 -0700
Subject: [PATCH 043/229] Typo

---
 _replication-plugin/get-started.md | 4 ++--
 _replication-plugin/index.md       | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/_replication-plugin/get-started.md b/_replication-plugin/get-started.md
index 00576fa4..34e2899a 100644
--- a/_replication-plugin/get-started.md
+++ b/_replication-plugin/get-started.md
@@ -6,7 +6,7 @@ nav_order: 10
 
 # Get started with cross-cluster replication
 
-With cross-cluster replication, you index data to a leader index and that data is replicated to one or more read-only follower indices. All subsequnt operations on the leader are replicated on the follower, such as creating, updating, or deleting documents.
+With cross-cluster replication, you index data to a leader index and that data is replicated to one or more read-only follower indices. All subsequent operations on the leader are replicated on the follower, such as creating, updating, or deleting documents.
 
 ## Prerequisites
 
@@ -147,7 +147,7 @@ To get started, create an index called `leader-01` on the remote (leader) cluste
 curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9201/leader-01?pretty'
 ```
 
-Start replication of that index from the follower cluster. Starting replication creates the provided follower index from scratch; you can't convert an existing index to a follower index. 
+Start replication of that index from the follower cluster. Starting replication creates a follower index from scratch; you can't convert an existing index to a follower index. 
 
 Provide the leader cluster and index that you want to replicate:
 
diff --git a/_replication-plugin/index.md b/_replication-plugin/index.md
index 1b9414f2..07ba256f 100644
--- a/_replication-plugin/index.md
+++ b/_replication-plugin/index.md
@@ -10,7 +10,7 @@ has_children: false
 
 The cross-cluster replication plugin lets you replicate indices, mappings, and metadata from one OpenSearch cluster to another. It follows an active-passive replication model where the follower index (where the data is replicated) pulls data from the leader (source) index.
 
-The replication plugin supports replication of indices using wildcard pattern matching and provides commands to pause, resume, and stop replication. Once replication starts on an index, it initiates a persistent background task on the primary shard of the follower cluster that continuously polls corresponding shards from the leader cluster for updates.
+The replication plugin supports replication of indices using wildcard pattern matching and provides commands to pause, resume, and stop replication. Once replication starts on an index, it initiates a persistent background task on the primary shard on the follower cluster that continuously polls corresponding shards from the leader cluster for updates.
 
 The replication plugin integrates with the security plugin so you can encrypt cross-cluster traffic with node-to-node encryption and control access to replication activities.
 

From 25c4b70046dcd5016454678e3757390f3229e4d5 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 30 Sep 2021 19:58:37 -0700
Subject: [PATCH 044/229] Adds plugin list and ARM tarball

---
 _dashboards/install/plugins.md | 15 +++++++++++++++
 _dashboards/install/tar.md     |  7 +++----
 2 files changed, 18 insertions(+), 4 deletions(-)

diff --git a/_dashboards/install/plugins.md b/_dashboards/install/plugins.md
index 06b3c4c9..e0fc9d29 100644
--- a/_dashboards/install/plugins.md
+++ b/_dashboards/install/plugins.md
@@ -28,6 +28,21 @@ If you don't want to use the all-in-one installation options, you can install th
     </tr>
   </thead>
   <tbody>
+  <tr>
+    <td>1.1.0</td>
+    <td>
+      <pre>alertingDashboards          1.1.0.0
+anomalyDetectionDashboards  1.1.0.0
+ganttChartDashboards        1.1.0.0
+indexManagementDashboards   1.1.0.0
+notebooksDashboards         1.1.0.0
+queryWorkbenchDashboards    1.1.0.0
+reportsDashboards           1.1.0.0
+securityDashboards          1.1.0.0
+traceAnalyticsDashboards    1.1.0.0
+</pre>
+    </td>
+  </tr>
   <tr>
     <td>1.0.1</td>
     <td>
diff --git a/_dashboards/install/tar.md b/_dashboards/install/tar.md
index 1c7e6933..026f23f7 100644
--- a/_dashboards/install/tar.md
+++ b/_dashboards/install/tar.md
@@ -14,9 +14,10 @@ nav_order: 30
    ```bash
    # x64
    tar -zxf opensearch-dashboards-{{site.opensearch_version}}-linux-x64.tar.gz
-   cd opensearch-dashboards{% comment %}# ARM64
+   cd opensearch-dashboards
+   # ARM64
    tar -zxf opensearch-dashboards-{{site.opensearch_version}}-linux-arm64.tar.gz
-   cd opensearch-dashboards{% endcomment %}
+   cd opensearch-dashboards
    ```
 
 1. If desired, modify `config/opensearch_dashboards.yml`.
@@ -26,5 +27,3 @@ nav_order: 30
    ```bash
    ./bin/opensearch-dashboards
    ```
-
-1. See the [OpenSearch Dashboards documentation]({{site.url}}{{site.baseurl}}/dashboards/index/).

From 0686ae05b57bd6409289cba469eae58f42e2343f Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Fri, 1 Oct 2021 01:21:16 -0700
Subject: [PATCH 045/229] Added upgrade tool docs

---
 _upgrade-to/upgrade-to.md | 94 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 94 insertions(+)

diff --git a/_upgrade-to/upgrade-to.md b/_upgrade-to/upgrade-to.md
index a415b621..e852fa1c 100644
--- a/_upgrade-to/upgrade-to.md
+++ b/_upgrade-to/upgrade-to.md
@@ -179,3 +179,97 @@ If you are upgrading an Open Distro for Elasticsearch cluster, we recommend firs
      }
    }
    ```
+
+## Upgrade tool
+
+The `opensearch-upgrade` tool lets you automate some of the steps in [Upgrade to OpenSearch]({{site.url}}{{site.baseurl}}/upgrade-to/upgrade-to/#upgrade-to-opensearch), eliminating the need for error-prone manual operations.
+
+The `opensearch-upgrade` tool performs the following functions:
+
+- Imports any existing configurations and applies it to the new installation of OpenSearch.
+- Installs any existing core plugins.
+
+### Limitations
+
+The `opensearch-upgrade` tool doesn't perform an end-to-end upgrade:
+
+- You need to run the tool on each node of the cluster individually as part of the upgrade process.
+- The tool doesn't provide a rollback option after you've upgraded a node, so make sure you follow best practices and take backups.
+- You must install all community plugins (if available) manually.
+- The tool only validates any keystore settings at service start-up time, so you must manually remove any unsupported settings for the service to start.
+
+### Using the upgrade tool
+
+To perform a rolling upgrade using the [OpenSearch tarball]({{site.url}}{{site.baseurl}}/opensearch/install/tar/) distribution:
+
+Check [Upgrade paths]({{site.url}}{{site.baseurl}}/upgrade-to/upgrade-to/#upgrade-paths) to make sure that the version you’re upgrading to is supported and whether you need to upgrade to a supported Elasticsearch OSS version first.
+{: .note }
+
+1. Disable shard allocation to prevent Elasticsearch OSS from replicating shards as you shut down nodes:
+
+   ```json
+   PUT _cluster/settings
+   {
+     "persistent": {
+       "cluster.routing.allocation.enable": "primaries"
+     }
+   }
+   ```
+
+1. On any one of the nodes, download and extract the OpenSearch tarball to a new directory.
+
+1. Make sure the following environment variables are set:
+
+    - `ES_HOME` - Path to the existing Elasticsearch installation home.
+    - `ES_PATH_CONF` - Path to the existing Elasticsearch config directory.
+    - `OPENSEARCH_HOME` - Path to the OpenSearch installation home.
+    - `OPENSEARCH_PATH_CONF` - Path to the OpenSearch config directory.
+
+1. The `opensearch-upgrade` tool is in the `bin` directory of the distribution. Run the following command from the distribution home:
+
+    Make sure you run this tool as the same user running the current Elasticsearch service.
+    {: .note }
+
+   ```json
+     ./bin/opensearch-upgrade
+   ```
+
+1. Stop Elasticsearch OSS on the node.
+
+   On Linux distributions that use systemd, use this command:
+
+   ```bash
+   sudo systemctl stop elasticsearch.service
+   ```
+
+   For tarball installations, find the process ID (`ps aux`) and kill it (`kill <pid>`).
+
+1. Start OpenSearch on the node:
+
+    ```json
+    ./bin/opensearch -d.
+    ```
+
+1. Repeat steps 2--6 until all nodes are using the new version.
+
+1. After all nodes are using the new version, re-enable shard allocation:
+
+     ```json
+     PUT _cluster/settings
+     {
+       "persistent": {
+         "cluster.routing.allocation.enable": "all"
+       }
+     }
+     ```
+
+### How it works
+
+Behind the scenes, the `opensearch-upgrade` tool performs the following tasks in sequence:
+
+1. Looks for a valid Elasticsearch installation on the current node. After it finds the installation, it reads the `elasticsearch.yml` file to get the endpoint details and connects to the locally running Elasticsearch service. If the tool can't find an Elasticsearch installation, it tries to get the path from the `ES_HOME` location.
+1. Verifies if the existing version of Elasticsearch is compatible with the OpenSearch version. It prints a summary of the information gathered to the console and prompts you for a confirmation to proceed.
+1. Imports the settings from the `elasticsearch.yml` config file into the `opensearch.yml` config file.
+1. Copies across any custom JVM options from the `$ES_PATH_CONF/jvm.options.d` directory into the `$OPENSEARCH_PATH_CONF/jvm.options.d` directory . Similarly, it also imports the logging configurations from the `$ES_PATH_CONF/log4j2.properties` file into the `$OPENSEARCH_PATH_CONF/log4j2.properties` file.
+1. Installs the core plugins that you’ve currently installed in the `$ES_HOME/plugins` directory. You must install all other third-party community plugins manually.
+1. Imports the secure settings from the `elasticsearch.keystore` file (if any) into the `opensearch.keystore` file. If the keystore file is password protected, the `opensearch-upgrade` tool prompts you to enter the password.

From 1f90f3ca523f57893ed30dac31db21cf5319ef4c Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Fri, 1 Oct 2021 09:46:47 -0700
Subject: [PATCH 046/229] Update Helm links

---
 _dashboards/install/helm.md | 2 +-
 _opensearch/install/helm.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/_dashboards/install/helm.md b/_dashboards/install/helm.md
index 25936f1d..4d2e0c83 100644
--- a/_dashboards/install/helm.md
+++ b/_dashboards/install/helm.md
@@ -20,7 +20,7 @@ Resource | Description
 The specification in the default Helm chart supports many standard use cases and setups. You can modify the default chart to configure your desired specifications and set Transport Layer Security (TLS) and role-based access control (RBAC).
 
 For information about the default configuration, steps to configure security, and configurable parameters, see the
-[README](https://github.com/opensearch-project/opensearch-devops/blob/main/Helm/README.md).
+[README](https://github.com/opensearch-project/helm-charts/tree/main/charts).
 
 The instructions here assume you have a Kubernetes cluster with Helm preinstalled. See the [Kubernetes documentation](https://kubernetes.io/docs/setup/) for steps to configure a Kubernetes cluster and the [Helm documentation](https://helm.sh/docs/intro/install/) to install Helm.
 {: .note }
diff --git a/_opensearch/install/helm.md b/_opensearch/install/helm.md
index 55458626..33899cb0 100644
--- a/_opensearch/install/helm.md
+++ b/_opensearch/install/helm.md
@@ -20,7 +20,7 @@ Resource | Description
 The specification in the default Helm chart supports many standard use cases and setups. You can modify the default chart to configure your desired specifications and set Transport Layer Security (TLS) and role-based access control (RBAC).
 
 For information about the default configuration, steps to configure security, and configurable parameters, see the
-[README](https://github.com/opensearch-project/opensearch-devops/blob/main/Helm/README.md).
+[README](https://github.com/opensearch-project/helm-charts/tree/main/charts).
 
 The instructions here assume you have a Kubernetes cluster with Helm preinstalled. See the [Kubernetes documentation](https://kubernetes.io/docs/setup/) for steps to configure a Kubernetes cluster and the [Helm documentation](https://helm.sh/docs/intro/install/) to install Helm.
 {: .note }

From 1fdf8b95179c8068b5c63fb4c5aa25d287d3b5e4 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Fri, 1 Oct 2021 11:22:47 -0700
Subject: [PATCH 047/229] ad 1.1

---
 _monitoring-plugins/ad/api.md   | 126 ++++++++++++++++----------------
 _monitoring-plugins/ad/index.md |  83 ++++++++++-----------
 2 files changed, 101 insertions(+), 108 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index a46420a9..e78c9723 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -240,56 +240,6 @@ POST _plugins/_anomaly_detection/detectors
 }
 ```
 
-To create a historical detector:
-
-#### Request
-
-```json
-POST _plugins/_anomaly_detection/detectors
-{
-  "name": "test1",
-  "description": "test historical detector",
-  "time_field": "timestamp",
-  "indices": [
-    "host-cloudwatch"
-  ],
-  "filter_query": {
-    "match_all": {
-      "boost": 1
-    }
-  },
-  "detection_interval": {
-    "period": {
-      "interval": 1,
-      "unit": "Minutes"
-    }
-  },
-  "window_delay": {
-    "period": {
-      "interval": 1,
-      "unit": "Minutes"
-    }
-  },
-  "feature_attributes": [
-    {
-      "feature_name": "F1",
-      "feature_enabled": true,
-      "aggregation_query": {
-        "f_1": {
-          "sum": {
-            "field": "value"
-          }
-        }
-      }
-    }
-  ],
-  "detection_date_range": {
-    "start_time": 1577840401000,
-    "end_time": 1606121925000
-  }
-}
-```
-
 You can specify the following options.
 
 Options | Description | Type | Required
@@ -303,7 +253,6 @@ Options | Description | Type | Required
 `detection_interval` | The time interval for your anomaly detector. | `object` | Yes
 `window_delay` | Add extra processing time for data collection. | `object` | No
 `category_field` | Categorizes or slices data with a dimension. Similar to `GROUP BY` in SQL. | `list` | No
-`detection_date_range` | Specify the start time and end time for a historical detector. | `object` | No
 
 ---
 
@@ -316,10 +265,44 @@ Passes a date range to the anomaly detector to return any anomalies within that
 #### Request
 
 ```json
-POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
+POST _plugins/_anomaly_detection/detectors/_preview
+
 {
-  "period_start": 1588838250000,
-  "period_end": 1589443050000
+  "period_start": 1612982516000,
+  "period_end": 1614278539000,
+  "detector": {
+    "name": "test-detector",
+    "description": "test nab_art_daily_jumpsdown",
+    "time_field": "timestamp",
+    "indices": [
+      "nab_art_daily_jumpsdown"
+    ],
+    "detection_interval": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "feature_attributes": [
+      {
+        "feature_name": "F1",
+        "feature_enabled": true,
+        "aggregation_query": {
+          "f_1": {
+            "sum": {
+              "field": "value"
+            }
+          }
+        }
+      }
+    ]
+  }
 }
 ```
 
@@ -446,6 +429,17 @@ If you specify a category field, each result is associated with an entity:
 
 ```
 
+Or, you can specify the detector ID:
+
+```json
+POST _plugins/_anomaly_detection/detectors/_preview
+{
+    "detector_id": "sYkUvHcBiZv51f-Lv8QN",
+    "period_start": 1612982516000,
+    "period_end": 1614278539000
+}
+```
+
 ---
 
 ## Start detector job
@@ -472,6 +466,15 @@ POST _plugins/_anomaly_detection/detectors/<detectorId>/_start
 }
 ```
 
+To start historical analysis:
+
+```json
+POST _plugins/_anomaly_detection/detectors/<detectorId>/_start
+{
+    "start_time": 1503168590000,
+    "end_time": 1617301324000
+}
+```
 
 ---
 
@@ -493,6 +496,12 @@ POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop
 Stopped detector: m4ccEnIBTXsGi3mvMt9p
 ```
 
+To stop historical analysis:
+
+```jsom
+POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop?historical=true
+```
+
 ---
 
 ## Search detector result
@@ -786,15 +795,6 @@ POST _plugins/_anomaly_detection/detectors/results/_search
 }
 ```
 
-In historical detectors, specify the `detector_id`.
-To get the latest task:
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/detectors/<detector_id>?task=true
-```
-
 To query the anomaly results with `task_id`:
 
 #### Request
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index 5cb67b7a..cdd8fc89 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -17,24 +17,22 @@ Anomaly detection  automatically detects anomalies in your OpenSearch data in ne
 
 You can pair the anomaly detection plugin with the [alerting plugin]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/) to notify you as soon as an anomaly is detected.
 
-To use the anomaly detection plugin, your computer needs to have more than one CPU core.
-{: .note }
-
 ## Get started with Anomaly Detection
 
 To get started, choose **Anomaly Detection** in OpenSearch Dashboards.
-To first test with sample streaming data, choose **Sample Detectors** and try out one of the preconfigured detectors.
+To first test with sample streaming data, you can try out one of the preconfigured detectors with one of the sample datasets.
 
-### Step 1: Create a detector
+### Step 1: Define a detector
 
-A detector is an individual anomaly detection task. You can create multiple detectors, and all the detectors can run simultaneously, with each analyzing data from different sources.
+A detector is an individual anomaly detection task. You can define multiple detectors, and all the detectors can run simultaneously, with each analyzing data from different sources.
 
 1. Choose **Create Detector**.
 1. Enter a name and brief description. Make sure the name is unique and descriptive enough to help you to identify the purpose of the detector.
 1. For **Data source**, choose the index you want to use as the data source. You can optionally use index patterns to choose multiple indices.
+1. (Optional) For **Data filter**, filter the index you chose as the data source. From the **Data filter** menu, design your filter query by selecting **Field**, **Operator**, and **Value**, or choose **Use query DSL** and add your own JSON filter query.
 1. Select the **Timestamp field** in your index.
 1. (Optional) For **Data filter**, filter the index you chose as the data source. From the **Filter type** menu, choose  **Visual filter**, and then design your filter query by selecting **Fields**, **Operator**, and **Value**, or choose **Custom Expression** and add your own JSON filter query.
-1. For **Detector operation settings**, define the **Detector interval**, which is the time interval at which the detector collects data.
+1. For **Operation settings**, define the **Detector interval**, which is the time interval at which the detector collects data.
 - The detector aggregates the data in this interval, then feeds the aggregated result into the anomaly detection model.
 The shorter you set this interval, the fewer data points the detector aggregates.
 The anomaly detection model uses a shingling process, a technique that uses consecutive data points to create a sample for the model. This process needs a certain number of aggregated data points from contiguous intervals.
@@ -44,9 +42,9 @@ Set the window delay to shift the detector interval to account for this delay.
 - For example, say the detector interval is 10 minutes and data is ingested into your cluster with a general delay of 1 minute.
 Assume the detector runs at 2:00. The detector attempts to get the last 10 minutes of data from 1:50 to 2:00, but because of the 1-minute delay, it only gets 9 minutes of data and misses the data from 1:59 to 2:00.
 Setting the window delay to 1 minute shifts the interval window to 1:49 - 1:59, so the detector accounts for all 10 minutes of the detector interval time.
-1. Choose **Create**.
+1. Choose **Next**.
 
-After you create the detector, the next step is to add features to it.
+After you define the detector, the next step is to configure the model.
 
 ### Step 2: Add features to your detector
 
@@ -54,24 +52,25 @@ A feature is the field in your index that you want to check for anomalies. A det
 
 For example, if you choose `min()`, the detector focuses on finding anomalies based on the minimum values of your feature. If you choose `average()`, the detector finds anomalies based on the average values of your feature.
 
-A multi-feature model correlates anomalies across all its features. The [curse of dimensionality](https://en.wikipedia.org/wiki/Curse_of_dimensionality) makes it less likely for multi-feature models to identify smaller anomalies as compared to a single-feature model. Adding more features might negatively impact the [precision and recall](https://en.wikipedia.org/wiki/Precision_and_recall) of a model. A higher proportion of noise in your data might further amplify this negative impact. Selecting the optimal feature set is usually an iterative process. We recommend experimenting with a historical detector with different feature sets and checking the precision before moving on to real-time detectors. By default, the maximum number of features for a detector is 5. You can adjust this limit with the `plugins.anomaly_detection.max_anomaly_features` setting.
+A multi-feature model correlates anomalies across all its features. The [curse of dimensionality](https://en.wikipedia.org/wiki/Curse_of_dimensionality) makes it less likely for multi-feature models to identify smaller anomalies as compared to a single-feature model. Adding more features might negatively impact the [precision and recall](https://en.wikipedia.org/wiki/Precision_and_recall) of a model. A higher proportion of noise in your data might further amplify this negative impact. Selecting the optimal feature set is usually an iterative process. By default, the maximum number of features for a detector is 5. You can adjust this limit with the `plugins.anomaly_detection.max_anomaly_features` setting.
 {: .note }
 
-1. On the **Model configuration** page, enter the **Feature name**.
-1. For **Find anomalies based on**, choose the method to find anomalies. For **Field Value** menu, choose the **field** and the **aggregation method**. Or choose **Custom expression**, and add your own JSON aggregation query.
+1. On the **Configure Model** page, enter the **Feature name** and check **Enabled feature name**.
+1. For **Find anomalies based on**, choose the method to find anomalies. For **Field Value**, choose the **aggregation method**. Or choose **Custom expression**, and add your own JSON aggregation query.
+1. Select a field.
 
-#### (Optional) Set a category field for high cardinality
+#### (Optional) Set category fields for high cardinality
 
 You can categorize anomalies based on a keyword or IP field type.
 
 The category field categorizes or slices the source time series with a dimension like IP addresses, product IDs, country codes, and so on. This helps to see a granular view of anomalies within each entity of the category field to isolate and debug issues.
 
-To set a category field, choose **Enable a category field** and select a field.
+To set a category field, choose **Enable a category field** and select a field. You can’t change the category fields after you create the detector.
 
 Only a certain number of unique entities are supported in the category field. Use the following equation to calculate the recommended total number of entities supported in a cluster:
 
 ```
-(data nodes * heap size * anomaly detection maximum memory percentage) / (entity size of a detector)
+(data nodes * heap size * anomaly detection maximum memory percentage) / (entity model size of a detector)
 ```
 
 This formula provides a good starting point, but make sure to test with a representative workload.
@@ -79,7 +78,7 @@ This formula provides a good starting point, but make sure to test with a repres
 
 For example, for a cluster with 3 data nodes, each with 8G of JVM heap size, a maximum memory percentage of 10% (default), and the entity size of the detector as 1MB: the total number of unique entities supported is (8.096 * 10^9 * 0.1 / 1M ) * 3 = 2429.
 
-#### Set a shingle size
+#### (Advanced settings) Set a shingle size
 
 Set the number of aggregation intervals from your data stream to consider in a detection window. It’s best to choose this value based on your actual data to see which one leads to the best results for your use case.
 
@@ -92,10 +91,25 @@ For sample previews, the anomaly detection plugin selects a small number of data
 
 Examine the sample preview and use it to fine-tune your feature configurations (for example, enable or disable features) to get more accurate results.
 
-1. Choose **Save and start detector**.
-1. Choose between automatically starting the detector (recommended) or manually starting the detector at a later time.
+1. Choose **Preview sample anomalies**.
+    - If you don't see any sample anomaly result, check the detector interval and make sure you have more than 400 data points for some entities during the preview date range.
+1. Choose **Next**.
 
-### Step 3: Observe the results
+### Step 3: Set up detector jobs
+
+To start a real-time detector to find anomalies in your data in near real-time, check **Start real-time detector automatically (recommended)**.
+
+Alternatively, if you want to perform historical analysis and find patterns in long historical data windows (weeks or months), check **Run historical analysis detection** and select a date range (at least 128 detection intervals).
+
+Analyzing historical data helps you get familiar with the anomaly detection plugin. You can also evaluate the performance of a detector with historical data to further fine-tune it.
+
+We recommend experimenting with historical analysis with different feature sets and checking the precision before moving on to real-time detectors.
+
+### Step 4: Review and create
+
+Review your model configuration and select **Create detector**.
+
+### Step 5: Observe the results
 
 Choose the **Anomaly results** tab. You need to wait for some time to see the anomaly results. If the detector interval is 10 minutes, the detector might take more than an hour to start, as it's waiting for sufficient data to generate anomalies.
 
@@ -106,7 +120,7 @@ If you see the detector pending in "initialization" for longer than a day, aggre
 
 ![Anomaly detection results]({{site.url}}{{site.baseurl}}/images/ad.png)
 
-Analize anomalies with the following visualizations:
+Analyze anomalies with the following visualizations:
 
 - **Live anomalies** - displays live anomaly results for the last 60 intervals. For example, if the interval is 10, it shows results for the last 600 minutes. The chart refreshes every 30 seconds.
 - **Anomaly history** - plots the anomaly grade with the corresponding measure of confidence.
@@ -135,31 +149,10 @@ To see all the configuration settings for a detector, choose the **Detector conf
 1. To make any changes to the detector configuration, or fine tune the time interval to minimize any false positives, go to the **Detector configuration** section and choose **Edit**.
 - You need to stop the detector to change its configuration. Confirm that you want to stop the detector and proceed.
 1. To enable or disable features, in the **Features** section, choose **Edit** and adjust the feature settings as needed. After you make your changes, choose **Save and start detector**.
-- Choose between automatically starting the detector (recommended) or manually starting the detector at a later time.
 
-### Step 6: Analyze historical data
+### Step 8: Manage your detectors
 
-Analyzing historical data helps you get familiar with the anomaly detection plugin. You can also evaluate the performance of a detector with historical data to further fine-tune it.
+To start, stop, or delete a detector, go to the **Detectors** page.
 
-To use a historical detector, you need to specify a date range that has data present in at least 1,000 detection intervals.
-{: .note }
-
-1. Choose **Historical detectors** and **Create historical detector**.
-1. Enter the **Name** of the detector and a brief **Description**.
-1. For **Data source**, choose the index to use as the data source. You can optionally use index patterns to choose multiple indices.
-1. For **Time range**, select a time range for historical analysis.
-1. For **Detector settings**, choose to use the settings of an existing detector. Or choose the **Timestamp field** in your index, add individual features to the detector, and set the detector interval.
-1. (Optional) Choose to run the historical detector automatically after creating it.
-1. Choose **Create**.
-   - You can stop the historical detector even before it completes.
-
-### Step 7: Manage your detectors
-
-To change or delete a detector, go to the **Detector details** page.
-
-1. To make changes to your detector, choose the detector name.
-1. Choose **Actions** and **Edit detector**.
-   - You need to stop the detector to change its configuration. Confirm that you want to stop the detector and proceed.
-1. Make your changes and choose **Save changes**.
-
-To delete your detector, choose **Actions** and **Delete detector**. In the pop-up box, type `delete` to confirm and choose **Delete**.
+1. Choose the detector name.
+2. Choose **Actions** and select **Start real-time detectors**, **Stop real-time detectors**, or **Delete detectors**. 

From dda5e2a53526df8869de69f42f8e71cf85f5399d Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Fri, 1 Oct 2021 11:26:24 -0700
Subject: [PATCH 048/229] fixed indendation feedback

---
 _upgrade-to/upgrade-to.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/_upgrade-to/upgrade-to.md b/_upgrade-to/upgrade-to.md
index e852fa1c..0d554370 100644
--- a/_upgrade-to/upgrade-to.md
+++ b/_upgrade-to/upgrade-to.md
@@ -227,12 +227,12 @@ Check [Upgrade paths]({{site.url}}{{site.baseurl}}/upgrade-to/upgrade-to/#upgrad
 
 1. The `opensearch-upgrade` tool is in the `bin` directory of the distribution. Run the following command from the distribution home:
 
-    Make sure you run this tool as the same user running the current Elasticsearch service.
-    {: .note }
+  Make sure you run this tool as the same user running the current Elasticsearch service.
+  {: .note }
 
-   ```json
-     ./bin/opensearch-upgrade
-   ```
+  ```json
+  ./bin/opensearch-upgrade
+  ```
 
 1. Stop Elasticsearch OSS on the node.
 

From cdff560cf6323894f560aae3a24f9caa0d8a8ad7 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Fri, 1 Oct 2021 11:43:37 -0700
Subject: [PATCH 049/229] Incorporate feedback and random fixes

---
 _replication-plugin/api.md         | 47 ++++++++++++++++--------------
 _replication-plugin/auto-follow.md |  4 +--
 _replication-plugin/get-started.md | 40 +++++++++++++++----------
 _replication-plugin/index.md       | 13 +++++----
 _replication-plugin/permissions.md | 22 +++++++-------
 _replication-plugin/settings.md    | 14 +++++----
 6 files changed, 79 insertions(+), 61 deletions(-)

diff --git a/_replication-plugin/api.md b/_replication-plugin/api.md
index a552d1c2..792aaecf 100644
--- a/_replication-plugin/api.md
+++ b/_replication-plugin/api.md
@@ -16,7 +16,7 @@ Use these replication operations to programmatically manage cross-cluster replic
 Introduced 1.1
 {: .label .label-purple }
 
-Initiate replication of an index from the leader cluster to the follower cluster. Run this operation on the follower cluster.
+Initiate replication of an index from the leader cluster to the follower cluster. Send this request to the follower cluster.
 
 
 #### Request
@@ -37,7 +37,7 @@ Specify the following options:
 
 Options | Description | Type | Required
 :--- | :--- |:--- |:--- |
-`leader_alias` |  The name of the leader cluster. | `string` | Yes
+`leader_alias` |  The name of the leader cluster. This alias is the same as the remote cluster name used to set up a cross-cluster connection. | `string` | Yes
 `leader_index` |  The index on the leader cluster that you want to replicate. | `string` | Yes
 `use_roles` |  The roles to use for all subsequent backend replication tasks between the indices. Specify a `leader_cluster_role` and `follower_cluster_role`. See [Map the leader and follower cluster roles]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles). | `string` | If security plugin is enabled
 
@@ -53,12 +53,13 @@ Options | Description | Type | Required
 Introduced 1.1
 {: .label .label-purple }
 
-Terminates replication and converts the follower index to a standard index.
+Terminates replication and converts the follower index to a standard index. Send this request to the follower cluster.
 
 #### Request
 
 ```json
 POST /_plugins/_replication/<follower-index>/_stop
+{}
 ```
 
 #### Sample response
@@ -73,12 +74,13 @@ POST /_plugins/_replication/<follower-index>/_stop
 Introduced 1.1
 {: .label .label-purple }
 
-Pauses replication of the leader index. If you don't resume replication after 12 hours, it stops completely and the follower index is converted to a standard index.
+Pauses replication of the leader index. Send this request to the follower cluster.
 
 #### Request
 
 ```json
-PUT /_plugins/_replication/<follower-index>/_pause
+POST /_plugins/_replication/<follower-index>/_pause 
+{}
 ```
 
 #### Sample response
@@ -93,12 +95,13 @@ PUT /_plugins/_replication/<follower-index>/_pause
 Introduced 1.1
 {: .label .label-purple }
 
-Resumes replication of the leader index. 
+Resumes replication of the leader index. Send this request to the follower cluster.
 
 #### Request
 
 ```json
-PUT /_plugins/_replication/<follower-index>/_resume
+POST /_plugins/_replication/<follower-index>/_resume
+{}
 ```
 
 #### Sample response
@@ -113,7 +116,7 @@ PUT /_plugins/_replication/<follower-index>/_resume
 Introduced 1.1
 {: .label .label-purple }
 
-Gets the status of index replication. You can use this API to measure replication lag. Run this command from the leader cluster.
+Gets the status of index replication. Possible statuses are `SYNCING`, `BOOTSTRAPING`, `PAUSED`, and `REPLICATION NOT IN PROGRESS`. Use the syncing details to measure replication lag. Send this request to the follower cluster.
 
 #### Request
 
@@ -125,20 +128,20 @@ GET /_plugins/_replication/<follower-index>/_status
 
 ```json
 {
-   "status":"SYNCING",
-   "reason":"User initiated",
-   "remote_cluster":"remote-cluster",
-   "leader_index":"leader-01",
-   "follower_index":"follower-01",
-   "syncing_details":{
-      "remote_checkpoint": 19,
-      "local_checkpoint": 19,
-      "seq_no": 20
-   }
+  "status" : "SYNCING",
+  "reason" : "User initiated",
+  "leader_alias" : "leader-cluster",
+  "leader_index" : "leader-01",
+  "follower_index" : "follower-01",
+  "syncing_details" : {
+    "leader_checkpoint" : 19,
+    "follower_checkpoint" : 19,
+    "seq_no" : 0
+  }
 }
 ```
 
-To include shard replication details in the response, add `&verbose=true`.
+To include shard replication details in the response, add the `&verbose=true` parameter.
 
 ## Update settings
 Introduced 1.1
@@ -170,9 +173,9 @@ PUT /_plugins/_replication/<follower-index>/_update
 Introduced 1.1
 {: .label .label-purple }
 
-Automatically starts replication on indices matching a specified pattern. Newly created indices on the remote cluster that match one of the specified patterns will be automatically configured as follower indices. You can also use this API to update existing auto-follow patterns.
+Automatically starts replication on indices matching a specified pattern. If a new index on the leader cluster matches the pattern, OpenSearch automatically creates a follower index and begins replication. You can also use this API to update existing replication rules.
 
-Run this command on the follower cluster.
+Send this request to the follower cluster.
 
 Make sure to note the names of all auto-follow patterns after you create them. The replication plugin currently does not include an API operation to retrieve a list of existing patterns.
 {: .tip }
@@ -215,7 +218,7 @@ Introduced 1.1
 
 Deletes the specified replication rule. This operation prevents any new indices from being replicated but does not stop existing replication that the rule has already initiated.
 
-Run this command on the follower cluster.
+Send this request to the follower cluster.
 
 #### Request
 
diff --git a/_replication-plugin/auto-follow.md b/_replication-plugin/auto-follow.md
index 2af9551c..2e06761e 100644
--- a/_replication-plugin/auto-follow.md
+++ b/_replication-plugin/auto-follow.md
@@ -42,7 +42,7 @@ curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://loc
 }'
 ```
 
-If the security plugin is disabled, you can leave out the `use_roles` parameter. If it's enabled, however, you need to specify the leader and follower cluster roles that OpenSearch will use to authenticate the request. This example uses `all_access` for simplicity, but we recommend creating a replication user on each cluster and [mapping it accordingly]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles).
+If the security plugin is disabled, you can leave out the `use_roles` parameter. If it's enabled, however, you need to specify the leader and follower cluster roles that OpenSearch uses to authenticate requests. This example uses `all_access` for simplicity, but we recommend creating a replication user on each cluster and [mapping it accordingly]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles).
 {: .tip }
 
 To test the rule, create a matching index on the leader cluster:
@@ -64,7 +64,7 @@ yellow open   movies-0001  kHOxYYHxRMeszLjTD9rvSQ     1   1          0
 
 ## Delete a replication rule
 
-When you delete a replication rule, OpenSearch stops replicating *new* indices that match the pattern, but replication of existing indices that the rule previously created will continue. If you need to stop existing replication activity, use the [stop replication API operation]({{site.url}}{{site.baseurl}}/replication-plugin/api/#stop-replication).
+When you delete a replication rule, OpenSearch stops replicating *new* indices that match the pattern, but existing indices that the rule previously created continue to replicate. If you need to stop existing replication activity, use the [stop replication API operation]({{site.url}}{{site.baseurl}}/replication-plugin/api/#stop-replication).
 
 ```bash
 curl -XDELETE -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/_autofollow?pretty' -d '
diff --git a/_replication-plugin/get-started.md b/_replication-plugin/get-started.md
index 34e2899a..30955b8c 100644
--- a/_replication-plugin/get-started.md
+++ b/_replication-plugin/get-started.md
@@ -6,13 +6,13 @@ nav_order: 10
 
 # Get started with cross-cluster replication
 
-With cross-cluster replication, you index data to a leader index and that data is replicated to one or more read-only follower indices. All subsequent operations on the leader are replicated on the follower, such as creating, updating, or deleting documents.
+With cross-cluster replication, you index data to a leader index, and OpenSearch replicates that data to one or more read-only follower indices. All subsequent operations on the leader are replicated on the follower, such as creating, updating, or deleting documents.
 
 ## Prerequisites
 
 Cross-cluster replication has the following prerequisites:
-- Install the replication plugin on all nodes of both the leader and the follower cluster.
-- If you've overridden `node.roles` in opensearch.yml on the remote cluster, make sure it also includes the `remote_cluster_client` role:
+- Both the leader and follower cluster must have the replication plugin installed.
+- If you've overridden `node.roles` in `opensearch.yml` on the remote cluster, make sure it also includes the `remote_cluster_client` role:
 
    ```yaml
    node.roles: [<other_roles>, remote_cluster_client]
@@ -20,11 +20,11 @@ Cross-cluster replication has the following prerequisites:
 
 ## Permissions
 
-Make sure the security plugin is either enabled on both clusters or disabled on both clusters. If you disabled the security plugin, you can skip this section.
+Make sure the security plugin is either enabled on both clusters or disabled on both clusters. If you disabled the security plugin, you can skip this section. However, we strongly recommend enabling the security plugin in production scenarios.
 
 If the security plugin is enabled, non-admin users need to be mapped to the appropriate permissions in order to perform replication actions. For index and cluster-level permissions requirements, see [Cross-cluster replication permissions]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/).
 
-In addition, add the following setting to opensearch.yml on the leader cluster so it allows connections from the follower cluster: 
+In addition, add the following setting to `opensearch.yml` on the leader cluster so it allows connections from the follower cluster: 
 
 ```yml
 plugins.security.nodes_dn_dynamic_config_enabled: true
@@ -32,6 +32,9 @@ plugins.security.nodes_dn_dynamic_config_enabled: true
 
 ## Example setup
 
+The following example demonstrates how to replicate data between two single-node clusters: `leader-cluster` on port 9201, and `follower-cluster` on port 9200.
+{% comment %}
+
 Save this sample file as `docker-compose.yml` and run `docker-compose up` to start two single-node clusters on the same network:
 
 ```yml
@@ -86,6 +89,8 @@ networks:
 
 After the clusters start, verify the names of each:
 
+{% endcomment %}
+
 ```bash
 curl -XGET -u 'admin:admin' -k 'https://localhost:9201'
 {
@@ -102,6 +107,8 @@ curl -XGET -u 'admin:admin' -k 'https://localhost:9200'
 }
 ```
 
+{% comment %}
+
 For this example, use port 9201 (`replication-node1`) as the leader and port 9200 (`replication-node2`) as the follower cluster.
 
 To get the IP address for the leader cluster, first identify its container ID:
@@ -119,10 +126,13 @@ Then get that container's IP address:
 docker inspect --format='{% raw %}{{range .NetworkSettings.Networks}}{{.IPAddress}}{{end}}{% endraw %}' 731f5e8b0f4b
 172.22.0.3
 ```
+{% endcomment %}
 
 ## Set up a cross-cluster connection
 
-On the follower cluster, add the leader cluster name and the IP address (with port 9300) for each seed node. In this case, you only have one seed node:
+Cross-cluster replication follows a "pull" model, so most changes occur on the follower cluster, not the leader cluster. 
+
+On the follower cluster, add the leader cluster name and the IP address (with port 9300) for each seed node. Because this is a single-node cluster, you only have one seed node:
 
 ```bash
 curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_cluster/settings?pretty' -d '
@@ -141,15 +151,13 @@ curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://loca
 
 ## Start replication
 
-To get started, create an index called `leader-01` on the remote (leader) cluster:
+To get started, create an index called `leader-01` on the leader cluster:
 
 ```bash
 curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9201/leader-01?pretty'
 ```
 
-Start replication of that index from the follower cluster. Starting replication creates a follower index from scratch; you can't convert an existing index to a follower index. 
-
-Provide the leader cluster and index that you want to replicate:
+Then start replication of that index from the follower cluster. In the request body, provide the leader cluster and index, along with the security roles that you want to use:
 
 ```bash
 curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_start?pretty' -d '
@@ -163,10 +171,12 @@ curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://loca
 }'
 ```
 
-If the security plugin is disabled, you can leave out the `use_roles` parameter. If it's enabled, however, you need to specify the leader and follower cluster roles that OpenSearch will use to authenticate the request. This example uses `all_access` for simplicity, but we recommend creating a replication user on each cluster and [mapping it accordingly]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles).
+If the security plugin is disabled, omit the `use_roles` parameter. If it's enabled, however, you must specify the leader and follower cluster roles that OpenSearch will use to authenticate the request. This example uses `all_access` for simplicity, but we recommend creating a replication user on each cluster and [mapping it accordingly]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles).
 {: .tip }
 
-This command creates an identical read-only index named "follower-01" on the local cluster that continuously stays updated with changes to the "leader-01" index on the remote cluster.
+This command creates an identical read-only index named `follower-01` on the local cluster that continuously stays updated with changes to the `leader-01` index on the remote cluster. Starting replication creates a follower index from scratch; you can't convert an existing index to a follower index. 
+
+## Confirm replication
 
 After replication starts, get the status:
 
@@ -187,7 +197,7 @@ curl -XGET -k -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/fol
 }
 ```
 
-## Confirm replication
+Possible statuses are `SYNCING`, `BOOTSTRAPING`, `PAUSED`, and `REPLICATION NOT IN PROGRESS`. The leader and follower checkpoint values increment with each  change and illustrate how many updates the follower is behind the leader. If the indices are fully synced, the values are the same.
 
 To confirm that replication is actually happening, add a document to the leader index:
 
@@ -244,8 +254,6 @@ curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://loc
 
 When replication resumes, the follower index picks up any changes that were made to the leader index while replication was paused.
 
-If you don't resume replication within 12 hours, replication stops completely and the follower index is converted to a standard index.
-
 ## Stop replication
 
 Terminate replication of a specified index from the follower cluster:
@@ -254,7 +262,7 @@ Terminate replication of a specified index from the follower cluster:
 curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_stop' -d '{}'
 ```
 
-When you stop replication, the follower index un-follows the leader and becomes a standard index that you can write to. You can't restart replication after it's been terminated. 
+When you stop replication, the follower index un-follows the leader and becomes a standard index that you can write to. You can't restart replication after stopping it. 
 
 Get the status to confirm that the index is no longer being replicated:
 
diff --git a/_replication-plugin/index.md b/_replication-plugin/index.md
index 07ba256f..f3a99d08 100644
--- a/_replication-plugin/index.md
+++ b/_replication-plugin/index.md
@@ -8,12 +8,15 @@ has_children: false
 
 # Cross-cluster replication
 
-The cross-cluster replication plugin lets you replicate indices, mappings, and metadata from one OpenSearch cluster to another. It follows an active-passive replication model where the follower index (where the data is replicated) pulls data from the leader (source) index.
+The cross-cluster replication plugin lets you replicate indices, mappings, and metadata from one OpenSearch cluster to another. Cross-cluster replication has the following benefits:
+- By replicating your indices, you ensure that you can continue to handle search requests in the event of an outage.
+- Replicating data across geographically distant data centers minimizes the distance between the data and the application server, reducing expensive latencies.
+- You can replicate data from multiple smaller clusters to a centralized reporting cluster, which is useful when it's inefficient to query across a large network.
 
-The replication plugin supports replication of indices using wildcard pattern matching and provides commands to pause, resume, and stop replication. Once replication starts on an index, it initiates a persistent background task on the primary shard on the follower cluster that continuously polls corresponding shards from the leader cluster for updates.
+Replication follows an active-passive model where the follower index (where the data is replicated) pulls data from the leader (remote) index.
 
-The replication plugin integrates with the security plugin so you can encrypt cross-cluster traffic with node-to-node encryption and control access to replication activities.
-
-To start, see [Get started with cross-cluster replication]({{site.url}}{{site.baseurl}}/replication-plugin/get-started/).
+The replication plugin supports replication of indices using wildcard pattern matching and provides commands to pause, resume, and stop replication. Once replication starts on an index, it initiates persistent background tasks on all primary shards on the follower cluster, which continuously poll corresponding shards from the leader cluster for updates.
 
+You can use the replication plugin with the security plugin to encrypt cross-cluster traffic with node-to-node encryption and control access to replication activities.
 
+To start, see [Get started with cross-cluster replication]({{site.url}}{{site.baseurl}}/replication-plugin/get-started/).
\ No newline at end of file
diff --git a/_replication-plugin/permissions.md b/_replication-plugin/permissions.md
index 6b3804ad..2204dba5 100644
--- a/_replication-plugin/permissions.md
+++ b/_replication-plugin/permissions.md
@@ -14,24 +14,26 @@ Because cross-cluster replication involves multiple clusters, it's possible that
 - Security plugin enabled only for TLS on both clusters (`plugins.security.ssl_only`)
 - Security plugin absent or disabled on both clusters (not recommended)
 
-You can enable node-to-node encryption on both the leader and the follower cluster to ensure that replication traffic between the clusters is encrypted.
+Enable node-to-node encryption on both the leader and the follower cluster to ensure that replication traffic between the clusters is encrypted.
 
 ## Basic permissions
 
-In order for non-admin users to perform replication activities, they need to be mapped to the appropriate permissions.  
+In order for non-admin users to perform replication activities, they be mapped to the appropriate permissions.  
 
-The security plugin has two built-in roles that cover most replication use cases: `cross_cluster_replication_leader_full_access` which provides replication permissions on the leader cluster, and `cross_cluster_replication_follower_full_access` which provides replication permissions on the follower cluster. For descriptions of each, see [Predefined roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles#predefined-roles).
+The security plugin has two built-in roles that cover most replication use cases: `cross_cluster_replication_leader_full_access`, which provides replication permissions on the leader cluster, and `cross_cluster_replication_follower_full_access`, which provides replication permissions on the follower cluster. For descriptions of each, see [Predefined roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles#predefined-roles).
 
 If you don't want to use the default roles, you can combine individual replication [permissions]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#replication-permissions) to meet your needs. Most permissions correspond to specific REST API operations. For example, the `indices:admin/plugins/replication/index/pause` permission lets you pause replication.
 
 ## Map the leader and follower cluster roles
 
-The [start replication]({{site.url}}{{site.baseurl}}/replication-plugin/api/#start-replication) and [create replication rule]({{site.url}}{{site.baseurl}}/replication-plugin/api/#start-replication) are special cases because they involve background processes that require permissions on both the leader and the follower cluster. Therefore, when you perform one of these actions, you need to explicitly pass the  `leader_cluster_role` and
-`follower_cluster_role` in the request, which OpenSearch will then use in all backend replication tasks.
+associates roles passed in the request to these replication jobs to run in the background
 
-To enable non-admins to start replication and create replication rules, create an identical user on each cluster (for example, `replication_user`) and map them to the `cross_cluster_replication_leader_full_access` role on the remote cluster and `cross_cluster_replication_follower_full_access` on the follower cluster. For instructions, see [Map users to roles]({{site.url}}{{site.baseurl}}/access-control/users-roles/#map-users-to-roles).
+The [start replication]({{site.url}}{{site.baseurl}}/replication-plugin/api/#start-replication) and [create replication rule]({{site.url}}{{site.baseurl}}/replication-plugin/api/#create-replication-rule) operations are special cases. They involve background processes on the leader and follower clusters that must be associated with roles. When you perform one of these actions, you must explicitly pass the  `leader_cluster_role` and
+`follower_cluster_role` in the request, which OpenSearch then uses in all backend replication tasks.
 
-You can then pass those roles into the request along with the appropriate credentials:
+To enable non-admins to start replication and create replication rules, create an identical user on each cluster (for example, `replication_user`) and map them to the `cross_cluster_replication_leader_full_access` role on the remote cluster and `cross_cluster_replication_follower_full_access` on the follower cluster. For instructions, see [Map users to roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles/#map-users-to-roles).
+
+Then add those roles to the request, and sign it with the appropriate credentials:
 
 ```bash
 curl -XPUT -k -H 'Content-Type: application/json' -u 'replication_user:password' 'https://localhost:9200/_plugins/_replication/follower-01/_start?pretty' -d '
@@ -45,7 +47,7 @@ curl -XPUT -k -H 'Content-Type: application/json' -u 'replication_user:password'
 }'
 ```
 
-You can instead choose to create your own leader and follower cluster roles to meet your needs, but we recommend using the default roles.
+You can create your own, custom leader and follower cluster roles using individual permissions, but we recommend using the default roles, which are a good fit for most use cases.
 
 ## Replication permissions
 
@@ -53,7 +55,7 @@ The following sections list the available index and cluster-level permissions fo
 
 ### Follower cluster
 
-Users can have the following permissions for the follower cluster:
+The security plugin supports these permissions for the follower cluster:
 
 ```
 indices:admin/plugins/replication/index/setup/validate
@@ -69,7 +71,7 @@ cluster:admin/plugins/replication/autofollow/update
 
 ### Leader cluster
 
-Users can have the following permissions for the leader cluster:
+The security plugin supports these permissions for the leader cluster:
 
 ```
 indices:admin/plugins/replication/validate
diff --git a/_replication-plugin/settings.md b/_replication-plugin/settings.md
index 66d16ec4..b4815b44 100644
--- a/_replication-plugin/settings.md
+++ b/_replication-plugin/settings.md
@@ -10,13 +10,13 @@ The replication plugin adds several settings to the standard OpenSearch cluster
 The settings are dynamic, so you can change the default behavior of the plugin without restarting your cluster.
 You can mark settings as `persistent` or `transient`.
 
-For example, to update the retention period of the result index:
+For example, to update how often the follower cluster polls the leader cluster for updates:
 
 ```json
 PUT _cluster/settings
 {
   "persistent": {
-    "plugins.replication.indices.recovery.parallel_chunks": "8"
+    "plugins.replication.follower.metadata_sync_interval": "30s"
   }
 }
 ```
@@ -25,8 +25,10 @@ These settings manage the resources consumed by remote recoveries. We don’t re
 
 Setting | Default | Description
 :--- | :--- | :---
-`plugins.replication.indices.recovery.chunk_size` | 1MB | The chunk size requested by the follower cluster during file transfer. Specify the chunk size as a value and unit, for example, 10MB, 5KB. 
-`plugins.replication.indices.recovery.parallel_chunks` | 5 | The number of file chunk requests that can be sent in parallel for each recovery. 
-`plugins.replication.indices.recovery.request_timeout` | 60s | The amount of time to wait for individual network requests during the remote recovery process. A single action timeout can cause recovery to fail.
-`plugins.replication.indices.recovery.activity_timeout` | 5m | The amount of time to wait for recovery activity. If the leader cluster doesn't receive recovery requests from the follower for this amount of time, it closes the in-memory resources needed to supply data to the follower during recovery.
+`plugins.replication.follower.index.recovery.chunk_size` | 10MB | The chunk size requested by the follower cluster during file transfer. Specify the chunk size as a value and unit, for example, 10MB, 5KB. See [Supported units]({{site.url}}{{site.baseurl}}/opensearch/units/).
+`plugins.replication.follower.index.recovery.max_concurrent_file_chunks` | 4 | The number of file chunk requests that can be sent in parallel for each recovery. 
+`plugins.replication.follower.index.ops_batch_size` | 5000 | The number of operations that can be fetched at a time during the syncing phase of replication.
+`plugins.replication.follower.concurrent_readers_per_shard` | 2 | The number of concurrent requests from the follower cluster per shard during the syncing phase of replication.
+`plugins.replication.autofollow.fetch_poll_interval` | 30s | How often auto-follow tasks poll the leader cluster for new matching indices.
+`plugins.replication.follower.metadata_sync_interval` | 60s | How often the follower cluster polls the leader cluster for updated index metadata.
 

From bfadd04a182e24ebbbefde670703987f5a9b998f Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 1 Oct 2021 16:41:31 -0700
Subject: [PATCH 050/229] Added a small section for the visual editor

---
 _im-plugin/ism/index.md | 17 ++++++++++++-----
 1 file changed, 12 insertions(+), 5 deletions(-)

diff --git a/_im-plugin/ism/index.md b/_im-plugin/ism/index.md
index f27e2636..0104dc68 100644
--- a/_im-plugin/ism/index.md
+++ b/_im-plugin/ism/index.md
@@ -31,14 +31,21 @@ To get started, choose **Index Management** in OpenSearch Dashboards.
 
 A policy is a set of rules that describes how an index should be managed. For information about creating a policy, see [Policies]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/).
 
+You can use the JSON editor or visual editor to create policies. Compared to the JSON editor, the visual editor offers a more structured way of defining policies by separating the process into creating error notifications, defining ISM templates, and adding states. We recommend using the visual editor if you want to see pre-defined fields such as which actions you can assign to a state or under what conditions a state can transition into a destination state.
+
+#### JSON editor
+
 1. Choose the **Index Policies** tab.
 2. Choose **Create policy**.
-3. In the **Name policy** section, enter a policy ID.
-4. In the **Define policy** section, enter your policy.
-5. Choose **Create**.
+3. Choose **JSON editor**.
+4. In the **Name policy** section, enter a policy ID.
+5. In the **Define policy** section, enter your policy.
+6. Choose **Create**.
 
-After you create a policy, your next step is to attach this policy to an index or indices.
-You can set up an `ism_template` in the policy so when you create an index that matches the ISM template pattern, the index will have this policy attached to it:
+After you create a policy, your next step is to attach it to an index or indices.
+You can set up an `ism_template` in the policy so when an index that matches the ISM template pattern is created, the plugin automatically attaches the policy to the index.
+
+The following example demonstrates how to create a policy that automatically gets attached to all indices whose names start with `index_name-`.
 
 ```json
 PUT _plugins/_ism/policies/policy_id

From 57d7ee0aaa40002b9f0a99878530f220144ada30 Mon Sep 17 00:00:00 2001
From: Omurbek <omurbek.jk@gmail.com>
Date: Sat, 2 Oct 2021 23:53:48 +0300
Subject: [PATCH 051/229] Added missed "template" settings

---
 _im-plugin/ism/policies.md | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/_im-plugin/ism/policies.md b/_im-plugin/ism/policies.md
index ec4bf737..afad9396 100644
--- a/_im-plugin/ism/policies.md
+++ b/_im-plugin/ism/policies.md
@@ -558,9 +558,11 @@ The following sample template policy is for a rollover use case.
    PUT _index_template/ism_rollover
    {
      "index_patterns": ["log*"],
-     "settings": {
-       "plugins.index_state_management.rollover_alias": "log"
-     }
+     "template": {
+      "settings": {
+       "opendistro.index_state_management.rollover_alias": "log"
+      }
+    }
    }
    ```
 
@@ -586,6 +588,12 @@ The following sample template policy is for a rollover use case.
    }
    ```
 
+5. Verify if the policy is attached to the `log-000001` index:
+
+   ```json
+   GET _opendistro/_ism/explain/log-000001?pretty
+   ```
+
 ## Example policy
 
 The following example policy implements a `hot`, `warm`, and `delete` workflow. You can use this policy as a template to prioritize resources to your indices based on their levels of activity.

From 9f74fed5828cd50c945995fc442eb5b593269a91 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Sun, 3 Oct 2021 10:35:18 -0700
Subject: [PATCH 052/229] more updates

---
 _monitoring-plugins/ad/api.md      | 2233 +++++++++++++++++++++++++---
 _monitoring-plugins/ad/index.md    |   19 +-
 _monitoring-plugins/ad/settings.md |   17 +-
 3 files changed, 2049 insertions(+), 220 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index e78c9723..2a8427e3 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -272,10 +272,10 @@ POST _plugins/_anomaly_detection/detectors/_preview
   "period_end": 1614278539000,
   "detector": {
     "name": "test-detector",
-    "description": "test nab_art_daily_jumpsdown",
+    "description": "test server_log",
     "time_field": "timestamp",
     "indices": [
-      "nab_art_daily_jumpsdown"
+      "server_log"
     ],
     "detection_interval": {
       "period": {
@@ -795,7 +795,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
 }
 ```
 
-To query the anomaly results with `task_id`:
+You can query the anomaly results of a historical detector with the `task_id`:
 
 #### Request
 
@@ -885,7 +885,7 @@ GET _plugins/_anomaly_detection/detectors/results/_search
             "time_field": "timestamp",
             "last_update_time": 1612126640448,
             "indices": [
-              "nab_art_daily_jumpsdown"
+              "server_log"
             ],
             "window_delay": {
               "period": {
@@ -939,6 +939,192 @@ GET _plugins/_anomaly_detection/detectors/results/_search
 }
 ```
 
+You can specify the following options.
+
+Options | Description | Type | Required
+:--- | :--- |:--- |:--- |
+`anomalyThreshold` |  Filter out low anomaly grade results. Default is -1. The lowest possible anomaly grade is 0. -1 means that the detector returns all results. | `float` | No
+`dateRangeFilter` |  Specify the date range in: <br> - `startTime` (int): Start time to collect results. Recorded in milliseconds since the Unix Epoch. <br> - `endTime` (int): End time to collect results. Recorded in milliseconds since the Unix Epoch. <br> - `fieldName` (string): The field that you want to match the start and end time. | `object` | Yes
+`entity` | If not empty, the parameter contains the entity name and value. Default is empty. <br> - `name` (string): Field name that you want to search in. <br> - `value` (string): Entity value that you want to search for. | `object` | No
+`sort`  |  If not empty, sorts the result by a field in a certain order.  Default is empty. Properties of `sort`:<br> - `direction` (string): Specify "desc" or "asc" for descending or ascending order. <br> - `field` (string): Order the results by a field. | `object` | No
+
+---
+
+## Search detector tasks
+Introduced 1.1
+{: .label .label-purple }
+
+Searches detector tasks.
+
+#### Request
+
+```json
+POST _plugins/_anomaly_detection/detectors/tasks/_search
+{
+  "query": {
+    "bool": {
+      "filter": [
+        {
+          "term": {
+            "detector_id": {
+              "value": "_6WPu3cBBnauGn7oxUAv"
+            }
+          }
+        },
+        {
+          "term": {
+            "task_type": {
+              "value": "HISTORICAL_HC_DETECTOR"
+            }
+          }
+        }
+      ]
+    }
+  },
+  "sort": [
+    {
+      "execution_start_time": {
+        "order": "desc"
+      }
+    }
+  ]
+}
+```
+
+
+#### Sample response
+
+```json
+{
+  "took" : 5,
+  "timed_out" : false,
+  "_shards" : {
+    "total" : 1,
+    "successful" : 1,
+    "skipped" : 0,
+    "failed" : 0
+  },
+  "hits" : {
+    "total" : {
+      "value" : 1,
+      "relation" : "eq"
+    },
+    "max_score" : null,
+    "hits" : [
+      {
+        "_index" : ".opendistro-anomaly-detection-state",
+        "_type" : "_doc",
+        "_id" : "TM3tOHwBCi2h__AOXlyQ",
+        "_version" : 3,
+        "_seq_no" : 14,
+        "_primary_term" : 1,
+        "_score" : null,
+        "_source" : {
+          "detector_id" : "rlDtOHwBD5tpxlbyW7Nt",
+          "error" : "",
+          "detection_date_range" : {
+            "start_time" : 1632437852100,
+            "end_time" : 1633042652100
+          },
+          "task_progress" : 0.5,
+          "last_update_time" : 1633042667358,
+          "execution_start_time" : 1633042652810,
+          "state" : "RUNNING",
+          "coordinating_node" : "2hEGbUw6ShaiKe05n_xLdA",
+          "task_type" : "HISTORICAL_HC_DETECTOR",
+          "started_by" : "admin",
+          "init_progress" : 0.0,
+          "is_latest" : true,
+          "detector" : {
+            "category_field" : [
+              "type"
+            ],
+            "description" : "test",
+            "ui_metadata" : {
+              "features" : {
+                "test-feature" : {
+                  "aggregationBy" : "sum",
+                  "aggregationOf" : "value",
+                  "featureType" : "simple_aggs"
+                }
+              },
+              "filters" : [ ]
+            },
+            "feature_attributes" : [
+              {
+                "feature_id" : "7VDtOHwBD5tpxlbyWqPs",
+                "feature_enabled" : true,
+                "feature_name" : "test-feature",
+                "aggregation_query" : {
+                  "test_feature" : {
+                    "sum" : {
+                      "field" : "value"
+                    }
+                  }
+                }
+              }
+            ],
+            "schema_version" : 0,
+            "time_field" : "timestamp",
+            "last_update_time" : 1633042652012,
+            "indices" : [
+              "server_log"
+            ],
+            "window_delay" : {
+              "period" : {
+                "unit" : "Minutes",
+                "interval" : 1
+              }
+            },
+            "detection_interval" : {
+              "period" : {
+                "unit" : "Minutes",
+                "interval" : 5
+              }
+            },
+            "name" : "test-detector",
+            "filter_query" : {
+              "match_all" : {
+                "boost" : 1.0
+              }
+            },
+            "shingle_size" : 8,
+            "user" : {
+              "backend_roles" : [
+                "admin"
+              ],
+              "custom_attribute_names" : [ ],
+              "roles" : [
+                "own_index",
+                "all_access"
+              ],
+              "name" : "admin",
+              "user_requested_tenant" : null
+            },
+            "detector_type" : "MULTI_ENTITY"
+          },
+          "user" : {
+            "backend_roles" : [
+              "admin"
+            ],
+            "custom_attribute_names" : [ ],
+            "roles" : [
+              "own_index",
+              "all_access"
+            ],
+            "name" : "admin",
+            "user_requested_tenant" : "__user__"
+          }
+        },
+        "sort" : [
+          1633042652810
+        ]
+      }
+    ]
+  }
+}
+```
+
 
 ---
 
@@ -976,6 +1162,218 @@ DELETE _plugins/_anomaly_detection/detectors/<detectorId>
 }
 ```
 
+---
+
+## Delete detector results
+Introduced 1.1
+{: .label .label-purple }
+
+Deletes a detector results based on a query.
+
+#### Request
+
+```json
+DELETE _plugins/_anomaly_detection/detectors/results
+
+{
+  "query": {
+    "bool": {
+      "filter": [
+        {
+          "term": {
+            "detector_id": {
+              "value": "rlDtOHwBD5tpxlbyW7Nt"
+            }
+          }
+        },
+        {
+          "term": {
+            "task_id": {
+              "value": "TM3tOHwBCi2h__AOXlyQ"
+            }
+          }
+        },
+        {
+          "range": {
+            "data_start_time": {
+              "lte": 1632441600000
+            }
+          }
+        }
+      ]
+    }
+  }
+}
+```
+
+
+#### Sample response
+
+```json
+{
+  "took" : 48,
+  "timed_out" : false,
+  "total" : 28,
+  "updated" : 0,
+  "created" : 0,
+  "deleted" : 28,
+  "batches" : 1,
+  "version_conflicts" : 0,
+  "noops" : 0,
+  "retries" : {
+    "bulk" : 0,
+    "search" : 0
+  },
+  "throttled_millis" : 0,
+  "requests_per_second" : -1.0,
+  "throttled_until_millis" : 0,
+  "failures" : [ ]
+}
+```
+
+---
+
+## Validate detector
+Introduced 1.1
+{: .label .label-purple }
+
+Validates detector before creating. This API shows you any invalid fields in your configuration and also recommendations on how to fix it.
+
+#### Request
+
+```json
+POST _plugins/_anomaly_detection/detectors/_validate/detector,model
+{
+  "name": "test-detector",
+  "description": "Test detector",
+  "time_field": "timestamp",
+  "indices": [
+    "order*"
+  ],
+  "feature_attributes": [
+    {
+      "feature_name": "total_order",
+      "feature_enabled": true,
+      "aggregation_query": {
+        "total_order": {
+          "sum": {
+            "field": "value"
+          }
+        }
+      }
+    }
+  ],
+  "filter_query": {
+    "bool": {
+      "filter": [
+        {
+          "exists": {
+            "field": "value",
+            "boost": 1
+          }
+        }
+      ],
+      "adjust_pure_negative": true,
+      "boost": 1
+    }
+  },
+  "detection_interval": {
+    "period": {
+      "interval": 1,
+      "unit": "Minutes"
+    }
+  },
+  "window_delay": {
+    "period": {
+      "interval": 1,
+      "unit": "Minutes"
+    }
+  },
+  "category_field": [
+    "hc_field"
+  ],
+  "shingle_size": 8
+}
+```
+
+
+#### Sample response
+
+```json
+{
+  "detector": {
+    "name": {
+      "message": "name should be set|duplicate"
+    },
+    "time_field": {
+      "message": "time_field should be set missing|not_exist"
+    },
+    "indices": {
+      "message": "should be set|not_exist|empty"
+    },
+    "feature_attributes": {
+      // exist when message is "there exists non-numeric field"
+      [Optional]"problematic_feature_name1": {
+        "message": "{field} is invalid with {exceptionMessage}"
+      }
+      "problematic_feature_name2": {
+        "message": "{field} is invalid with {exceptionMessage}"
+      },
+      "message": "there exists non-numeric field|duplicate feature names|over 5 features|duplicate feature aggregation query names"
+    },
+    "detection_interval": {
+      "message": "detection_interval should be set|Interval should be non-negative|unit is not supported"
+    },
+    "category_field": {
+      "message": "must only 1 field, and must be IP address or keyword type"
+    },    
+    "shingle_size": {
+      "message": "must be between 1 and 1000"
+    },
+  },
+  "model": {
+    "filter_query": {
+      "message": "data is too sparse after filter_query is applied"
+    },
+    "detection_interval": {
+      // exists when suggested value can be found
+      [Optional]"suggested_value": {
+        "period": {
+          "interval": 1,
+          "unit": "Minutes"
+        }
+      }
+      "message": "use suggested value|no suggested value found, ingest more data"
+    },
+    "category_field": {
+      "message": "data with {category_field} is too sparse, ingest more data"
+    },
+    "feature_attributes": {
+      "problematic_feature_name1": {
+        "message": "data is too sparse, ingest more data with this {field}"
+      }
+      "problematic_feature_name2": {
+        "message": "data is too sparse, ingest more data with this {field}"
+      },
+      "message": "data is too sparse, ingest more data"
+    },
+    "memory": {
+      "message": "model size exceeds memory limit, please stop/delete unused detectors, or reduce shingle size or number of features"
+    },
+    "window_delay": {
+      // exists when suggested value can be found
+      [Optional]"suggested_value": {
+        "period": {
+          "interval": 1,
+          "unit": "Minutes"
+        }
+      },
+      "message": "use suggested value(if it exists), and ingest more data if possible"
+    }
+  }
+}
+
+```
 
 ---
 
@@ -1100,56 +1498,6 @@ PUT _plugins/_anomaly_detection/detectors/<detectorId>
 }
 ```
 
-To update a historical detector:
-
-#### Request
-
-```json
-PUT _plugins/_anomaly_detection/detectors/<detectorId>
-{
-  "name": "test1",
-  "description": "test historical detector",
-  "time_field": "timestamp",
-  "indices": [
-    "nab_art_daily_jumpsdown"
-  ],
-  "filter_query": {
-    "match_all": {
-      "boost": 1
-    }
-  },
-  "detection_interval": {
-    "period": {
-      "interval": 1,
-      "unit": "Minutes"
-    }
-  },
-  "window_delay": {
-    "period": {
-      "interval": 1,
-      "unit": "Minutes"
-    }
-  },
-  "feature_attributes": [
-    {
-      "feature_name": "F1",
-      "feature_enabled": true,
-      "aggregation_query": {
-        "f_1": {
-          "sum": {
-            "field": "value"
-          }
-        }
-      }
-    }
-  ],
-  "detection_date_range": {
-    "start_time": 1577840401000,
-    "end_time": 1606121925000
-  }
-}
-```
-
 ---
 
 ## Get detector
@@ -1238,80 +1586,133 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
 
 ```json
 {
-  "_id" : "m4ccEnIBTXsGi3mvMt9p",
-  "_version" : 1,
-  "_primary_term" : 1,
-  "_seq_no" : 3,
-  "anomaly_detector" : {
-    "name" : "test-detector",
-    "description" : "Test detector",
-    "time_field" : "timestamp",
-    "indices" : [
-      "order*"
-    ],
-    "filter_query" : {
-      "bool" : {
-        "filter" : [
-          {
-            "exists" : {
-              "field" : "value",
-              "boost" : 1.0
-            }
-          }
+    "_id": "LJxGsXcBoDQA8W1Q--A1",
+    "_version": 1,
+    "_primary_term": 1,
+    "_seq_no": 0,
+    "anomaly_detector": {
+        "name": "test2",
+        "description": "test",
+        "time_field": "timestamp",
+        "indices": [
+            "server_log"
         ],
-        "adjust_pure_negative" : true,
-        "boost" : 1.0
-      }
-    },
-    "detection_interval" : {
-      "period" : {
-        "interval" : 1,
-        "unit" : "Minutes"
-      }
-    },
-    "window_delay" : {
-      "period" : {
-        "interval" : 1,
-        "unit" : "Minutes"
-      }
-    },
-    "schema_version" : 0,
-    "feature_attributes" : [
-      {
-        "feature_id" : "mYccEnIBTXsGi3mvMd8_",
-        "feature_name" : "total_order",
-        "feature_enabled" : true,
-        "aggregation_query" : {
-          "total_order" : {
-            "sum" : {
-              "field" : "value"
+        "filter_query": {
+            "match_all": {
+                "boost": 1.0
             }
-          }
+        },
+        "detection_interval": {
+            "period": {
+                "interval": 1,
+                "unit": "Minutes"
+            }
+        },
+        "window_delay": {
+            "period": {
+                "interval": 1,
+                "unit": "Minutes"
+            }
+        },
+        "shingle_size": 8,
+        "schema_version": 0,
+        "feature_attributes": [
+            {
+                "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
+                "feature_name": "F1",
+                "feature_enabled": *true*,
+                "aggregation_query": {
+                    "f_1": {
+                        "sum": {
+                            "field": "value"
+                        }
+                    }
+                }
+            }
+        ],
+        "last_update_time": 1613586955060,
+        "detector_type": "MULTI_ENTITY"
+    },
+    "anomaly_detector_job": {
+        "name": "LJxGsXcBoDQA8W1Q--A1",
+        "schedule": {
+            "interval": {
+                "start_time": 1613587220387,
+                "period": 1,
+                "unit": "Minutes"
+            }
+        },
+        "window_delay": {
+            "period": {
+                "interval": 1,
+                "unit": "Minutes"
+            }
+        },
+        "enabled": *false*,
+        "enabled_time": 1613587220387,
+        "last_update_time": 1613587289169,
+        "lock_duration_seconds": 60,
+        "disabled_time": 1613587289169
+    },
+    "anomaly_detection_task": {
+        "task_id": "WZ5LsXcBoDQA8W1QmUa3",
+        "last_update_time": 1613587349022,
+        "error": "Task cancelled by user",
+        "state": "STOPPED",
+        "detector_id": "LJxGsXcBoDQA8W1Q--A1",
+        "task_progress": 0.26321793,
+        "init_progress": 1.0,
+        "current_piece": 1611030900000,
+        "execution_start_time": 1613587257783,
+        "execution_end_time": 1613587349022,
+        "is_latest": *true*,
+        "task_type": "HISTORICAL",
+        "coordinating_node": "NSw5j-3YQeGkH8KESVKlzw",
+        "worker_node": "NSw5j-3YQeGkH8KESVKlzw",
+        "detector": {
+            "name": "test2",
+            "description": "test",
+            "time_field": "timestamp",
+            "indices": [
+                "server_log"
+            ],
+            "filter_query": {
+                "match_all": {
+                    "boost": 1.0
+                }
+            },
+            "detection_interval": {
+                "period": {
+                    "interval": 1,
+                    "unit": "Minutes"
+                }
+            },
+            "window_delay": {
+                "period": {
+                    "interval": 1,
+                    "unit": "Minutes"
+                }
+            },
+            "shingle_size": 8,
+            "schema_version": 0,
+            "feature_attributes": [
+                {
+                    "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
+                    "feature_name": "F1",
+                    "feature_enabled": *true*,
+                    "aggregation_query": {
+                        "f_1": {
+                            "sum": {
+                                "field": "value"
+                            }
+                        }
+                    }
+                }
+            ],
+            "last_update_time": 1613586955060,
+            "detector_type": "MULTI_ENTITY"
         }
-      }
-    ],
-    "last_update_time" : 1589441737319
-  },
-  "anomaly_detector_job" : {
-    "name" : "m4ccEnIBTXsGi3mvMt9p",
-    "schedule" : {
-      "interval" : {
-        "start_time" : 1589442051271,
-        "period" : 1,
-        "unit" : "Minutes"
-      }
-    },
-    "window_delay" : {
-      "period" : {
-        "interval" : 1,
-        "unit" : "Minutes"
-      }
-    },
-    "enabled" : true,
-    "enabled_time" : 1589442051271,
-    "last_update_time" : 1589442051271,
-    "lock_duration_seconds" : 60
-  }
+    }
 }
 ```
 
@@ -1336,7 +1737,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
     "description": "test",
     "time_field": "timestamp",
     "indices": [
-      "nab*"
+      "ser*"
     ],
     "filter_query": {
       "match_all": {
@@ -1419,7 +1820,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
       "description": "test",
       "time_field": "timestamp",
       "indices": [
-        "nab*"
+        "ser*"
       ],
       "filter_query": {
         "match_all": {
@@ -1513,16 +1914,24 @@ GET _plugins/_anomaly_detection/detectors/_search
 POST _plugins/_anomaly_detection/detectors/_search
 
 Sample Input:
+
 {
   "query": {
-    "match": {
-      "name": "test-detector"
+    "bool": {
+      "filter": [
+        {
+          "terms": {
+            "indices": [
+              "server_log"
+            ]
+          }
+        }
+      ]
     }
   }
 }
 ```
 
-
 #### Sample response
 
 ```json
@@ -1627,82 +2036,864 @@ GET _plugins/_anomaly_detection/stats/<stat>
 
 ```json
 {
-  "_nodes" : {
-    "total" : 3,
-    "successful" : 3,
-    "failed" : 0
-  },
-  "cluster_name" : "multi-node-run",
-  "anomaly_detectors_index_status" : "green",
-  "detector_count" : 1,
-  "models_checkpoint_index_status" : "green",
-  "anomaly_results_index_status" : "green",
-  "nodes" : {
-    "IgWDUfzFRzW0FWAXM5FGJw" : {
-      "ad_execute_request_count" : 8,
-      "ad_execute_failure_count" : 7,
-      "models" : [
+  "anomaly_detectors_index_status": "yellow",
+  "anomaly_detection_state_status": "yellow",
+  "single_entity_detector_count": 0,
+  "detector_count": 1,
+  "multi_entity_detector_count": 0,
+  "anomaly_detection_job_index_status": "yellow",
+  "models_checkpoint_index_status": "yellow",
+  "anomaly_results_index_status": "yellow",
+  "nodes": {
+    "hhfW2ZNVTJCtbs8rO-nF4g": {
+      "ad_execute_request_count": 6,
+      "models": [
         {
-          "detector_id" : "m4ccEnIBTXsGi3mvMt9p",
-          "model_type" : "rcf",
-          "model_id" : "m4ccEnIBTXsGi3mvMt9p_model_rcf_0"
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578975,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_ic43SHH11NWr32xXgjRFwg",
+          "last_checkpoint_time": 1629827339211,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_2"
+            },
+            {
+              "name": "service",
+              "value": "app_6"
+            }
+          ]
         },
         {
-          "detector_id" : "m4ccEnIBTXsGi3mvMt9p",
-          "model_type" : "threshold",
-          "model_id" : "m4ccEnIBTXsGi3mvMt9p_model_threshold"
-        }
-      ]
-    },
-    "y7YUQWukQEWOYbfdEq13hQ" : {
-      "ad_execute_request_count" : 0,
-      "ad_execute_failure_count" : 0,
-      "models" : [ ]
-    },
-    "cDcGNsPoRAyRMlPP1m-vZw" : {
-      "ad_execute_request_count" : 0,
-      "ad_execute_failure_count" : 0,
-      "models" : [
-        {
-          "detector_id" : "m4ccEnIBTXsGi3mvMt9p",
-          "model_type" : "rcf",
-          "model_id" : "m4ccEnIBTXsGi3mvMt9p_model_rcf_2"
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578975,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_k2gq2eRP0vTV2LNNyFdIqg",
+          "last_checkpoint_time": 1629827339733,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_1"
+            },
+            {
+              "name": "service",
+              "value": "app_0"
+            }
+          ]
         },
         {
-          "detector_id" : "m4ccEnIBTXsGi3mvMt9p",
-          "model_type" : "rcf",
-          "model_id" : "m4ccEnIBTXsGi3mvMt9p_model_rcf_1"
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578980,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_DOze7d0HnK3K54g3Emk1XA",
+          "last_checkpoint_time": 1629827343186,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_2"
+            },
+            {
+              "name": "service",
+              "value": "app_3"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578977,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_NgGmglQvOMQQciDdPxN_Ig",
+          "last_checkpoint_time": 1629827340961,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_3"
+            },
+            {
+              "name": "service",
+              "value": "app_5"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578977,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_oTdcenY1L5bqa6chUxg7xw",
+          "last_checkpoint_time": 1629827340263,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_1"
+            },
+            {
+              "name": "service",
+              "value": "app_1"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578979,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_zxSqAWv5Iz19v-Hnqhrwrw",
+          "last_checkpoint_time": 1629827342814,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_1"
+            },
+            {
+              "name": "service",
+              "value": "app_5"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578976,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_Yu8X2rA39lhjYzqebjLxhQ",
+          "last_checkpoint_time": 1629827339992,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_2"
+            },
+            {
+              "name": "service",
+              "value": "app_1"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578978,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_6SvF11RCqf7HYbY56BnFKA",
+          "last_checkpoint_time": 1629827341806,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_3"
+            },
+            {
+              "name": "service",
+              "value": "app_2"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578980,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_3S8k6q_DLFhw3hboko3dfw",
+          "last_checkpoint_time": 1629827343371,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_1"
+            },
+            {
+              "name": "service",
+              "value": "app_3"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578978,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_0uafBokvEYuncGbjP3D2qA",
+          "last_checkpoint_time": 1629827342302,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_2"
+            },
+            {
+              "name": "service",
+              "value": "app_5"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578977,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_93DEK2PooWlHF6gkh-0hIA",
+          "last_checkpoint_time": 1629827340727,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_2"
+            },
+            {
+              "name": "service",
+              "value": "app_4"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578975,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_FuqXh0HBXlPhKepOc6JADQ",
+          "last_checkpoint_time": 1629827338908,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_3"
+            },
+            {
+              "name": "service",
+              "value": "app_6"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578979,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_B4zrbSQ1-pvdBLx0FzQxvw",
+          "last_checkpoint_time": 1629827342611,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_3"
+            },
+            {
+              "name": "service",
+              "value": "app_3"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578978,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_xm_gKBMKlgymKcoqZyXT8A",
+          "last_checkpoint_time": 1629827341365,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_2"
+            },
+            {
+              "name": "service",
+              "value": "app_0"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578978,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_OnZ4CP-yJF5llO57gUjM6w",
+          "last_checkpoint_time": 1629827341599,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_3"
+            },
+            {
+              "name": "service",
+              "value": "app_1"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578977,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_E_uWreoeJpGrAMMaitg8BA",
+          "last_checkpoint_time": 1629827340418,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_3"
+            },
+            {
+              "name": "service",
+              "value": "app_4"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578979,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_OIsxy2nXMVdngK6Vv3X0uw",
+          "last_checkpoint_time": 1629827342444,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_2"
+            },
+            {
+              "name": "service",
+              "value": "app_2"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578978,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_I0L8K8ktyVnyL59CVFCLVQ",
+          "last_checkpoint_time": 1629827342068,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_1"
+            },
+            {
+              "name": "service",
+              "value": "app_4"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578975,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_ZoNYVJsq5ry6e-SWXmAt1Q",
+          "last_checkpoint_time": 1629827339435,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_1"
+            },
+            {
+              "name": "service",
+              "value": "app_6"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578978,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_qo2ANH_NS7Bg8iV4AJpHOw",
+          "last_checkpoint_time": 1629827341187,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_3"
+            },
+            {
+              "name": "service",
+              "value": "app_0"
+            }
+          ]
+        },
+        {
+          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
+          "model_type": "entity",
+          "last_used_time": 1629827578980,
+          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_412FoQwCykWTAhjVfDGQDg",
+          "last_checkpoint_time": 1629827342983,
+          "entity": [
+            {
+              "name": "host",
+              "value": "server_1"
+            },
+            {
+              "name": "service",
+              "value": "app_2"
+            }
+          ]
         }
-      ]
+      ],
+      "ad_canceled_batch_task_count": 0,
+      "ad_hc_execute_request_count": 6,
+      "ad_hc_execute_failure_count": 0,
+      "model_count": 21,
+      "ad_execute_failure_count": 0,
+      "ad_batch_task_failure_count": 0,
+      "ad_total_batch_task_execution_count": 0,
+      "ad_executing_batch_task_count": 0
     }
   }
 }
 ```
 
+The `model_count` parameter shows the total number of models running on each node’s memory.
 Historical detectors contain additional fields:
 
+- `ad_total_batch_task_execution_count`
+- `ad_executing_batch_task_count`
+- `ad_canceled_batch_task_count`
+- `ad_batch_task_failure_count`
+
 #### Sample response
 
 ```json
 {
-  "anomaly_detectors_index_status": "yellow",
-  "anomaly_detection_state_status": "yellow",
-  "historical_detector_count": 3,
-  "detector_count": 7,
-  "anomaly_detection_job_index_status": "yellow",
-  "models_checkpoint_index_status": "yellow",
-  "anomaly_results_index_status": "yellow",
+  "anomaly_detectors_index_status": "green",
+  "anomaly_detection_state_status": "green",
+  "single_entity_detector_count": 0,
+  "detector_count": 1,
+  "multi_entity_detector_count": 1,
+  "anomaly_detection_job_index_status": "green",
+  "models_checkpoint_index_status": "green",
+  "anomaly_results_index_status": "green",
   "nodes": {
-    "Mz9HDZnuQwSCw0UiisxwWg": {
+    "bCtWtxWPThq0BIn5P5I4Xw": {
       "ad_execute_request_count": 0,
-      "models": [],
-      "ad_canceled_batch_task_count": 2,
+      "models": [
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152729,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error20",
+          "last_checkpoint_time": 1633043556222,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error20"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152767,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error31",
+          "last_checkpoint_time": 1633043855146,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error31"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152729,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error21",
+          "last_checkpoint_time": 1633043555143,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error21"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152727,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error13",
+          "last_checkpoint_time": 1633043554046,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error13"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152753,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error24",
+          "last_checkpoint_time": 1633043853986,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error24"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152792,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error25",
+          "last_checkpoint_time": 1633043857320,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error25"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152779,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error28",
+          "last_checkpoint_time": 1633043856244,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error28"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152732,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error16",
+          "last_checkpoint_time": 1633043557253,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error16"
+            }
+          ]
+        }
+      ],
+      "ad_canceled_batch_task_count": 0,
       "ad_hc_execute_request_count": 0,
       "ad_hc_execute_failure_count": 0,
+      "model_count": 8,
       "ad_execute_failure_count": 0,
       "ad_batch_task_failure_count": 0,
-      "ad_executing_batch_task_count": 1,
-      "ad_total_batch_task_count": 8
+      "ad_total_batch_task_execution_count": 15,
+      "ad_executing_batch_task_count": 3
+    },
+    "dIyavWhmSYWGz65b4u-lpQ": {
+      "ad_execute_request_count": 0,
+      "models": [
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152729,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error3",
+          "last_checkpoint_time": 1633043256013,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error3"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152727,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error1",
+          "last_checkpoint_time": 1633043254819,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error1"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152735,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error22",
+          "last_checkpoint_time": 1633043557023,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error22"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152750,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error32",
+          "last_checkpoint_time": 1633043854080,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error32"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152784,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error23",
+          "last_checkpoint_time": 1633043857463,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error23"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152774,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error26",
+          "last_checkpoint_time": 1633043856308,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error26"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152734,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error14",
+          "last_checkpoint_time": 1633043555939,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error14"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152731,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error9",
+          "last_checkpoint_time": 1633043257214,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error9"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152730,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error19",
+          "last_checkpoint_time": 1633043553882,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error19"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152732,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error18",
+          "last_checkpoint_time": 1633043554874,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error18"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152763,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error29",
+          "last_checkpoint_time": 1633043855226,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error29"
+            }
+          ]
+        }
+      ],
+      "ad_canceled_batch_task_count": 0,
+      "ad_hc_execute_request_count": 0,
+      "ad_hc_execute_failure_count": 0,
+      "model_count": 11,
+      "ad_execute_failure_count": 0,
+      "ad_batch_task_failure_count": 0,
+      "ad_total_batch_task_execution_count": 14,
+      "ad_executing_batch_task_count": 3
+    },
+    "2hEGbUw6ShaiKe05n_xLdA": {
+      "ad_execute_request_count": 5,
+      "models": [
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152714,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error5",
+          "last_checkpoint_time": 1633043256689,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error5"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152711,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error6",
+          "last_checkpoint_time": 1633043254281,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error6"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152716,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error4",
+          "last_checkpoint_time": 1633043257797,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error4"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152709,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error2",
+          "last_checkpoint_time": 1633043260938,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error2"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152742,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error30",
+          "last_checkpoint_time": 1633043853983,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error30"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152725,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error11",
+          "last_checkpoint_time": 1633043263038,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error11"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152712,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error10",
+          "last_checkpoint_time": 1633043255533,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error10"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152719,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error7",
+          "last_checkpoint_time": 1633043258826,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error7"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152708,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error8",
+          "last_checkpoint_time": 1633043259841,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error8"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152721,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error12",
+          "last_checkpoint_time": 1633043261989,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error12"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152720,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error15",
+          "last_checkpoint_time": 1633043553786,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error15"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152724,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error17",
+          "last_checkpoint_time": 1633043554909,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error17"
+            }
+          ]
+        },
+        {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "model_type": "entity",
+          "last_used_time": 1633044152751,
+          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
+          "last_checkpoint_time": 1633043855105,
+          "entity": [
+            {
+              "name": "type",
+              "value": "error27"
+            }
+          ]
+        }
+      ],
+      "ad_canceled_batch_task_count": 0,
+      "ad_hc_execute_request_count": 5,
+      "ad_hc_execute_failure_count": 0,
+      "model_count": 13,
+      "ad_execute_failure_count": 0,
+      "ad_batch_task_failure_count": 0,
+      "ad_total_batch_task_execution_count": 14,
+      "ad_executing_batch_task_count": 3
     }
   }
 }
@@ -1946,7 +3137,7 @@ It also helps track the initialization percentage, the required shingles, and th
 GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/
 GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
 GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type>
-GET /_plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type1>,<type2>
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type1>,<type2>
 ```
 
 #### Sample Responses
@@ -1963,35 +3154,648 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
 
 {
   "state": "RUNNING",
+  "error": "",
   "models": [
     {
-      "model_id": "cneh7HEBHPICjJIdXdrR_model_rcf_2",
-      "model_size_in_bytes": 4456448,
-      "node_id": "VS29z70PSzOdHiEw4SoV9Q"
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error20",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error20"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
     },
     {
-      "model_id": "cneh7HEBHPICjJIdXdrR_model_rcf_1",
-      "model_size_in_bytes": 4456448,
-      "node_id": "VS29z70PSzOdHiEw4SoV9Q"
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error31",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error31"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
     },
     {
-      "model_id": "cneh7HEBHPICjJIdXdrR_model_threshold",
-      "node_id": "Og23iUroTdKrkwS-y89zLw"
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error21",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error21"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
     },
     {
-      "model_id": "cneh7HEBHPICjJIdXdrR_model_rcf_0",
-      "model_size_in_bytes": 4456448,
-      "node_id": "Og23iUroTdKrkwS-y89zLw"
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error13",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error13"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error24",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error24"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error25",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error25"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error28",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error28"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error16",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error16"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error3",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error3"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error1",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error1"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error22",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error22"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error32",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error32"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error23",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error23"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error26",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error26"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error14",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error14"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error9",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error9"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error19",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error19"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error18",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error18"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error29",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error29"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error5",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error5"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error6",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error6"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error4",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error4"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error2",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error2"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error30",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error30"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error11",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error11"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error10",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error10"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error7",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error7"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error8",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error8"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error12",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error12"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error15",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error15"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error17",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error17"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    },
+    {
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
+      "entity": [
+        {
+          "name": "type",
+          "value": "error27"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
     }
   ],
-  "shingle_size": 8,
-  "coordinating_node": "Og23iUroTdKrkwS-y89zLw",
-  "total_size_in_bytes": 13369344,
+  "total_size_in_bytes": 12911712,
   "init_progress": {
-    "percentage": "70%",
-    "estimated_minutes_left": 77,
-    "needed_shingles": 77
-  }
+    "percentage": "100%"
+  },
+  "total_entities": 33,
+  "active_entities": 32,
+  "ad_task": {
+    "ad_task": {
+      "task_id": "Os4HOXwBCi2h__AONgpc",
+      "last_update_time": 1633044347855,
+      "started_by": "admin",
+      "state": "RUNNING",
+      "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+      "task_progress": 0,
+      "init_progress": 0,
+      "execution_start_time": 1633044346460,
+      "is_latest": true,
+      "task_type": "HISTORICAL_HC_DETECTOR",
+      "coordinating_node": "2hEGbUw6ShaiKe05n_xLdA",
+      "detector": {
+        "name": "test-detector",
+        "description": "test",
+        "time_field": "timestamp",
+        "indices": [
+          "server_log"
+        ],
+        "filter_query": {
+          "match_all": {
+            "boost": 1
+          }
+        },
+        "detection_interval": {
+          "period": {
+            "interval": 5,
+            "unit": "Minutes"
+          }
+        },
+        "window_delay": {
+          "period": {
+            "interval": 1,
+            "unit": "Minutes"
+          }
+        },
+        "shingle_size": 8,
+        "schema_version": 0,
+        "feature_attributes": [
+          {
+            "feature_id": "7VDtOHwBD5tpxlbyWqPs",
+            "feature_name": "test-feature",
+            "feature_enabled": true,
+            "aggregation_query": {
+              "test_feature": {
+                "sum": {
+                  "field": "value"
+                }
+              }
+            }
+          }
+        ],
+        "ui_metadata": {
+          "features": {
+            "test-feature": {
+              "aggregationBy": "sum",
+              "aggregationOf": "value",
+              "featureType": "simple_aggs"
+            }
+          },
+          "filters": []
+        },
+        "last_update_time": 1633042652012,
+        "category_field": [
+          "type"
+        ],
+        "user": {
+          "name": "admin",
+          "backend_roles": [
+            "admin"
+          ],
+          "roles": [
+            "own_index",
+            "all_access"
+          ],
+          "custom_attribute_names": [],
+          "user_requested_tenant": null
+        },
+        "detector_type": "MULTI_ENTITY"
+      },
+      "detection_date_range": {
+        "start_time": 1632437820000,
+        "end_time": 1633042620000
+      },
+      "user": {
+        "name": "admin",
+        "backend_roles": [
+          "admin"
+        ],
+        "roles": [
+          "own_index",
+          "all_access"
+        ],
+        "custom_attribute_names": [],
+        "user_requested_tenant": "__user__"
+      }
+    },
+    "node_id": "2hEGbUw6ShaiKe05n_xLdA",
+    "task_id": "Os4HOXwBCi2h__AONgpc",
+    "task_type": "HISTORICAL_HC_DETECTOR",
+    "detector_task_slots": 10,
+    "total_entities_count": 32,
+    "pending_entities_count": 22,
+    "running_entities_count": 10,
+    "running_entities": [
+      "error9",
+      "error8",
+      "error7",
+      "error6",
+      "error5",
+      "error4",
+      "error32",
+      "error31",
+      "error30",
+      "error3"
+    ],
+    "entity_task_profiles": [
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "bCtWtxWPThq0BIn5P5I4Xw",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error6"
+          }
+        ],
+        "task_id": "P84HOXwBCi2h__AOOgrC",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "bCtWtxWPThq0BIn5P5I4Xw",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error5"
+          }
+        ],
+        "task_id": "QM4HOXwBCi2h__AOOgre",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "bCtWtxWPThq0BIn5P5I4Xw",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error9"
+          }
+        ],
+        "task_id": "PM4HOXwBCi2h__AOOgp3",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error31"
+          }
+        ],
+        "task_id": "LM4HOXwBCi2h__AOOw7v",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error4"
+          }
+        ],
+        "task_id": "Kc4HOXwBCi2h__AOOw6Y",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error30"
+          }
+        ],
+        "task_id": "Lc4HOXwBCi2h__AOPA4R",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error8"
+          }
+        ],
+        "task_id": "Pc4HOXwBCi2h__AOOgqJ",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "2hEGbUw6ShaiKe05n_xLdA",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error3"
+          }
+        ],
+        "task_id": "Fs4HOXwBCi2h__AOPBLH",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "2hEGbUw6ShaiKe05n_xLdA",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error32"
+          }
+        ],
+        "task_id": "Ks4HOXwBCi2h__AOOw7D",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "2hEGbUw6ShaiKe05n_xLdA",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error7"
+          }
+        ],
+        "task_id": "Ps4HOXwBCi2h__AOOgqh",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      }
+    ]
+  },
+  "model_count": 32
 }
 
 GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_bytes
@@ -2001,6 +3805,8 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_by
 }
 ```
 
+The `model_count` parameter shows the total number of models that a detector runs in memory. This is useful if you have several models running on your cluster and want to know the count.
+
 If you configured the category field, you can see the number of unique values in the field and all active entities with models running in memory.
 
 You can use this data to estimate how much memory is required for anomaly detection so you can decide how to size your cluster. For example, if a detector has one million entities and only 10 of them are active in memory, you need to scale your cluster up or out.
@@ -2008,7 +3814,7 @@ You can use this data to estimate how much memory is required for anomaly detect
 #### Request
 
 ```json
-GET /_plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
 
 {
   "state": "RUNNING",
@@ -2058,6 +3864,10 @@ GET /_plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&prett
 }
 ```
 
+The `total_entities` parameter shows you the total number of entities including the number of category fields for a detector.
+
+Getting the total count of entities is an expensive operation for a detector with more than one category field. By default, a real-time detector counts the number of entities up to a value of 10,000 and a historical detector counts the number of entities up to a value of 1,000.
+
 The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`.
 
 If there are no anomaly results for an entity, either the entity doesn't have any sample data or its model is removed from the model cache.
@@ -2067,7 +3877,20 @@ If there are no anomaly results for an entity, either the entity doesn't have an
 #### Request
 
 ```json
-GET /_plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&entity=i-00f28ec1eb8997686
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
+{
+  "entity": [
+    {
+      "name": "host",
+      "value": "i-00f28ec1eb8997686"
+    }
+  ]
+}
+```
+
+#### Sample Responses
+
+```json
 {
   "category_field": "host",
   "value": "i-00f28ec1eb8997686",
@@ -2116,7 +3939,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/ad_task
         "description": "test",
         "time_field": "timestamp",
         "indices": [
-          "nab_art_daily_jumpsdown"
+          "server_log"
         ],
         "filter_query": {
           "match_all": {
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index cdd8fc89..87417e0f 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -73,10 +73,14 @@ Only a certain number of unique entities are supported in the category field. Us
 (data nodes * heap size * anomaly detection maximum memory percentage) / (entity model size of a detector)
 ```
 
+To get the entity model size of a detector, use the [profile detector API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#profile-detector). You can adjust the maximum memory percentage with the `plugins.anomaly_detection.model_max_size_percent` setting.
+
 This formula provides a good starting point, but make sure to test with a representative workload.
 {: .note }
 
-For example, for a cluster with 3 data nodes, each with 8G of JVM heap size, a maximum memory percentage of 10% (default), and the entity size of the detector as 1MB: the total number of unique entities supported is (8.096 * 10^9 * 0.1 / 1M ) * 3 = 2429.
+For example, for a cluster with 3 data nodes, each with 8G of JVM heap size, a maximum memory percentage of 10% (default), and the entity model size of the detector as 1MB: the total number of unique entities supported is (8.096 * 10^9 * 0.1 / 1M ) * 3 = 2429.
+
+If you set the total number of unique entities higher than this number that you calculate (in this case: 2429), the anomaly detector makes its best effort to model the extra entities. The detector prioritizes entities that occur more often and are more recent.
 
 #### (Advanced settings) Set a shingle size
 
@@ -111,7 +115,7 @@ Review your model configuration and select **Create detector**.
 
 ### Step 5: Observe the results
 
-Choose the **Anomaly results** tab. You need to wait for some time to see the anomaly results. If the detector interval is 10 minutes, the detector might take more than an hour to start, as it's waiting for sufficient data to generate anomalies.
+Choose the **Real-time results** or **Historical analysis** tab. For real-time results, you need to wait for some time to see the anomaly results. If the detector interval is 10 minutes, the detector might take more than an hour to start, as it's waiting for sufficient data to generate anomalies.
 
 A shorter interval means the model passes the shingle process more quickly and starts to generate the anomaly results sooner.
 Use the [profile detector]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api#profile-detector) operation to make sure you have sufficient data points.
@@ -123,7 +127,7 @@ If you see the detector pending in "initialization" for longer than a day, aggre
 Analyze anomalies with the following visualizations:
 
 - **Live anomalies** - displays live anomaly results for the last 60 intervals. For example, if the interval is 10, it shows results for the last 600 minutes. The chart refreshes every 30 seconds.
-- **Anomaly history** - plots the anomaly grade with the corresponding measure of confidence.
+- **Anomaly history** (for historical analysis) / **Anomaly overview** (for real-time results) - plots the anomaly grade with the corresponding measure of confidence.
 - **Feature breakdown** - plots the features based on the aggregation method. You can vary the date-time range of the detector.
 - **Anomaly occurrence** - shows the `Start time`, `End time`, `Data confidence`, and `Anomaly grade` for each detected anomaly.
 
@@ -133,12 +137,13 @@ Analyze anomalies with the following visualizations:
 
 If you set the category field, you see an additional **Heat map** chart. The heat map correlates results for anomalous entities. This chart is empty until you select an anomalous entity. You also see the anomaly and feature line chart for the time period of the anomaly (`anomaly_grade` > 0).
 
-Choose a filled rectangle to see a more detailed view of the anomaly.
+Choose and drag over the anomaly line chart to zoom in and see a more detailed view of an anomaly.
 {: .note }
 
+
 ### Step 4: Set up alerts
 
-Choose **Set up alerts** and configure a monitor to notify you when anomalies are detected. For steps to create a monitor and set up notifications based on your anomaly detector, see [Monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/).
+Under **Real-time results**, choose **Set up alerts** and configure a monitor to notify you when anomalies are detected. For steps to create a monitor and set up notifications based on your anomaly detector, see [Monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/).
 
 If you stop or delete a detector, make sure to delete any monitors associated with it.
 
@@ -147,7 +152,7 @@ If you stop or delete a detector, make sure to delete any monitors associated wi
 To see all the configuration settings for a detector, choose the **Detector configuration** tab.
 
 1. To make any changes to the detector configuration, or fine tune the time interval to minimize any false positives, go to the **Detector configuration** section and choose **Edit**.
-- You need to stop the detector to change its configuration. Confirm that you want to stop the detector and proceed.
+- You need to stop a real-time or historical detector to change its configuration. Confirm that you want to stop the detector and proceed.
 1. To enable or disable features, in the **Features** section, choose **Edit** and adjust the feature settings as needed. After you make your changes, choose **Save and start detector**.
 
 ### Step 8: Manage your detectors
@@ -155,4 +160,4 @@ To see all the configuration settings for a detector, choose the **Detector conf
 To start, stop, or delete a detector, go to the **Detectors** page.
 
 1. Choose the detector name.
-2. Choose **Actions** and select **Start real-time detectors**, **Stop real-time detectors**, or **Delete detectors**. 
+2. Choose **Actions** and select **Start real-time detectors**, **Stop real-time detectors**, or **Delete detectors**.
diff --git a/_monitoring-plugins/ad/settings.md b/_monitoring-plugins/ad/settings.md
index 430bc5a0..8d3cc5b1 100644
--- a/_monitoring-plugins/ad/settings.md
+++ b/_monitoring-plugins/ad/settings.md
@@ -29,14 +29,15 @@ Setting | Default | Description
 `plugins.anomaly_detection.max_multi_entity_anomaly_detectors` | 10 | The maximum number of high cardinality detectors (with category field) in a cluster.
 `plugins.anomaly_detection.max_anomaly_features` | 5 | The maximum number of features for a detector.
 `plugins.anomaly_detection.ad_result_history_rollover_period` | 12h | How often the rollover condition is checked. If `true`, the plugin rolls over the result index to a new index.
-`plugins.anomaly_detection.ad_result_history_max_docs` | 250000000 | The maximum number of documents in one result index. The plugin only counts refreshed documents in the primary shards.
-`plugins.anomaly_detection.ad_result_history_retention_period` | 30d | The maximum age of the result index.  If its age exceeds the threshold, the plugin deletes the rolled over result index. If the cluster has only one result index, the plugin keeps the index even if it's older than its configured retention period.
-`plugins.anomaly_detection.max_entities_per_query` | 1,000 | The maximum unique values per detection interval for high cardinality detectors. By default, if the category field has more than 1,000 unique values in a detector interval, the plugin selects the top 1,000 values and orders them by `doc_count`.
-`plugins.anomaly_detection.max_entities_for_preview` | 30 | The maximum unique category field values displayed with the preview operation for high cardinality detectors. If the category field has more than 30 unique values, the plugin selects the top 30 values and orders them by `doc_count`.
+`plugins.anomaly_detection.ad_result_history_max_docs` | 250,000,000 | The maximum number of documents in one result index. The plugin only counts refreshed documents in the primary shards.
+`plugins.anomaly_detection.ad_result_history_max_docs_per_shard` | 1,350,000,000 | The maximum number of documents in a single shard of the result index. The anomaly detection plugin only counts the refreshed documents in the primary shards.
+`plugins.anomaly_detection.max_entities_per_query` | 1,000,000 | The maximum unique values per detection interval for high cardinality detectors. By default, if the category field has more than 1,000 unique values in a detector interval, the plugin selects the top 1,000 values and orders them by `doc_count`.
+`plugins.anomaly_detection.max_entities_for_preview` | 5 | The maximum unique category field values displayed with the preview operation for high cardinality detectors. If the category field has more than 30 unique values, the plugin selects the top 30 values and orders them by `doc_count`.
 `plugins.anomaly_detection.max_primary_shards` | 10 | The maximum number of primary shards an anomaly detection index can have.
 `plugins.anomaly_detection.filter_by_backend_roles` | False | When you enable the security plugin and set this to `true`, the plugin filters results based on the user's backend role(s).
-`plugins.anomaly_detection.max_cache_miss_handling_per_second` | 100 | High cardinality detectors use a cache to store active models. In the event of a cache miss, the cache gets the models from the model checkpoint index. Use this setting to limit the rate of fetching models. Because the thread pool for a GET operation has a queue of 1,000, we recommend setting this value below 1,000.
-`plugins.anomaly_detection.max_batch_task_per_node` | 2 | Starting a historical detector triggers a batch task. This setting is the number of batch tasks that you can run per data node. You can tune this setting from 1 to 1000. If the data nodes can't support all batch tasks and you're not sure if the data nodes are capable of running more historical detectors, add more data nodes instead of changing this setting to a higher value.
-`plugins.anomaly_detection.max_old_ad_task_docs_per_detector` | 10 | You can run the same historical detector many times. For each run, the anomaly detection plugin creates a new task. This setting is the number of previous tasks the plugin keeps. Set this value to at least 1 to track its last run. You can keep a maximum of 1,000 old tasks to avoid overwhelming the cluster.
-`plugins.anomaly_detection.batch_task_piece_size` | 1000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
+`plugins.anomaly_detection.max_batch_task_per_node` | 10 | Starting a historical detector triggers a batch task. This setting is the number of batch tasks that you can run per data node. You can tune this setting from 1 to 1000. If the data nodes can't support all batch tasks and you're not sure if the data nodes are capable of running more historical detectors, add more data nodes instead of changing this setting to a higher value.
+`plugins.anomaly_detection.max_old_ad_task_docs_per_detector` | 1 | You can run the same historical detector many times. For each run, the anomaly detection plugin creates a new task. This setting is the number of previous tasks the plugin keeps. Set this value to at least 1 to track its last run. You can keep a maximum of 1,000 old tasks to avoid overwhelming the cluster.
+`plugins.anomaly_detection.batch_task_piece_size` | 1,000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
 `plugins.anomaly_detection.batch_task_piece_interval_seconds` | 5 | Add a time interval between historical detector tasks. This interval prevents the task from consuming too much of the available resources and starving other operations like search and bulk index. You can change this setting from 1 to 600 seconds.
+`plugins.anomaly_detection.max_top_entities_for_historical_analysis` | 1,000 | The maximum number of top entities that you run for a high-cardinality detector historical analysis.
+`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | How many entity tasks you can run in parallel for one HC detector. The cluster availble task slots will impact how many entities can run in parallel as well. For example, the cluster has 3 data nodes, each data node has 10 task slots by default. But if we have already started 2 HC detectors and each HC running 10 entities, and start a single-flow detector which takes 1 task slot,  then the availabe task slots will be 10 * 3 - 10 * 2 - 1 = 9. Then, if we start a new HC detector, it can only run 9 entities in parallel, not 10.

From c2f1018b3685c6ce7f41135f8b237cd08fa0ffe4 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Sun, 3 Oct 2021 10:50:46 -0700
Subject: [PATCH 053/229] incorporated feedback

---
 _upgrade-to/upgrade-to.md | 31 +++++++++++++++++++++++++------
 1 file changed, 25 insertions(+), 6 deletions(-)

diff --git a/_upgrade-to/upgrade-to.md b/_upgrade-to/upgrade-to.md
index 0d554370..cd403f7e 100644
--- a/_upgrade-to/upgrade-to.md
+++ b/_upgrade-to/upgrade-to.md
@@ -221,18 +221,37 @@ Check [Upgrade paths]({{site.url}}{{site.baseurl}}/upgrade-to/upgrade-to/#upgrad
 1. Make sure the following environment variables are set:
 
     - `ES_HOME` - Path to the existing Elasticsearch installation home.
+
+      ```bash
+      export ES_HOME = /home/workspace/upgrade-demo/node1/elasticsearch-7.10.2
+      ```
+
     - `ES_PATH_CONF` - Path to the existing Elasticsearch config directory.
+
+      ```bash
+      export ES_PATH_CONF = /home/workspace/upgrade-demo/node1/os-config
+      ```
+
     - `OPENSEARCH_HOME` - Path to the OpenSearch installation home.
+
+      ```bash
+      export OPENSEARCH_HOME = /home/workspace/upgrade-demo/node1/opensearch-1.0.0
+      ```
+
     - `OPENSEARCH_PATH_CONF` - Path to the OpenSearch config directory.
 
+      ```bash
+      export OPENSEARCH_PATH_CONF = /home/workspace/upgrade-demo/node1/opensearch-config
+      ```
+
 1. The `opensearch-upgrade` tool is in the `bin` directory of the distribution. Run the following command from the distribution home:
 
-  Make sure you run this tool as the same user running the current Elasticsearch service.
-  {: .note }
+   Make sure you run this tool as the same user running the current Elasticsearch service.
+   {: .note }
 
-  ```json
-  ./bin/opensearch-upgrade
-  ```
+   ```json
+   ./bin/opensearch-upgrade
+   ```
 
 1. Stop Elasticsearch OSS on the node.
 
@@ -270,6 +289,6 @@ Behind the scenes, the `opensearch-upgrade` tool performs the following tasks in
 1. Looks for a valid Elasticsearch installation on the current node. After it finds the installation, it reads the `elasticsearch.yml` file to get the endpoint details and connects to the locally running Elasticsearch service. If the tool can't find an Elasticsearch installation, it tries to get the path from the `ES_HOME` location.
 1. Verifies if the existing version of Elasticsearch is compatible with the OpenSearch version. It prints a summary of the information gathered to the console and prompts you for a confirmation to proceed.
 1. Imports the settings from the `elasticsearch.yml` config file into the `opensearch.yml` config file.
-1. Copies across any custom JVM options from the `$ES_PATH_CONF/jvm.options.d` directory into the `$OPENSEARCH_PATH_CONF/jvm.options.d` directory . Similarly, it also imports the logging configurations from the `$ES_PATH_CONF/log4j2.properties` file into the `$OPENSEARCH_PATH_CONF/log4j2.properties` file.
+1. Copies across any custom JVM options from the `$ES_PATH_CONF/jvm.options.d` directory into the `$OPENSEARCH_PATH_CONF/jvm.options.d` directory. Similarly, it also imports the logging configurations from the `$ES_PATH_CONF/log4j2.properties` file into the `$OPENSEARCH_PATH_CONF/log4j2.properties` file.
 1. Installs the core plugins that you’ve currently installed in the `$ES_HOME/plugins` directory. You must install all other third-party community plugins manually.
 1. Imports the secure settings from the `elasticsearch.keystore` file (if any) into the `opensearch.keystore` file. If the keystore file is password protected, the `opensearch-upgrade` tool prompts you to enter the password.

From 370ff0fc57475e4cd255039efffef90f8afbf2c4 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Sun, 3 Oct 2021 10:57:58 -0700
Subject: [PATCH 054/229] spacing

---
 _upgrade-to/upgrade-to.md | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/_upgrade-to/upgrade-to.md b/_upgrade-to/upgrade-to.md
index cd403f7e..b21ec89c 100644
--- a/_upgrade-to/upgrade-to.md
+++ b/_upgrade-to/upgrade-to.md
@@ -265,22 +265,22 @@ Check [Upgrade paths]({{site.url}}{{site.baseurl}}/upgrade-to/upgrade-to/#upgrad
 
 1. Start OpenSearch on the node:
 
-    ```json
-    ./bin/opensearch -d.
-    ```
+   ```json
+   ./bin/opensearch -d.
+   ```
 
 1. Repeat steps 2--6 until all nodes are using the new version.
 
 1. After all nodes are using the new version, re-enable shard allocation:
 
-     ```json
-     PUT _cluster/settings
-     {
-       "persistent": {
-         "cluster.routing.allocation.enable": "all"
-       }
+   ```json
+   PUT _cluster/settings
+   {
+    "persistent": {
+       "cluster.routing.allocation.enable": "all"
      }
-     ```
+   }
+   ```
 
 ### How it works
 

From 19fb0d0948ac3c7960c8bf7540419b13484e2b39 Mon Sep 17 00:00:00 2001
From: Omurbek <omurbek.jk@gmail.com>
Date: Mon, 4 Oct 2021 12:30:23 +0300
Subject: [PATCH 055/229] Update policies.md

---
 _im-plugin/ism/policies.md | 8 +-------
 1 file changed, 1 insertion(+), 7 deletions(-)

diff --git a/_im-plugin/ism/policies.md b/_im-plugin/ism/policies.md
index afad9396..29ac228b 100644
--- a/_im-plugin/ism/policies.md
+++ b/_im-plugin/ism/policies.md
@@ -560,7 +560,7 @@ The following sample template policy is for a rollover use case.
      "index_patterns": ["log*"],
      "template": {
       "settings": {
-       "opendistro.index_state_management.rollover_alias": "log"
+       "plugins.index_state_management.rollover_alias": "log"
       }
     }
    }
@@ -588,12 +588,6 @@ The following sample template policy is for a rollover use case.
    }
    ```
 
-5. Verify if the policy is attached to the `log-000001` index:
-
-   ```json
-   GET _opendistro/_ism/explain/log-000001?pretty
-   ```
-
 ## Example policy
 
 The following example policy implements a `hot`, `warm`, and `delete` workflow. You can use this policy as a template to prioritize resources to your indices based on their levels of activity.

From 164ead7dbd88dea24b6753307ed85ecfca93a3ea Mon Sep 17 00:00:00 2001
From: Omurbek <omurbek.jk@gmail.com>
Date: Mon, 4 Oct 2021 12:39:06 +0300
Subject: [PATCH 056/229] Update policies.md

---
 _im-plugin/ism/policies.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/_im-plugin/ism/policies.md b/_im-plugin/ism/policies.md
index 29ac228b..cc09eab1 100644
--- a/_im-plugin/ism/policies.md
+++ b/_im-plugin/ism/policies.md
@@ -588,6 +588,12 @@ The following sample template policy is for a rollover use case.
    }
    ```
 
+5. Verify if the policy is attached to the `log-000001` index:
+
+   ```json
+   GET _plugins/_ism/explain/log-000001?pretty
+   ```
+
 ## Example policy
 
 The following example policy implements a `hot`, `warm`, and `delete` workflow. You can use this policy as a template to prioritize resources to your indices based on their levels of activity.

From a3a1795ab5ff183067f9c1c34d599fbc1521b8b4 Mon Sep 17 00:00:00 2001
From: Maarten-Jan <31125767+maartenjanvangool@users.noreply.github.com>
Date: Mon, 4 Oct 2021 17:00:43 +0200
Subject: [PATCH 057/229] Update java-rest-high-level.md

The file has a compile error, I think ); is missing
---
 _clients/java-rest-high-level.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 892f7341..314725f4 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -93,7 +93,7 @@ public class RESTClientSample {
     HashMap<String, Object> mapping = new HashMap<String, Object>();
     mapping.put("properties", ageMapping);
     createIndexRequest.mapping(mapping);
-    CreateIndexResponse createIndexResponse = client.indices().create(createIndexRequest, RequestOptions.DEFAULT
+    CreateIndexResponse createIndexResponse = client.indices().create(createIndexRequest, RequestOptions.DEFAULT);
 
     //Adding data to the index.
     IndexRequest request = new IndexRequest("custom-index"); //Add a document to the custom-index we created.

From 790459778cafd87ea854f5b1c96e855acfb914f3 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Mon, 4 Oct 2021 10:03:32 -0700
Subject: [PATCH 058/229] A comma

---
 _im-plugin/ism/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_im-plugin/ism/index.md b/_im-plugin/ism/index.md
index 0104dc68..4202b849 100644
--- a/_im-plugin/ism/index.md
+++ b/_im-plugin/ism/index.md
@@ -31,7 +31,7 @@ To get started, choose **Index Management** in OpenSearch Dashboards.
 
 A policy is a set of rules that describes how an index should be managed. For information about creating a policy, see [Policies]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/).
 
-You can use the JSON editor or visual editor to create policies. Compared to the JSON editor, the visual editor offers a more structured way of defining policies by separating the process into creating error notifications, defining ISM templates, and adding states. We recommend using the visual editor if you want to see pre-defined fields such as which actions you can assign to a state or under what conditions a state can transition into a destination state.
+You can use the JSON editor or visual editor to create policies. Compared to the JSON editor, the visual editor offers a more structured way of defining policies by separating the process into creating error notifications, defining ISM templates, and adding states. We recommend using the visual editor if you want to see pre-defined fields, such as which actions you can assign to a state or under what conditions a state can transition into a destination state.
 
 #### JSON editor
 

From e6403d89a40eff7436a800288b0887b53e2fe25e Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 4 Oct 2021 12:08:00 -0700
Subject: [PATCH 059/229] ad changes for 1.1

---
 _monitoring-plugins/ad/api.md      | 1807 ++++++++++------------------
 _monitoring-plugins/ad/index.md    |   13 +-
 _monitoring-plugins/ad/settings.md |   23 +-
 3 files changed, 657 insertions(+), 1186 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 2a8427e3..e3db5aac 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -24,7 +24,7 @@ Introduced 1.0
 
 Creates an anomaly detector.
 
-This command creates a detector named `http_requests` that finds anomalies based on the sum and average number of failed HTTP requests:
+This command creates a detector named `test-detector` that finds anomalies based on the sum of the `value` field:
 
 
 #### Request
@@ -266,7 +266,6 @@ Passes a date range to the anomaly detector to return any anomalies within that
 
 ```json
 POST _plugins/_anomaly_detection/detectors/_preview
-
 {
   "period_start": 1612982516000,
   "period_end": 1614278539000,
@@ -426,7 +425,6 @@ If you specify a category field, each result is associated with an entity:
   ]
 }
 ...
-
 ```
 
 Or, you can specify the detector ID:
@@ -434,9 +432,9 @@ Or, you can specify the detector ID:
 ```json
 POST _plugins/_anomaly_detection/detectors/_preview
 {
-    "detector_id": "sYkUvHcBiZv51f-Lv8QN",
-    "period_start": 1612982516000,
-    "period_end": 1614278539000
+  "detector_id": "sYkUvHcBiZv51f-Lv8QN",
+  "period_start": 1612982516000,
+  "period_end": 1614278539000
 }
 ```
 
@@ -471,8 +469,8 @@ To start historical analysis:
 ```json
 POST _plugins/_anomaly_detection/detectors/<detectorId>/_start
 {
-    "start_time": 1503168590000,
-    "end_time": 1617301324000
+  "start_time": 1503168590000,
+  "end_time": 1617301324000
 }
 ```
 
@@ -498,10 +496,11 @@ Stopped detector: m4ccEnIBTXsGi3mvMt9p
 
 To stop historical analysis:
 
-```jsom
+```json
 POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop?historical=true
 ```
 
+
 ---
 
 ## Search detector result
@@ -515,7 +514,6 @@ Returns all results for a search query.
 ```json
 GET _plugins/_anomaly_detection/detectors/results/_search
 POST _plugins/_anomaly_detection/detectors/results/_search
-
 {
   "query": {
     "bool": {
@@ -552,7 +550,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
     "max_score": 1,
     "hits": [
       {
-        "_index": ".opendistro-anomaly-results-history-2020.04.30-1",
+        "_index": ".opensearch-anomaly-results-history-2020.04.30-1",
         "_type": "_doc",
         "_id": "_KBrzXEBbpoKkFM5mStm",
         "_version": 1,
@@ -578,7 +576,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
         }
       },
       {
-        "_index": ".opendistro-anomaly-results-history-2020.04.30-1",
+        "_index": ".opensearch-anomaly-results-history-2020.04.30-1",
         "_type": "_doc",
         "_id": "EqB1zXEBbpoKkFM5qyyE",
         "_version": 1,
@@ -683,7 +681,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
     "max_score": null,
     "hits": [
       {
-        "_index": ".opendistro-anomaly-results-history-2020.11.07-1",
+        "_index": ".opensearch-anomaly-results-history-2020.11.07-1",
         "_type": "_doc",
         "_id": "BiItoHUBTpMGN-4KARY5",
         "_version": 1,
@@ -719,7 +717,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
         ]
       },
       {
-        "_index": ".opendistro-anomaly-results-history-2020.11.07-1",
+        "_index": ".opensearch-anomaly-results-history-2020.11.07-1",
         "_type": "_doc",
         "_id": "wiImoHUBTpMGN-4KlhXs",
         "_version": 1,
@@ -755,7 +753,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
         ]
       },
       {
-        "_index": ".opendistro-anomaly-results-history-2020.11.07-1",
+        "_index": ".opensearch-anomaly-results-history-2020.11.07-1",
         "_type": "_doc",
         "_id": "ZiIcoHUBTpMGN-4KhhVA",
         "_version": 1,
@@ -832,7 +830,7 @@ GET _plugins/_anomaly_detection/detectors/results/_search
     "max_score": 2.1366,
     "hits": [
       {
-        "_index": ".opendistro-anomaly-detection-state",
+        "_index": ".opensearch-anomaly-detection-state",
         "_type": "_doc",
         "_id": "CoM8WncBtt2qvI-LZO7_",
         "_version": 8,
@@ -943,10 +941,10 @@ You can specify the following options.
 
 Options | Description | Type | Required
 :--- | :--- |:--- |:--- |
-`anomalyThreshold` |  Filter out low anomaly grade results. Default is -1. The lowest possible anomaly grade is 0. -1 means that the detector returns all results. | `float` | No
-`dateRangeFilter` |  Specify the date range in: <br> - `startTime` (int): Start time to collect results. Recorded in milliseconds since the Unix Epoch. <br> - `endTime` (int): End time to collect results. Recorded in milliseconds since the Unix Epoch. <br> - `fieldName` (string): The field that you want to match the start and end time. | `object` | Yes
-`entity` | If not empty, the parameter contains the entity name and value. Default is empty. <br> - `name` (string): Field name that you want to search in. <br> - `value` (string): Entity value that you want to search for. | `object` | No
-`sort`  |  If not empty, sorts the result by a field in a certain order.  Default is empty. Properties of `sort`:<br> - `direction` (string): Specify "desc" or "asc" for descending or ascending order. <br> - `field` (string): Order the results by a field. | `object` | No
+`anomalyThreshold` |  Specify a threshold to filter out low anomaly grade results. Default is -1. Because the lowest possible anomaly grade is 0, -1 means that the detector returns all results. | `float` | No
+`dateRangeFilter` |  Specify the date range in: <br> - `startTime` (int): Start time to collect results. Add in milliseconds since the Unix Epoch. <br> - `endTime` (int): End time to collect results. Add in milliseconds since the Unix Epoch. <br> - `fieldName` (string): The field that you want to match the start and end time. | `object` | Yes
+`entity` | Specify the entity name and value. Default is empty. <br> - `name` (string): Field name that you want to search in. <br> - `value` (string): Entity value that you want to search for. | `object` | No
+`sort`  |  Sort the result by a field in a certain order.  Default is empty. Properties of `sort`:<br> - `direction` (string): Specify "desc" or "asc" for descending or ascending order. <br> - `field` (string): Order the results by a field. | `object` | No
 
 ---
 
@@ -996,127 +994,127 @@ POST _plugins/_anomaly_detection/detectors/tasks/_search
 
 ```json
 {
-  "took" : 5,
-  "timed_out" : false,
-  "_shards" : {
-    "total" : 1,
-    "successful" : 1,
-    "skipped" : 0,
-    "failed" : 0
+  "took": 5,
+  "timed_out": false,
+  "_shards": {
+    "total": 1,
+    "successful": 1,
+    "skipped": 0,
+    "failed": 0
   },
-  "hits" : {
-    "total" : {
-      "value" : 1,
-      "relation" : "eq"
+  "hits": {
+    "total": {
+      "value": 1,
+      "relation": "eq"
     },
-    "max_score" : null,
-    "hits" : [
+    "max_score": null,
+    "hits": [
       {
-        "_index" : ".opendistro-anomaly-detection-state",
-        "_type" : "_doc",
-        "_id" : "TM3tOHwBCi2h__AOXlyQ",
-        "_version" : 3,
-        "_seq_no" : 14,
-        "_primary_term" : 1,
-        "_score" : null,
-        "_source" : {
-          "detector_id" : "rlDtOHwBD5tpxlbyW7Nt",
-          "error" : "",
-          "detection_date_range" : {
-            "start_time" : 1632437852100,
-            "end_time" : 1633042652100
+        "_index": ".opensearch-anomaly-detection-state",
+        "_type": "_doc",
+        "_id": "TM3tOHwBCi2h__AOXlyQ",
+        "_version": 3,
+        "_seq_no": 14,
+        "_primary_term": 1,
+        "_score": null,
+        "_source": {
+          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "error": "",
+          "detection_date_range": {
+            "start_time": 1632437852100,
+            "end_time": 1633042652100
           },
-          "task_progress" : 0.5,
-          "last_update_time" : 1633042667358,
-          "execution_start_time" : 1633042652810,
-          "state" : "RUNNING",
-          "coordinating_node" : "2hEGbUw6ShaiKe05n_xLdA",
-          "task_type" : "HISTORICAL_HC_DETECTOR",
-          "started_by" : "admin",
-          "init_progress" : 0.0,
-          "is_latest" : true,
-          "detector" : {
-            "category_field" : [
+          "task_progress": 0.5,
+          "last_update_time": 1633042667358,
+          "execution_start_time": 1633042652810,
+          "state": "RUNNING",
+          "coordinating_node": "2hEGbUw6ShaiKe05n_xLdA",
+          "task_type": "HISTORICAL_HC_DETECTOR",
+          "started_by": "admin",
+          "init_progress": 0,
+          "is_latest": true,
+          "detector": {
+            "category_field": [
               "type"
             ],
-            "description" : "test",
-            "ui_metadata" : {
-              "features" : {
-                "test-feature" : {
-                  "aggregationBy" : "sum",
-                  "aggregationOf" : "value",
-                  "featureType" : "simple_aggs"
+            "description": "test",
+            "ui_metadata": {
+              "features": {
+                "test-feature": {
+                  "aggregationBy": "sum",
+                  "aggregationOf": "value",
+                  "featureType": "simple_aggs"
                 }
               },
-              "filters" : [ ]
+              "filters": []
             },
-            "feature_attributes" : [
+            "feature_attributes": [
               {
-                "feature_id" : "7VDtOHwBD5tpxlbyWqPs",
-                "feature_enabled" : true,
-                "feature_name" : "test-feature",
-                "aggregation_query" : {
-                  "test_feature" : {
-                    "sum" : {
-                      "field" : "value"
+                "feature_id": "7VDtOHwBD5tpxlbyWqPs",
+                "feature_enabled": true,
+                "feature_name": "test-feature",
+                "aggregation_query": {
+                  "test_feature": {
+                    "sum": {
+                      "field": "value"
                     }
                   }
                 }
               }
             ],
-            "schema_version" : 0,
-            "time_field" : "timestamp",
-            "last_update_time" : 1633042652012,
-            "indices" : [
+            "schema_version": 0,
+            "time_field": "timestamp",
+            "last_update_time": 1633042652012,
+            "indices": [
               "server_log"
             ],
-            "window_delay" : {
-              "period" : {
-                "unit" : "Minutes",
-                "interval" : 1
+            "window_delay": {
+              "period": {
+                "unit": "Minutes",
+                "interval": 1
               }
             },
-            "detection_interval" : {
-              "period" : {
-                "unit" : "Minutes",
-                "interval" : 5
+            "detection_interval": {
+              "period": {
+                "unit": "Minutes",
+                "interval": 5
               }
             },
-            "name" : "test-detector",
-            "filter_query" : {
-              "match_all" : {
-                "boost" : 1.0
+            "name": "test-detector",
+            "filter_query": {
+              "match_all": {
+                "boost": 1
               }
             },
-            "shingle_size" : 8,
-            "user" : {
-              "backend_roles" : [
+            "shingle_size": 8,
+            "user": {
+              "backend_roles": [
                 "admin"
               ],
-              "custom_attribute_names" : [ ],
-              "roles" : [
+              "custom_attribute_names": [],
+              "roles": [
                 "own_index",
                 "all_access"
               ],
-              "name" : "admin",
-              "user_requested_tenant" : null
+              "name": "admin",
+              "user_requested_tenant": null
             },
-            "detector_type" : "MULTI_ENTITY"
+            "detector_type": "MULTI_ENTITY"
           },
-          "user" : {
-            "backend_roles" : [
+          "user": {
+            "backend_roles": [
               "admin"
             ],
-            "custom_attribute_names" : [ ],
-            "roles" : [
+            "custom_attribute_names": [],
+            "roles": [
               "own_index",
               "all_access"
             ],
-            "name" : "admin",
-            "user_requested_tenant" : "__user__"
+            "name": "admin",
+            "user_requested_tenant": "__user__"
           }
         },
-        "sort" : [
+        "sort": [
           1633042652810
         ]
       }
@@ -1146,19 +1144,19 @@ DELETE _plugins/_anomaly_detection/detectors/<detectorId>
 
 ```json
 {
-  "_index" : ".opendistro-anomaly-detectors",
-  "_type" : "_doc",
-  "_id" : "m4ccEnIBTXsGi3mvMt9p",
-  "_version" : 2,
-  "result" : "deleted",
-  "forced_refresh" : true,
-  "_shards" : {
-    "total" : 2,
-    "successful" : 2,
-    "failed" : 0
+  "_index": ".opensearch-anomaly-detectors",
+  "_type": "_doc",
+  "_id": "m4ccEnIBTXsGi3mvMt9p",
+  "_version": 2,
+  "result": "deleted",
+  "forced_refresh": true,
+  "_shards": {
+    "total": 2,
+    "successful": 2,
+    "failed": 0
   },
-  "_seq_no" : 6,
-  "_primary_term" : 1
+  "_seq_no": 6,
+  "_primary_term": 1
 }
 ```
 
@@ -1168,13 +1166,12 @@ DELETE _plugins/_anomaly_detection/detectors/<detectorId>
 Introduced 1.1
 {: .label .label-purple }
 
-Deletes a detector results based on a query.
+Deletes the results of a detector based on a query.
 
 #### Request
 
 ```json
 DELETE _plugins/_anomaly_detection/detectors/results
-
 {
   "query": {
     "bool": {
@@ -1211,23 +1208,23 @@ DELETE _plugins/_anomaly_detection/detectors/results
 
 ```json
 {
-  "took" : 48,
-  "timed_out" : false,
-  "total" : 28,
-  "updated" : 0,
-  "created" : 0,
-  "deleted" : 28,
-  "batches" : 1,
-  "version_conflicts" : 0,
-  "noops" : 0,
-  "retries" : {
-    "bulk" : 0,
-    "search" : 0
+  "took": 48,
+  "timed_out": false,
+  "total": 28,
+  "updated": 0,
+  "created": 0,
+  "deleted": 28,
+  "batches": 1,
+  "version_conflicts": 0,
+  "noops": 0,
+  "retries": {
+    "bulk": 0,
+    "search": 0
   },
-  "throttled_millis" : 0,
-  "requests_per_second" : -1.0,
-  "throttled_until_millis" : 0,
-  "failures" : [ ]
+  "throttled_millis": 0,
+  "requests_per_second": -1,
+  "throttled_until_millis": 0,
+  "failures": []
 }
 ```
 
@@ -1237,7 +1234,7 @@ DELETE _plugins/_anomaly_detection/detectors/results
 Introduced 1.1
 {: .label .label-purple }
 
-Validates detector before creating. This API shows you any invalid fields in your configuration and also recommendations on how to fix it.
+Validates detector before creating. Lists any invalid fields in your configuration and recommends ways to fix these invalid fields.
 
 #### Request
 
@@ -1312,8 +1309,7 @@ POST _plugins/_anomaly_detection/detectors/_validate/detector,model
       "message": "should be set|not_exist|empty"
     },
     "feature_attributes": {
-      // exist when message is "there exists non-numeric field"
-      [Optional]"problematic_feature_name1": {
+      "problematic_feature_name1": {
         "message": "{field} is invalid with {exceptionMessage}"
       }
       "problematic_feature_name2": {
@@ -1336,8 +1332,7 @@ POST _plugins/_anomaly_detection/detectors/_validate/detector,model
       "message": "data is too sparse after filter_query is applied"
     },
     "detection_interval": {
-      // exists when suggested value can be found
-      [Optional]"suggested_value": {
+      "suggested_value": {
         "period": {
           "interval": 1,
           "unit": "Minutes"
@@ -1361,8 +1356,7 @@ POST _plugins/_anomaly_detection/detectors/_validate/detector,model
       "message": "model size exceeds memory limit, please stop/delete unused detectors, or reduce shingle size or number of features"
     },
     "window_delay": {
-      // exists when suggested value can be found
-      [Optional]"suggested_value": {
+      "suggested_value": {
         "period": {
           "interval": 1,
           "unit": "Minutes"
@@ -1372,7 +1366,6 @@ POST _plugins/_anomaly_detection/detectors/_validate/detector,model
     }
   }
 }
-
 ```
 
 ---
@@ -1586,133 +1579,133 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
 
 ```json
 {
-    "_id": "LJxGsXcBoDQA8W1Q--A1",
-    "_version": 1,
-    "_primary_term": 1,
-    "_seq_no": 0,
-    "anomaly_detector": {
-        "name": "test2",
-        "description": "test",
-        "time_field": "timestamp",
-        "indices": [
-            "server_log"
-        ],
-        "filter_query": {
-            "match_all": {
-                "boost": 1.0
-            }
-        },
-        "detection_interval": {
-            "period": {
-                "interval": 1,
-                "unit": "Minutes"
-            }
-        },
-        "window_delay": {
-            "period": {
-                "interval": 1,
-                "unit": "Minutes"
-            }
-        },
-        "shingle_size": 8,
-        "schema_version": 0,
-        "feature_attributes": [
-            {
-                "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
-                "feature_name": "F1",
-                "feature_enabled": *true*,
-                "aggregation_query": {
-                    "f_1": {
-                        "sum": {
-                            "field": "value"
-                        }
-                    }
-                }
-            }
-        ],
-        "last_update_time": 1613586955060,
-        "detector_type": "MULTI_ENTITY"
+  "_id": "LJxGsXcBoDQA8W1Q--A1",
+  "_version": 1,
+  "_primary_term": 1,
+  "_seq_no": 0,
+  "anomaly_detector": {
+    "name": "test2",
+    "description": "test",
+    "time_field": "timestamp",
+    "indices": [
+      "server_log"
+    ],
+    "filter_query": {
+      "match_all": {
+        "boost": 1
+      }
     },
-    "anomaly_detector_job": {
-        "name": "LJxGsXcBoDQA8W1Q--A1",
-        "schedule": {
-            "interval": {
-                "start_time": 1613587220387,
-                "period": 1,
-                "unit": "Minutes"
-            }
-        },
-        "window_delay": {
-            "period": {
-                "interval": 1,
-                "unit": "Minutes"
-            }
-        },
-        "enabled": *false*,
-        "enabled_time": 1613587220387,
-        "last_update_time": 1613587289169,
-        "lock_duration_seconds": 60,
-        "disabled_time": 1613587289169
+    "detection_interval": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
     },
-    "anomaly_detection_task": {
-        "task_id": "WZ5LsXcBoDQA8W1QmUa3",
-        "last_update_time": 1613587349022,
-        "error": "Task cancelled by user",
-        "state": "STOPPED",
-        "detector_id": "LJxGsXcBoDQA8W1Q--A1",
-        "task_progress": 0.26321793,
-        "init_progress": 1.0,
-        "current_piece": 1611030900000,
-        "execution_start_time": 1613587257783,
-        "execution_end_time": 1613587349022,
-        "is_latest": *true*,
-        "task_type": "HISTORICAL",
-        "coordinating_node": "NSw5j-3YQeGkH8KESVKlzw",
-        "worker_node": "NSw5j-3YQeGkH8KESVKlzw",
-        "detector": {
-            "name": "test2",
-            "description": "test",
-            "time_field": "timestamp",
-            "indices": [
-                "server_log"
-            ],
-            "filter_query": {
-                "match_all": {
-                    "boost": 1.0
-                }
-            },
-            "detection_interval": {
-                "period": {
-                    "interval": 1,
-                    "unit": "Minutes"
-                }
-            },
-            "window_delay": {
-                "period": {
-                    "interval": 1,
-                    "unit": "Minutes"
-                }
-            },
-            "shingle_size": 8,
-            "schema_version": 0,
-            "feature_attributes": [
-                {
-                    "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
-                    "feature_name": "F1",
-                    "feature_enabled": *true*,
-                    "aggregation_query": {
-                        "f_1": {
-                            "sum": {
-                                "field": "value"
-                            }
-                        }
-                    }
-                }
-            ],
-            "last_update_time": 1613586955060,
-            "detector_type": "MULTI_ENTITY"
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "shingle_size": 8,
+    "schema_version": 0,
+    "feature_attributes": [
+      {
+        "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
+        "feature_name": "F1",
+        "feature_enabled": "true",
+        "aggregation_query": {
+          "f_1": {
+            "sum": {
+              "field": "value"
+            }
+          }
         }
+      }
+    ],
+    "last_update_time": 1613586955060,
+    "detector_type": "MULTI_ENTITY"
+  },
+  "anomaly_detector_job": {
+    "name": "LJxGsXcBoDQA8W1Q--A1",
+    "schedule": {
+      "interval": {
+        "start_time": 1613587220387,
+        "period": 1,
+        "unit": "Minutes"
+      }
+    },
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "enabled": "false",
+    "enabled_time": 1613587220387,
+    "last_update_time": 1613587289169,
+    "lock_duration_seconds": 60,
+    "disabled_time": 1613587289169
+  },
+  "anomaly_detection_task": {
+    "task_id": "WZ5LsXcBoDQA8W1QmUa3",
+    "last_update_time": 1613587349022,
+    "error": "Task cancelled by user",
+    "state": "STOPPED",
+    "detector_id": "LJxGsXcBoDQA8W1Q--A1",
+    "task_progress": 0.26321793,
+    "init_progress": 1,
+    "current_piece": 1611030900000,
+    "execution_start_time": 1613587257783,
+    "execution_end_time": 1613587349022,
+    "is_latest": "true",
+    "task_type": "HISTORICAL",
+    "coordinating_node": "NSw5j-3YQeGkH8KESVKlzw",
+    "worker_node": "NSw5j-3YQeGkH8KESVKlzw",
+    "detector": {
+      "name": "test2",
+      "description": "test",
+      "time_field": "timestamp",
+      "indices": [
+        "server_log"
+      ],
+      "filter_query": {
+        "match_all": {
+          "boost": 1
+        }
+      },
+      "detection_interval": {
+        "period": {
+          "interval": 1,
+          "unit": "Minutes"
+        }
+      },
+      "window_delay": {
+        "period": {
+          "interval": 1,
+          "unit": "Minutes"
+        }
+      },
+      "shingle_size": 8,
+      "schema_version": 0,
+      "feature_attributes": [
+        {
+          "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
+          "feature_name": "F1",
+          "feature_enabled": "true",
+          "aggregation_query": {
+            "f_1": {
+              "sum": {
+                "field": "value"
+              }
+            }
+          }
+        }
+      ],
+      "last_update_time": 1613586955060,
+      "detector_type": "MULTI_ENTITY"
     }
+  }
 }
 ```
 
@@ -1912,9 +1905,6 @@ Returns all anomaly detectors for a search query.
 ```json
 GET _plugins/_anomaly_detection/detectors/_search
 POST _plugins/_anomaly_detection/detectors/_search
-
-Sample Input:
-
 {
   "query": {
     "bool": {
@@ -1936,70 +1926,62 @@ Sample Input:
 
 ```json
 {
-  "took": 13,
+  "took": 2,
   "timed_out": false,
   "_shards": {
-    "total": 5,
-    "successful": 5,
+    "total": 1,
+    "successful": 1,
     "skipped": 0,
     "failed": 0
   },
   "hits": {
     "total": {
-      "value": 994,
+      "value": 1,
       "relation": "eq"
     },
-    "max_score": 3.5410638,
+    "max_score": 0,
     "hits": [
       {
-        "_index": ".opendistro-anomaly-detectors",
+        "_index": ".opensearch-anomaly-detectors",
         "_type": "_doc",
-        "_id": "m4ccEnIBTXsGi3mvMt9p",
-        "_version": 2,
-        "_seq_no": 221,
+        "_id": "rlDtOHwBD5tpxlbyW7Nt",
+        "_version": 1,
+        "_seq_no": 0,
         "_primary_term": 1,
-        "_score": 3.5410638,
+        "_score": 0,
         "_source": {
           "name": "test-detector",
-          "description": "Test detector",
+          "description": "test",
           "time_field": "timestamp",
           "indices": [
-            "order*"
+            "server_log"
           ],
           "filter_query": {
-            "bool": {
-              "filter": [
-                {
-                  "exists": {
-                    "field": "value",
-                    "boost": 1
-                  }
-                }
-              ],
-              "adjust_pure_negative": true,
+            "match_all": {
               "boost": 1
             }
           },
           "detection_interval": {
             "period": {
-              "interval": 10,
-              "unit": "MINUTES"
+              "interval": 5,
+              "unit": "Minutes"
             }
           },
           "window_delay": {
             "period": {
               "interval": 1,
-              "unit": "MINUTES"
+              "unit": "Minutes"
             }
           },
+          "shingle_size": 8,
           "schema_version": 0,
           "feature_attributes": [
             {
-              "feature_id": "xxokEnIBcpeWMD987A1X",
-              "feature_name": "total_order",
+              "feature_id": "7VDtOHwBD5tpxlbyWqPs",
+              "feature_name": "test-feature",
               "feature_enabled": true,
               "aggregation_query": {
-                "total_order": {
+                "test_feature": {
                   "sum": {
                     "field": "value"
                   }
@@ -2007,7 +1989,23 @@ Sample Input:
               }
             }
           ],
-          "last_update_time": 1589442309241
+          "last_update_time": 1633042652012,
+          "category_field": [
+            "type"
+          ],
+          "user": {
+            "name": "admin",
+            "backend_roles": [
+              "admin"
+            ],
+            "roles": [
+              "own_index",
+              "all_access"
+            ],
+            "custom_attribute_names": [],
+            "user_requested_tenant": null
+          },
+          "detector_type": "MULTI_ENTITY"
         }
       }
     ]
@@ -2065,261 +2063,6 @@ GET _plugins/_anomaly_detection/stats/<stat>
             }
           ]
         },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578975,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_k2gq2eRP0vTV2LNNyFdIqg",
-          "last_checkpoint_time": 1629827339733,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_1"
-            },
-            {
-              "name": "service",
-              "value": "app_0"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578980,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_DOze7d0HnK3K54g3Emk1XA",
-          "last_checkpoint_time": 1629827343186,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_2"
-            },
-            {
-              "name": "service",
-              "value": "app_3"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578977,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_NgGmglQvOMQQciDdPxN_Ig",
-          "last_checkpoint_time": 1629827340961,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_3"
-            },
-            {
-              "name": "service",
-              "value": "app_5"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578977,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_oTdcenY1L5bqa6chUxg7xw",
-          "last_checkpoint_time": 1629827340263,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_1"
-            },
-            {
-              "name": "service",
-              "value": "app_1"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578979,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_zxSqAWv5Iz19v-Hnqhrwrw",
-          "last_checkpoint_time": 1629827342814,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_1"
-            },
-            {
-              "name": "service",
-              "value": "app_5"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578976,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_Yu8X2rA39lhjYzqebjLxhQ",
-          "last_checkpoint_time": 1629827339992,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_2"
-            },
-            {
-              "name": "service",
-              "value": "app_1"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578978,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_6SvF11RCqf7HYbY56BnFKA",
-          "last_checkpoint_time": 1629827341806,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_3"
-            },
-            {
-              "name": "service",
-              "value": "app_2"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578980,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_3S8k6q_DLFhw3hboko3dfw",
-          "last_checkpoint_time": 1629827343371,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_1"
-            },
-            {
-              "name": "service",
-              "value": "app_3"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578978,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_0uafBokvEYuncGbjP3D2qA",
-          "last_checkpoint_time": 1629827342302,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_2"
-            },
-            {
-              "name": "service",
-              "value": "app_5"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578977,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_93DEK2PooWlHF6gkh-0hIA",
-          "last_checkpoint_time": 1629827340727,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_2"
-            },
-            {
-              "name": "service",
-              "value": "app_4"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578975,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_FuqXh0HBXlPhKepOc6JADQ",
-          "last_checkpoint_time": 1629827338908,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_3"
-            },
-            {
-              "name": "service",
-              "value": "app_6"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578979,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_B4zrbSQ1-pvdBLx0FzQxvw",
-          "last_checkpoint_time": 1629827342611,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_3"
-            },
-            {
-              "name": "service",
-              "value": "app_3"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578978,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_xm_gKBMKlgymKcoqZyXT8A",
-          "last_checkpoint_time": 1629827341365,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_2"
-            },
-            {
-              "name": "service",
-              "value": "app_0"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578978,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_OnZ4CP-yJF5llO57gUjM6w",
-          "last_checkpoint_time": 1629827341599,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_3"
-            },
-            {
-              "name": "service",
-              "value": "app_1"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578977,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_E_uWreoeJpGrAMMaitg8BA",
-          "last_checkpoint_time": 1629827340418,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_3"
-            },
-            {
-              "name": "service",
-              "value": "app_4"
-            }
-          ]
-        },
         {
           "detector_id": "mmZFeXsB7JcKN0mdnMf4",
           "model_type": "entity",
@@ -2420,7 +2163,7 @@ GET _plugins/_anomaly_detection/stats/<stat>
 ```
 
 The `model_count` parameter shows the total number of models running on each node’s memory.
-Historical detectors contain additional fields:
+Historical detectors contain the following additional fields:
 
 - `ad_total_batch_task_execution_count`
 - `ad_executing_batch_task_count`
@@ -2469,71 +2212,6 @@ Historical detectors contain additional fields:
             }
           ]
         },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152729,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error21",
-          "last_checkpoint_time": 1633043555143,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error21"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152727,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error13",
-          "last_checkpoint_time": 1633043554046,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error13"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152753,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error24",
-          "last_checkpoint_time": 1633043853986,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error24"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152792,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error25",
-          "last_checkpoint_time": 1633043857320,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error25"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152779,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error28",
-          "last_checkpoint_time": 1633043856244,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error28"
-            }
-          ]
-        },
         {
           "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
           "model_type": "entity",
@@ -2599,97 +2277,6 @@ Historical detectors contain additional fields:
             }
           ]
         },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152750,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error32",
-          "last_checkpoint_time": 1633043854080,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error32"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152784,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error23",
-          "last_checkpoint_time": 1633043857463,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error23"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152774,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error26",
-          "last_checkpoint_time": 1633043856308,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error26"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152734,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error14",
-          "last_checkpoint_time": 1633043555939,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error14"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152731,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error9",
-          "last_checkpoint_time": 1633043257214,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error9"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152730,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error19",
-          "last_checkpoint_time": 1633043553882,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error19"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152732,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error18",
-          "last_checkpoint_time": 1633043554874,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error18"
-            }
-          ]
-        },
         {
           "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
           "model_type": "entity",
@@ -2729,123 +2316,6 @@ Historical detectors contain additional fields:
             }
           ]
         },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152711,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error6",
-          "last_checkpoint_time": 1633043254281,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error6"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152716,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error4",
-          "last_checkpoint_time": 1633043257797,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error4"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152709,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error2",
-          "last_checkpoint_time": 1633043260938,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error2"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152742,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error30",
-          "last_checkpoint_time": 1633043853983,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error30"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152725,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error11",
-          "last_checkpoint_time": 1633043263038,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error11"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152712,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error10",
-          "last_checkpoint_time": 1633043255533,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error10"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152719,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error7",
-          "last_checkpoint_time": 1633043258826,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error7"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152708,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error8",
-          "last_checkpoint_time": 1633043259841,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error8"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152721,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error12",
-          "last_checkpoint_time": 1633043261989,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error12"
-            }
-          ]
-        },
         {
           "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
           "model_type": "entity",
@@ -2925,7 +2395,7 @@ POST _plugins/_alerting/monitors
     {
       "search": {
         "indices": [
-          ".opendistro-anomaly-results*"
+          ".opensearch-anomaly-results*"
         ],
         "query": {
           "size": 1,
@@ -3031,7 +2501,7 @@ POST _plugins/_alerting/monitors
       {
         "search": {
           "indices": [
-            ".opendistro-anomaly-results*"
+            ".opensearch-anomaly-results*"
           ],
           "query": {
             "size": 1,
@@ -3144,14 +2614,12 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type1>,<type2>
 
 ```json
 GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile
-
 {
-    "state":"DISABLED",
-    "error":"Stopped detector: AD models memory usage exceeds our limit."
+  "state": "DISABLED",
+  "error": "Stopped detector: AD models memory usage exceeds our limit."
 }
 
 GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
-
 {
   "state": "RUNNING",
   "error": "",
@@ -3256,246 +2724,253 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
       "node_id": "dIyavWhmSYWGz65b4u-lpQ"
     },
     {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error1",
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
       "entity": [
         {
           "name": "type",
-          "value": "error1"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error22",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error22"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error32",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error32"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error23",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error23"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error26",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error26"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error14",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error14"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error9",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error9"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error19",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error19"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error18",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error18"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error29",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error29"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error5",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error5"
+          "value": "error27"
         }
       ],
       "model_size_in_bytes": 403491,
       "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+    }
+  ],
+  "total_size_in_bytes": 12911712,
+  "init_progress": {
+    "percentage": "100%"
+  },
+  "total_entities": 33,
+  "active_entities": 32,
+  "ad_task": {
+    "ad_task": {
+      "task_id": "Os4HOXwBCi2h__AONgpc",
+      "last_update_time": 1633044347855,
+      "started_by": "admin",
+      "state": "RUNNING",
+      "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+      "task_progress": 0,
+      "init_progress": 0,
+      "execution_start_time": 1633044346460,
+      "is_latest": true,
+      "task_type": "HISTORICAL_HC_DETECTOR",
+      "coordinating_node": "2hEGbUw6ShaiKe05n_xLdA",
+      "detector": {
+        "name": "test-detector",
+        "description": "test",
+        "time_field": "timestamp",
+        "indices": [
+          "server_log"
+        ],
+        "filter_query": {
+          "match_all": {
+            "boost": 1
+          }
+        },
+        "detection_interval": {
+          "period": {
+            "interval": 5,
+            "unit": "Minutes"
+          }
+        },
+        "window_delay": {
+          "period": {
+            "interval": 1,
+            "unit": "Minutes"
+          }
+        },
+        "shingle_size": 8,
+        "schema_version": 0,
+        "feature_attributes": [
+          {
+            "feature_id": "7VDtOHwBD5tpxlbyWqPs",
+            "feature_name": "test-feature",
+            "feature_enabled": true,
+            "aggregation_query": {
+              "test_feature": {
+                "sum": {
+                  "field": "value"
+                }
+              }
+            }
+          }
+        ],
+        "ui_metadata": {
+          "features": {
+            "test-feature": {
+              "aggregationBy": "sum",
+              "aggregationOf": "value",
+              "featureType": "simple_aggs"
+            }
+          },
+          "filters": []
+        },
+        "last_update_time": 1633042652012,
+        "category_field": [
+          "type"
+        ],
+        "user": {
+          "name": "admin",
+          "backend_roles": [
+            "admin"
+          ],
+          "roles": [
+            "own_index",
+            "all_access"
+          ],
+          "custom_attribute_names": [],
+          "user_requested_tenant": null
+        },
+        "detector_type": "MULTI_ENTITY"
+      },
+      "detection_date_range": {
+        "start_time": 1632437820000,
+        "end_time": 1633042620000
+      },
+      "user": {
+        "name": "admin",
+        "backend_roles": [
+          "admin"
+        ],
+        "roles": [
+          "own_index",
+          "all_access"
+        ],
+        "custom_attribute_names": [],
+        "user_requested_tenant": "__user__"
+      }
     },
+    "node_id": "2hEGbUw6ShaiKe05n_xLdA",
+    "task_id": "Os4HOXwBCi2h__AONgpc",
+    "task_type": "HISTORICAL_HC_DETECTOR",
+    "detector_task_slots": 10,
+    "total_entities_count": 32,
+    "pending_entities_count": 22,
+    "running_entities_count": 10,
+    "running_entities": [
+      "error9",
+      "error8",
+      "error7",
+      "error6",
+      "error5",
+      "error4",
+      "error32",
+      "error31",
+      "error30",
+      "error3"
+    ],
+    "entity_task_profiles": [
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "bCtWtxWPThq0BIn5P5I4Xw",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error6"
+          }
+        ],
+        "task_id": "P84HOXwBCi2h__AOOgrC",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error4"
+          }
+        ],
+        "task_id": "Kc4HOXwBCi2h__AOOw6Y",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error8"
+          }
+        ],
+        "task_id": "Pc4HOXwBCi2h__AOOgqJ",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "2hEGbUw6ShaiKe05n_xLdA",
+        "entity": [
+          {
+            "name": "type",
+            "value": "error7"
+          }
+        ],
+        "task_id": "Ps4HOXwBCi2h__AOOgqh",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      }
+    ]
+  },
+  "model_count": 32
+}
+
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_bytes
+{
+  "total_size_in_bytes": 13369344
+}
+```
+
+You can see the `ad_task` field only for a historical detector.
+
+The `model_count` parameter shows the total number of models that a detector runs in memory. This is useful if you have several models running on your cluster and want to know the count.
+
+If you configured the category field, you can see the number of unique values in the field and all active entities with models running in memory.
+
+You can use this data to estimate how much memory is required for anomaly detection so you can decide how to size your cluster. For example, if a detector has one million entities and only 10 of them are active in memory, you need to scale your cluster up or out.
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
+{
+  "state": "RUNNING",
+  "error": "",
+  "models": [
     {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error6",
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error20",
       "entity": [
         {
           "name": "type",
-          "value": "error6"
+          "value": "error20"
         }
       ],
       "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
     },
     {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error4",
+      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error13",
       "entity": [
         {
           "name": "type",
-          "value": "error4"
+          "value": "error13"
         }
       ],
       "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error2",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error2"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error30",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error30"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error11",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error11"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error10",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error10"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error7",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error7"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error8",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error8"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error12",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error12"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error15",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error15"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error17",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error17"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
+      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
     },
     {
       "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
@@ -3681,70 +3156,6 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
         "task_id": "PM4HOXwBCi2h__AOOgp3",
         "task_type": "HISTORICAL_HC_ENTITY"
       },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error31"
-          }
-        ],
-        "task_id": "LM4HOXwBCi2h__AOOw7v",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error4"
-          }
-        ],
-        "task_id": "Kc4HOXwBCi2h__AOOw6Y",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error30"
-          }
-        ],
-        "task_id": "Lc4HOXwBCi2h__AOPA4R",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error8"
-          }
-        ],
-        "task_id": "Pc4HOXwBCi2h__AOOgqJ",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
       {
         "shingle_size": 8,
         "rcf_total_updates": 994,
@@ -3797,70 +3208,125 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
   },
   "model_count": 32
 }
-
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_bytes
-
-{
-  "total_size_in_bytes" : 13369344
-}
 ```
 
-The `model_count` parameter shows the total number of models that a detector runs in memory. This is useful if you have several models running on your cluster and want to know the count.
+For a single-entity detector:
 
-If you configured the category field, you can see the number of unique values in the field and all active entities with models running in memory.
-
-You can use this data to estimate how much memory is required for anomaly detection so you can decide how to size your cluster. For example, if a detector has one million entities and only 10 of them are active in memory, you need to scale your cluster up or out.
-
-#### Request
+#### Sample response
 
 ```json
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
-
 {
-  "state": "RUNNING",
-  "models": [
-    {
-      "model_id": "T4c3dXUBj-2IZN7itix__entity_i-00f28ec1eb8997684",
-      "model_size_in_bytes": 712480,
-      "node_id": "g6pmr547QR-CfpEvO67M4g"
-    },
-    {
-      "model_id": "T4c3dXUBj-2IZN7itix__entity_i-00f28ec1eb8997685",
-      "model_size_in_bytes": 712480,
-      "node_id": "g6pmr547QR-CfpEvO67M4g"
-    },
-    {
-      "model_id": "T4c3dXUBj-2IZN7itix__entity_i-00f28ec1eb8997686",
-      "model_size_in_bytes": 712480,
-      "node_id": "g6pmr547QR-CfpEvO67M4g"
-    },
-    {
-      "model_id": "T4c3dXUBj-2IZN7itix__entity_i-00f28ec1eb8997680",
-      "model_size_in_bytes": 712480,
-      "node_id": "g6pmr547QR-CfpEvO67M4g"
-    },
-    {
-      "model_id": "T4c3dXUBj-2IZN7itix__entity_i-00f28ec1eb8997681",
-      "model_size_in_bytes": 712480,
-      "node_id": "g6pmr547QR-CfpEvO67M4g"
-    },
-    {
-      "model_id": "T4c3dXUBj-2IZN7itix__entity_i-00f28ec1eb8997682",
-      "model_size_in_bytes": 712480,
-      "node_id": "g6pmr547QR-CfpEvO67M4g"
-    },
-    {
-      "model_id": "T4c3dXUBj-2IZN7itix__entity_i-00f28ec1eb8997683",
-      "model_size_in_bytes": 712480,
-      "node_id": "g6pmr547QR-CfpEvO67M4g"
-    }
-  ],
-  "total_size_in_bytes": 4987360,
+  "state": "INIT",
+  "total_size_in_bytes": 0,
   "init_progress": {
-    "percentage": "100%"
+    "percentage": "0%",
+    "needed_shingles": 128
   },
-  "total_entities": 7,
-  "active_entities": 7
+  "ad_task": {
+    "ad_task": {
+      "task_id": "cfUNOXwBFLNqSEcxAlde",
+      "last_update_time": 1633044731640,
+      "started_by": "admin",
+      "state": "RUNNING",
+      "detector_id": "qL4NOXwB__6eNorTAKtJ",
+      "task_progress": 0.49603173,
+      "init_progress": 1,
+      "current_piece": 1632739800000,
+      "execution_start_time": 1633044726365,
+      "is_latest": true,
+      "task_type": "HISTORICAL_SINGLE_ENTITY",
+      "coordinating_node": "bCtWtxWPThq0BIn5P5I4Xw",
+      "worker_node": "dIyavWhmSYWGz65b4u-lpQ",
+      "detector": {
+        "name": "detector1",
+        "description": "test",
+        "time_field": "timestamp",
+        "indices": [
+          "server_log"
+        ],
+        "filter_query": {
+          "match_all": {
+            "boost": 1
+          }
+        },
+        "detection_interval": {
+          "period": {
+            "interval": 5,
+            "unit": "Minutes"
+          }
+        },
+        "window_delay": {
+          "period": {
+            "interval": 1,
+            "unit": "Minutes"
+          }
+        },
+        "shingle_size": 8,
+        "schema_version": 0,
+        "feature_attributes": [
+          {
+            "feature_id": "p74NOXwB__6eNorTAKss",
+            "feature_name": "test-feature",
+            "feature_enabled": true,
+            "aggregation_query": {
+              "test_feature": {
+                "sum": {
+                  "field": "value"
+                }
+              }
+            }
+          }
+        ],
+        "ui_metadata": {
+          "features": {
+            "test-feature": {
+              "aggregationBy": "sum",
+              "aggregationOf": "value",
+              "featureType": "simple_aggs"
+            }
+          },
+          "filters": []
+        },
+        "last_update_time": 1633044725832,
+        "user": {
+          "name": "admin",
+          "backend_roles": [
+            "admin"
+          ],
+          "roles": [
+            "own_index",
+            "all_access"
+          ],
+          "custom_attribute_names": [],
+          "user_requested_tenant": "__user__"
+        },
+        "detector_type": "SINGLE_ENTITY"
+      },
+      "detection_date_range": {
+        "start_time": 1632439925885,
+        "end_time": 1633044725885
+      },
+      "user": {
+        "name": "admin",
+        "backend_roles": [
+          "admin"
+        ],
+        "roles": [
+          "own_index",
+          "all_access"
+        ],
+        "custom_attribute_names": [],
+        "user_requested_tenant": "__user__"
+      }
+    },
+    "shingle_size": 8,
+    "rcf_total_updates": 1994,
+    "threshold_model_trained": true,
+    "threshold_model_training_data_size": 0,
+    "model_size_in_bytes": 1593240,
+    "node_id": "dIyavWhmSYWGz65b4u-lpQ",
+    "detector_task_slots": 1
+  }
 }
 ```
 
@@ -3868,11 +3334,10 @@ The `total_entities` parameter shows you the total number of entities including
 
 Getting the total count of entities is an expensive operation for a detector with more than one category field. By default, a real-time detector counts the number of entities up to a value of 10,000 and a historical detector counts the number of entities up to a value of 1,000.
 
-The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`.
+The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`. `last_sample_timestamp` shows the last document in the input data source index containing the entity, while `last_active_timestamp` shows the timestamp when the entity’s model was last seen in the model cache.
 
 If there are no anomaly results for an entity, either the entity doesn't have any sample data or its model is removed from the model cache.
 
- `last_sample_timestamp` shows the last document in the input data source index containing the entity, while `last_active_timestamp` shows the timestamp when the entity’s model was last seen in the model cache.
 
 #### Request
 
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index 87417e0f..b02f14a0 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -26,12 +26,11 @@ To first test with sample streaming data, you can try out one of the preconfigur
 
 A detector is an individual anomaly detection task. You can define multiple detectors, and all the detectors can run simultaneously, with each analyzing data from different sources.
 
-1. Choose **Create Detector**.
+1. Choose **Create detector**.
 1. Enter a name and brief description. Make sure the name is unique and descriptive enough to help you to identify the purpose of the detector.
 1. For **Data source**, choose the index you want to use as the data source. You can optionally use index patterns to choose multiple indices.
-1. (Optional) For **Data filter**, filter the index you chose as the data source. From the **Data filter** menu, design your filter query by selecting **Field**, **Operator**, and **Value**, or choose **Use query DSL** and add your own JSON filter query.
+1. (Optional) For **Data filter**, filter the index you chose as the data source. From the **Data filter** menu, choose **Add data filter**, and then design your filter query by selecting **Field**, **Operator**, and **Value**, or choose **Use query DSL** and add your own JSON filter query.
 1. Select the **Timestamp field** in your index.
-1. (Optional) For **Data filter**, filter the index you chose as the data source. From the **Filter type** menu, choose  **Visual filter**, and then design your filter query by selecting **Fields**, **Operator**, and **Value**, or choose **Custom Expression** and add your own JSON filter query.
 1. For **Operation settings**, define the **Detector interval**, which is the time interval at which the detector collects data.
 - The detector aggregates the data in this interval, then feeds the aggregated result into the anomaly detection model.
 The shorter you set this interval, the fewer data points the detector aggregates.
@@ -46,7 +45,9 @@ Setting the window delay to 1 minute shifts the interval window to 1:49 - 1:59,
 
 After you define the detector, the next step is to configure the model.
 
-### Step 2: Add features to your detector
+### Step 2: Configure the model
+
+#### Add features to your detector
 
 A feature is the field in your index that you want to check for anomalies. A detector can discover anomalies across one or more features. You must choose an aggregation method for each feature: `average()`, `count()`, `sum()`, `min()`, or `max()`. The aggregation method determines what constitutes an anomaly.
 
@@ -55,7 +56,7 @@ For example, if you choose `min()`, the detector focuses on finding anomalies ba
 A multi-feature model correlates anomalies across all its features. The [curse of dimensionality](https://en.wikipedia.org/wiki/Curse_of_dimensionality) makes it less likely for multi-feature models to identify smaller anomalies as compared to a single-feature model. Adding more features might negatively impact the [precision and recall](https://en.wikipedia.org/wiki/Precision_and_recall) of a model. A higher proportion of noise in your data might further amplify this negative impact. Selecting the optimal feature set is usually an iterative process. By default, the maximum number of features for a detector is 5. You can adjust this limit with the `plugins.anomaly_detection.max_anomaly_features` setting.
 {: .note }
 
-1. On the **Configure Model** page, enter the **Feature name** and check **Enabled feature name**.
+1. On the **Configure Model** page, enter the **Feature name** and check **Enable feature**.
 1. For **Find anomalies based on**, choose the method to find anomalies. For **Field Value**, choose the **aggregation method**. Or choose **Custom expression**, and add your own JSON aggregation query.
 1. Select a field.
 
@@ -128,8 +129,8 @@ Analyze anomalies with the following visualizations:
 
 - **Live anomalies** - displays live anomaly results for the last 60 intervals. For example, if the interval is 10, it shows results for the last 600 minutes. The chart refreshes every 30 seconds.
 - **Anomaly history** (for historical analysis) / **Anomaly overview** (for real-time results) - plots the anomaly grade with the corresponding measure of confidence.
-- **Feature breakdown** - plots the features based on the aggregation method. You can vary the date-time range of the detector.
 - **Anomaly occurrence** - shows the `Start time`, `End time`, `Data confidence`, and `Anomaly grade` for each detected anomaly.
+- **Feature breakdown** - plots the features based on the aggregation method. You can vary the date-time range of the detector.
 
 `Anomaly grade` is a number between 0 and 1 that indicates how anomalous a data point is. An anomaly grade of 0 represents “not an anomaly,” and a non-zero value represents the relative severity of the anomaly.
 
diff --git a/_monitoring-plugins/ad/settings.md b/_monitoring-plugins/ad/settings.md
index 8d3cc5b1..eaebdee2 100644
--- a/_monitoring-plugins/ad/settings.md
+++ b/_monitoring-plugins/ad/settings.md
@@ -28,16 +28,21 @@ Setting | Default | Description
 `plugins.anomaly_detection.max_anomaly_detectors` | 1,000 | The maximum number of non-high cardinality detectors (no category field) users can create.
 `plugins.anomaly_detection.max_multi_entity_anomaly_detectors` | 10 | The maximum number of high cardinality detectors (with category field) in a cluster.
 `plugins.anomaly_detection.max_anomaly_features` | 5 | The maximum number of features for a detector.
-`plugins.anomaly_detection.ad_result_history_rollover_period` | 12h | How often the rollover condition is checked. If `true`, the plugin rolls over the result index to a new index.
-`plugins.anomaly_detection.ad_result_history_max_docs` | 250,000,000 | The maximum number of documents in one result index. The plugin only counts refreshed documents in the primary shards.
+`plugins.anomaly_detection.ad_result_history_rollover_period` | 12h | How often the rollover condition is checked. If `true`, the anomaly detection plugin rolls over the result index to a new index.
+`plugins.anomaly_detection.ad_result_history_max_docs` | 250,000,000 | The maximum number of documents in one result index. The anomaly detection plugin only counts refreshed documents in the primary shards.
 `plugins.anomaly_detection.ad_result_history_max_docs_per_shard` | 1,350,000,000 | The maximum number of documents in a single shard of the result index. The anomaly detection plugin only counts the refreshed documents in the primary shards.
-`plugins.anomaly_detection.max_entities_per_query` | 1,000,000 | The maximum unique values per detection interval for high cardinality detectors. By default, if the category field has more than 1,000 unique values in a detector interval, the plugin selects the top 1,000 values and orders them by `doc_count`.
-`plugins.anomaly_detection.max_entities_for_preview` | 5 | The maximum unique category field values displayed with the preview operation for high cardinality detectors. If the category field has more than 30 unique values, the plugin selects the top 30 values and orders them by `doc_count`.
+`plugins.anomaly_detection.max_entities_per_query` | 1,000,000 | The maximum unique values per detection interval for high cardinality detectors. By default, if the category field(s) have more than the configured unique values in a detector interval, the anomaly detection plugin orders them by the natural ordering of categorical values (for example, entity `ab` comes before `bc`) and then selects the top values.
+`plugins.anomaly_detection.max_entities_for_preview` | 5 | The maximum unique category field values displayed with the preview operation for high cardinality detectors. By default, if the category field(s) have more than the configured unique values in a detector interval, the anomaly detection plugin orders them by the natural ordering of categorical values (for example, entity `ab` comes before `bc`) and then selects the top values.
 `plugins.anomaly_detection.max_primary_shards` | 10 | The maximum number of primary shards an anomaly detection index can have.
-`plugins.anomaly_detection.filter_by_backend_roles` | False | When you enable the security plugin and set this to `true`, the plugin filters results based on the user's backend role(s).
-`plugins.anomaly_detection.max_batch_task_per_node` | 10 | Starting a historical detector triggers a batch task. This setting is the number of batch tasks that you can run per data node. You can tune this setting from 1 to 1000. If the data nodes can't support all batch tasks and you're not sure if the data nodes are capable of running more historical detectors, add more data nodes instead of changing this setting to a higher value.
+`plugins.anomaly_detection.filter_by_backend_roles` | False | When you enable the security plugin and set this to `true`, the anomaly detection plugin filters results based on the user's backend role(s).
+`plugins.anomaly_detection.max_batch_task_per_node` | 10 | Starting a historical detector triggers a batch task. This setting is the number of batch tasks that you can run per data node. You can tune this setting from 1 to 1,000. If the data nodes can't support all batch tasks and you're not sure if the data nodes are capable of running more historical detectors, add more data nodes instead of changing this setting to a higher value.
 `plugins.anomaly_detection.max_old_ad_task_docs_per_detector` | 1 | You can run the same historical detector many times. For each run, the anomaly detection plugin creates a new task. This setting is the number of previous tasks the plugin keeps. Set this value to at least 1 to track its last run. You can keep a maximum of 1,000 old tasks to avoid overwhelming the cluster.
-`plugins.anomaly_detection.batch_task_piece_size` | 1,000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
+`plugins.anomaly_detection.batch_task_piece_size` | 1,000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1,000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
 `plugins.anomaly_detection.batch_task_piece_interval_seconds` | 5 | Add a time interval between historical detector tasks. This interval prevents the task from consuming too much of the available resources and starving other operations like search and bulk index. You can change this setting from 1 to 600 seconds.
-`plugins.anomaly_detection.max_top_entities_for_historical_analysis` | 1,000 | The maximum number of top entities that you run for a high-cardinality detector historical analysis.
-`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | How many entity tasks you can run in parallel for one HC detector. The cluster availble task slots will impact how many entities can run in parallel as well. For example, the cluster has 3 data nodes, each data node has 10 task slots by default. But if we have already started 2 HC detectors and each HC running 10 entities, and start a single-flow detector which takes 1 task slot,  then the availabe task slots will be 10 * 3 - 10 * 2 - 1 = 9. Then, if we start a new HC detector, it can only run 9 entities in parallel, not 10.
+`plugins.anomaly_detection.max_top_entities_for_historical_analysis` | 1,000 | The maximum number of top entities that you run for a high cardinality detector historical analysis.
+`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a single high cardinality detector. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-flow detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. if you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10.
+`plugins.anomaly_detection.max_cached_deleted_tasks` | 1,000 | You can rerun historical analysis for a single detector as many times as you like. The anomaly detection plugin only keeps a limited number of old tasks, by default 1 old task. If you run historical analysis three times for a detector, the oldest task is deleted. Because historical analysis generates a number of anomaly results in a short span of time, it's necessary to clean up anomaly results for a deleted task. With this field, you can configure how many deleted tasks you can cache at most. The plugin cleans up a task's results when it's deleted. If the plugin fails to do this cleanup, it adds the task's results into a cache and an hourly cron job performs the cleanup. After an hour, if still you find an old task result in the cache, use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to delete the task result manually.
+`plugins.anomaly_detection.delete_anomaly_result_when_delete_detector` | False | Whether the anomaly detection plugin deletes the anomaly result when you delete a detector. If you want to save some disk space, especially if you've high cardinality detectors generating a lot of results, set this field to true. Alternatively, you can use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to manually delete the results.
+`plugins.anomaly_detection.dedicated_cache_size` | 10 | If the real-time analysis of a high cardinality detector starts successfully, the anomaly detection plugin guarantees keeping 10 (dynamically adjustable via this setting) entities' models in memory per node. If the number of entities exceeds this limit, the plugin puts the extra entities' models in a memory space shared by all detectors. The actual number of entities varies based on the memory that you've available and the frequencies of the entities. If you'd like the plugin to guarantee keeping more entities' models in memory and if you're cluster has sufficient memory, you can increase this setting value.
+`plugins.anomaly_detection.max_concurrent_preview` | 2 | The maximum number of concurrent previews. You can use this setting to limit resource usage.
+`plugins.anomaly_detection.model_max_size_percent` | 0.1 | The upper bound of the memory percentage for a model.

From f12f4efc02cff58961ddf627878e7defdbe11cca Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 4 Oct 2021 12:13:31 -0700
Subject: [PATCH 060/229] minor fix

---
 _monitoring-plugins/ad/api.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index e3db5aac..ab12a8f8 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -265,7 +265,7 @@ Passes a date range to the anomaly detector to return any anomalies within that
 #### Request
 
 ```json
-POST _plugins/_anomaly_detection/detectors/_preview
+POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
 {
   "period_start": 1612982516000,
   "period_end": 1614278539000,

From f0f770bfad04f4792c5c264b2957c28d14677865 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 4 Oct 2021 12:32:08 -0700
Subject: [PATCH 061/229] removed validate API

---
 _monitoring-plugins/ad/api.md | 139 ----------------------------------
 1 file changed, 139 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index ab12a8f8..f0d8e4c5 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -1230,145 +1230,6 @@ DELETE _plugins/_anomaly_detection/detectors/results
 
 ---
 
-## Validate detector
-Introduced 1.1
-{: .label .label-purple }
-
-Validates detector before creating. Lists any invalid fields in your configuration and recommends ways to fix these invalid fields.
-
-#### Request
-
-```json
-POST _plugins/_anomaly_detection/detectors/_validate/detector,model
-{
-  "name": "test-detector",
-  "description": "Test detector",
-  "time_field": "timestamp",
-  "indices": [
-    "order*"
-  ],
-  "feature_attributes": [
-    {
-      "feature_name": "total_order",
-      "feature_enabled": true,
-      "aggregation_query": {
-        "total_order": {
-          "sum": {
-            "field": "value"
-          }
-        }
-      }
-    }
-  ],
-  "filter_query": {
-    "bool": {
-      "filter": [
-        {
-          "exists": {
-            "field": "value",
-            "boost": 1
-          }
-        }
-      ],
-      "adjust_pure_negative": true,
-      "boost": 1
-    }
-  },
-  "detection_interval": {
-    "period": {
-      "interval": 1,
-      "unit": "Minutes"
-    }
-  },
-  "window_delay": {
-    "period": {
-      "interval": 1,
-      "unit": "Minutes"
-    }
-  },
-  "category_field": [
-    "hc_field"
-  ],
-  "shingle_size": 8
-}
-```
-
-
-#### Sample response
-
-```json
-{
-  "detector": {
-    "name": {
-      "message": "name should be set|duplicate"
-    },
-    "time_field": {
-      "message": "time_field should be set missing|not_exist"
-    },
-    "indices": {
-      "message": "should be set|not_exist|empty"
-    },
-    "feature_attributes": {
-      "problematic_feature_name1": {
-        "message": "{field} is invalid with {exceptionMessage}"
-      }
-      "problematic_feature_name2": {
-        "message": "{field} is invalid with {exceptionMessage}"
-      },
-      "message": "there exists non-numeric field|duplicate feature names|over 5 features|duplicate feature aggregation query names"
-    },
-    "detection_interval": {
-      "message": "detection_interval should be set|Interval should be non-negative|unit is not supported"
-    },
-    "category_field": {
-      "message": "must only 1 field, and must be IP address or keyword type"
-    },    
-    "shingle_size": {
-      "message": "must be between 1 and 1000"
-    },
-  },
-  "model": {
-    "filter_query": {
-      "message": "data is too sparse after filter_query is applied"
-    },
-    "detection_interval": {
-      "suggested_value": {
-        "period": {
-          "interval": 1,
-          "unit": "Minutes"
-        }
-      }
-      "message": "use suggested value|no suggested value found, ingest more data"
-    },
-    "category_field": {
-      "message": "data with {category_field} is too sparse, ingest more data"
-    },
-    "feature_attributes": {
-      "problematic_feature_name1": {
-        "message": "data is too sparse, ingest more data with this {field}"
-      }
-      "problematic_feature_name2": {
-        "message": "data is too sparse, ingest more data with this {field}"
-      },
-      "message": "data is too sparse, ingest more data"
-    },
-    "memory": {
-      "message": "model size exceeds memory limit, please stop/delete unused detectors, or reduce shingle size or number of features"
-    },
-    "window_delay": {
-      "suggested_value": {
-        "period": {
-          "interval": 1,
-          "unit": "Minutes"
-        }
-      },
-      "message": "use suggested value(if it exists), and ingest more data if possible"
-    }
-  }
-}
-```
-
----
 
 ## Update detector
 Introduced 1.0

From 72c710d5a3a80818e1aee0edf9f1dfa632af7906 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 4 Oct 2021 12:38:02 -0700
Subject: [PATCH 062/229] historical detector to historical analysis

---
 _monitoring-plugins/ad/api.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index f0d8e4c5..c6bd39e6 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -2024,13 +2024,15 @@ GET _plugins/_anomaly_detection/stats/<stat>
 ```
 
 The `model_count` parameter shows the total number of models running on each node’s memory.
-Historical detectors contain the following additional fields:
+For historical analysis, you see the values for the following fields:
 
 - `ad_total_batch_task_execution_count`
 - `ad_executing_batch_task_count`
 - `ad_canceled_batch_task_count`
 - `ad_batch_task_failure_count`
 
+For real-time analysis, these values are 0.
+
 #### Sample response
 
 ```json
@@ -2795,7 +2797,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_by
 }
 ```
 
-You can see the `ad_task` field only for a historical detector.
+You can see the `ad_task` field only for historical analysis.
 
 The `model_count` parameter shows the total number of models that a detector runs in memory. This is useful if you have several models running on your cluster and want to know the count.
 

From 1c10355a795d206bc8918e9fbfdb5816c6f99a11 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 4 Oct 2021 12:41:37 -0700
Subject: [PATCH 063/229] minor fixes

---
 _monitoring-plugins/ad/api.md   | 8 ++++----
 _monitoring-plugins/ad/index.md | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index c6bd39e6..d434ec7d 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -793,7 +793,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
 }
 ```
 
-You can query the anomaly results of a historical detector with the `task_id`:
+You can query the anomaly results for historical analysis with the `task_id`:
 
 #### Request
 
@@ -1570,7 +1570,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
 }
 ```
 
-Use `task=true` to get historical detector task information.
+Use `task=true` to get historical analysis task information.
 
 #### Request
 
@@ -3195,7 +3195,7 @@ For a single-entity detector:
 
 The `total_entities` parameter shows you the total number of entities including the number of category fields for a detector.
 
-Getting the total count of entities is an expensive operation for a detector with more than one category field. By default, a real-time detector counts the number of entities up to a value of 10,000 and a historical detector counts the number of entities up to a value of 1,000.
+Getting the total count of entities is an expensive operation for a detector with more than one category field. By default, a real-time detector counts the number of entities up to a value of 10,000 and historical analysis counts the number of entities up to a value of 1,000.
 
 The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`. `last_sample_timestamp` shows the last document in the input data source index containing the entity, while `last_active_timestamp` shows the timestamp when the entity’s model was last seen in the model cache.
 
@@ -3237,7 +3237,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
 }
 ```
 
-For a historical detector, specify `_all` or `ad_task` to see information about its latest task:
+For historical analysis, specify `_all` or `ad_task` to see information about its latest task:
 
 #### Request
 
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index b02f14a0..d41f6455 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -153,7 +153,7 @@ If you stop or delete a detector, make sure to delete any monitors associated wi
 To see all the configuration settings for a detector, choose the **Detector configuration** tab.
 
 1. To make any changes to the detector configuration, or fine tune the time interval to minimize any false positives, go to the **Detector configuration** section and choose **Edit**.
-- You need to stop a real-time or historical detector to change its configuration. Confirm that you want to stop the detector and proceed.
+- You need to stop real-time or historical analysis to change its configuration. Confirm that you want to stop the detector and proceed.
 1. To enable or disable features, in the **Features** section, choose **Edit** and adjust the feature settings as needed. After you make your changes, choose **Save and start detector**.
 
 ### Step 8: Manage your detectors

From 16e8e1bbc47021588b6453791c047cbc3f109287 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Mon, 4 Oct 2021 13:47:22 -0700
Subject: [PATCH 064/229] Clarify connection alias

---
 _replication-plugin/api.md         | 17 +++++++++--------
 _replication-plugin/auto-follow.md |  4 ++--
 _replication-plugin/get-started.md | 16 +++++++++-------
 _replication-plugin/permissions.md |  6 ++----
 4 files changed, 22 insertions(+), 21 deletions(-)

diff --git a/_replication-plugin/api.md b/_replication-plugin/api.md
index 792aaecf..58457c84 100644
--- a/_replication-plugin/api.md
+++ b/_replication-plugin/api.md
@@ -24,7 +24,7 @@ Initiate replication of an index from the leader cluster to the follower cluster
 ```json
 PUT /_plugins/_replication/<follower-index>/_start
 {
-   "leader_alias":"<leader-cluster-name>",
+   "leader_alias":"<connection-alias-name>",
    "leader_index":"<index-name>",
    "use_roles":{
       "leader_cluster_role":"<role-name>",
@@ -37,7 +37,7 @@ Specify the following options:
 
 Options | Description | Type | Required
 :--- | :--- |:--- |:--- |
-`leader_alias` |  The name of the leader cluster. This alias is the same as the remote cluster name used to set up a cross-cluster connection. | `string` | Yes
+`leader_alias` |  The name of the cross-cluster connection. You define this alias when you [set up a cross-cluster connection]({{site.url}}{{site.baseurl}}/replication-plugin/get-started/#set-up-a-cross-cluster-connection). | `string` | Yes
 `leader_index` |  The index on the leader cluster that you want to replicate. | `string` | Yes
 `use_roles` |  The roles to use for all subsequent backend replication tasks between the indices. Specify a `leader_cluster_role` and `follower_cluster_role`. See [Map the leader and follower cluster roles]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles). | `string` | If security plugin is enabled
 
@@ -130,7 +130,7 @@ GET /_plugins/_replication/<follower-index>/_status
 {
   "status" : "SYNCING",
   "reason" : "User initiated",
-  "leader_alias" : "leader-cluster",
+  "leader_alias" : "my-connection-name",
   "leader_index" : "leader-01",
   "follower_index" : "follower-01",
   "syncing_details" : {
@@ -140,9 +140,10 @@ GET /_plugins/_replication/<follower-index>/_status
   }
 }
 ```
-
 To include shard replication details in the response, add the `&verbose=true` parameter.
 
+The leader and follower checkpoint values begin as negative integers and reflect the number of shards you have (-1 for one shard, -5 for five shards, and so on). The values increment to positive integers with each change that you make. For example, when you make a change on the leader index, the `leader_checkpoint` becomes `0`. The `follower_checkpoint` is initially still `-1` until the follower index pulls the change from the leader, at which point it increments to `0`. If the values are the same, it means the indices are fully synced.
+
 ## Update settings
 Introduced 1.1
 {: .label .label-purple }
@@ -185,7 +186,7 @@ Make sure to note the names of all auto-follow patterns after you create them. T
 ```json
 POST /_plugins/_replication/_autofollow
 {
-   "leader_alias" : "<leader-cluster-name>",
+   "leader_alias" : "<connection-alias-name>",
    "name": "<auto-follow-pattern-name>",
    "pattern": "<pattern>",
    "use_roles":{
@@ -199,7 +200,7 @@ Specify the following options:
 
 Options | Description | Type | Required
 :--- | :--- |:--- |:--- |
-`leader_alias` |  The name of the remote cluster to associate the pattern with. | `string` | Yes
+`leader_alias` |  The name of the cross-cluster connection. You define this alias when you [set up a cross-cluster connection]({{site.url}}{{site.baseurl}}/replication-plugin/get-started/#set-up-a-cross-cluster-connection). | `string` | Yes
 `name` |  A name for the auto-follow pattern. | `string` | Yes
 `pattern` |  An array of index patterns to match against indices in the specified leader cluster. Supports wildcard characters. For example, `leader-*`. | `string` | Yes
 `use_roles` |  The roles to use for all subsequent backend replication tasks between the indices. Specify a `leader_cluster_role` and `follower_cluster_role`. See [Map the leader and follower cluster roles]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles). | `string` | If security plugin is enabled
@@ -225,7 +226,7 @@ Send this request to the follower cluster.
 ```json
 DELETE /_plugins/_replication/_autofollow
 {
-   "leader_alias" : "<leader-cluster-name>",
+   "leader_alias" : "<connection-alias-name>",
    "name": "<auto-follow-pattern-name>",
 }
 ```
@@ -234,7 +235,7 @@ Specify the following options:
 
 Options | Description | Type | Required
 :--- | :--- |:--- |:--- |
-`leader_alias` |  The name of the remote cluster that the pattern is associated with. | `string` | Yes
+`leader_alias` |  The name of the cross-cluster connection. You define this alias when you [set up a cross-cluster connection]({{site.url}}{{site.baseurl}}/replication-plugin/get-started/#set-up-a-cross-cluster-connection). | `string` | Yes
 `name` |  The name of the pattern. | `string` | Yes
 
 #### Sample response
diff --git a/_replication-plugin/auto-follow.md b/_replication-plugin/auto-follow.md
index 2e06761e..4af6c61f 100644
--- a/_replication-plugin/auto-follow.md
+++ b/_replication-plugin/auto-follow.md
@@ -32,7 +32,7 @@ Create a replication rule on the follower cluster:
 ```bash
 curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/_autofollow?pretty' -d '
 {
-   "leader_alias" : "leader-cluster",
+   "leader_alias" : "my-connection-alias",
    "name": "my-replication-rule",
    "pattern": "movies*",
    "use_roles":{
@@ -69,7 +69,7 @@ When you delete a replication rule, OpenSearch stops replicating *new* indices t
 ```bash
 curl -XDELETE -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/_autofollow?pretty' -d '
 {
-   "leader_alias" : "leader-cluster",
+   "leader_alias" : "my-conection-alias",
    "name": "my-replication-rule"
 }'
 ```
diff --git a/_replication-plugin/get-started.md b/_replication-plugin/get-started.md
index 30955b8c..e6b3c36a 100644
--- a/_replication-plugin/get-started.md
+++ b/_replication-plugin/get-started.md
@@ -132,7 +132,7 @@ docker inspect --format='{% raw %}{{range .NetworkSettings.Networks}}{{.IPAddres
 
 Cross-cluster replication follows a "pull" model, so most changes occur on the follower cluster, not the leader cluster. 
 
-On the follower cluster, add the leader cluster name and the IP address (with port 9300) for each seed node. Because this is a single-node cluster, you only have one seed node:
+On the follower cluster, add the IP address (with port 9300) for each seed node. Because this is a single-node cluster, you only have one seed node. Provide a descriptive name for the connection, which you'll use in the request to start replication:
 
 ```bash
 curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_cluster/settings?pretty' -d '
@@ -140,7 +140,7 @@ curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://loca
   "persistent": {
     "cluster": {
       "remote": {
-        "leader-cluster": {
+        "my-connection-alias": {
           "seeds": ["172.22.0.3:9300"]
         }
       }
@@ -157,12 +157,12 @@ To get started, create an index called `leader-01` on the leader cluster:
 curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9201/leader-01?pretty'
 ```
 
-Then start replication of that index from the follower cluster. In the request body, provide the leader cluster and index, along with the security roles that you want to use:
+Then start replication from the follower cluster. In the request body, provide the connection name and leader index that you want to replicate, along with the security roles you want to use:
 
 ```bash
 curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_start?pretty' -d '
 {
-   "leader_alias": "leader-cluster",
+   "leader_alias": "my-connection-alias",
    "leader_index": "leader-01",
    "use_roles":{
       "leader_cluster_role": "all_access",
@@ -186,7 +186,7 @@ curl -XGET -k -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/fol
 {
   "status" : "SYNCING",
   "reason" : "User initiated",
-  "leader_alias" : "leader-cluster",
+  "leader_alias" : "my-connection-alias",
   "leader_index" : "leader-01",
   "follower_index" : "follower-01",
   "syncing_details" : {
@@ -197,7 +197,9 @@ curl -XGET -k -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/fol
 }
 ```
 
-Possible statuses are `SYNCING`, `BOOTSTRAPING`, `PAUSED`, and `REPLICATION NOT IN PROGRESS`. The leader and follower checkpoint values increment with each  change and illustrate how many updates the follower is behind the leader. If the indices are fully synced, the values are the same.
+Possible statuses are `SYNCING`, `BOOTSTRAPING`, `PAUSED`, and `REPLICATION NOT IN PROGRESS`. 
+
+The leader and follower checkpoint values begin as negative numbers and reflect the number of shards you have (-1 for one shard, -5 for five shards, and so on). The values increment with each change and illustrate how many updates the follower is behind the leader. If the indices are fully synced, the values are the same.
 
 To confirm that replication is actually happening, add a document to the leader index:
 
@@ -240,7 +242,7 @@ curl -XGET -k -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/fol
 {
   "status" : "PAUSED",
   "reason" : "User initiated",
-  "leader_alias" : "leader-cluster",
+  "leader_alias" : "my-connection-alias",
   "leader_index" : "leader-01",
   "follower_index" : "follower-01"
 }
diff --git a/_replication-plugin/permissions.md b/_replication-plugin/permissions.md
index 2204dba5..e4b3152c 100644
--- a/_replication-plugin/permissions.md
+++ b/_replication-plugin/permissions.md
@@ -18,7 +18,7 @@ Enable node-to-node encryption on both the leader and the follower cluster to en
 
 ## Basic permissions
 
-In order for non-admin users to perform replication activities, they be mapped to the appropriate permissions.  
+In order for non-admin users to perform replication activities, they must be mapped to the appropriate permissions.  
 
 The security plugin has two built-in roles that cover most replication use cases: `cross_cluster_replication_leader_full_access`, which provides replication permissions on the leader cluster, and `cross_cluster_replication_follower_full_access`, which provides replication permissions on the follower cluster. For descriptions of each, see [Predefined roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles#predefined-roles).
 
@@ -26,9 +26,7 @@ If you don't want to use the default roles, you can combine individual replicati
 
 ## Map the leader and follower cluster roles
 
-associates roles passed in the request to these replication jobs to run in the background
-
-The [start replication]({{site.url}}{{site.baseurl}}/replication-plugin/api/#start-replication) and [create replication rule]({{site.url}}{{site.baseurl}}/replication-plugin/api/#create-replication-rule) operations are special cases. They involve background processes on the leader and follower clusters that must be associated with roles. When you perform one of these actions, you must explicitly pass the  `leader_cluster_role` and
+The [start replication]({{site.url}}{{site.baseurl}}/replication-plugin/api/#start-replication) and [create replication rule]({{site.url}}{{site.baseurl}}/replication-plugin/api/#create-replication-rule) operations are special cases. They involve background processes on the leader and follower clusters that must be associated with roles. When you perform one of these actions, you must explicitly pass the `leader_cluster_role` and
 `follower_cluster_role` in the request, which OpenSearch then uses in all backend replication tasks.
 
 To enable non-admins to start replication and create replication rules, create an identical user on each cluster (for example, `replication_user`) and map them to the `cross_cluster_replication_leader_full_access` role on the remote cluster and `cross_cluster_replication_follower_full_access` on the follower cluster. For instructions, see [Map users to roles]({{site.url}}{{site.baseurl}}/security-plugin/access-control/users-roles/#map-users-to-roles).

From 4b23a1a36ec8210efbfbe77d526b7bf383ff31d7 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 4 Oct 2021 14:11:45 -0700
Subject: [PATCH 065/229] incorporated feedback

---
 _monitoring-plugins/ad/api.md      | 1061 ++++++++++++++--------------
 _monitoring-plugins/ad/settings.md |   12 +-
 2 files changed, 532 insertions(+), 541 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index d434ec7d..b6aaefe5 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -256,6 +256,530 @@ Options | Description | Type | Required
 
 ---
 
+## Get detector
+Introduced 1.0
+{: .label .label-purple }
+
+Returns all information about a detector based on the `detector_id`.
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/<detectorId>
+```
+
+#### Sample response
+
+```json
+{
+  "_id" : "m4ccEnIBTXsGi3mvMt9p",
+  "_version" : 1,
+  "_primary_term" : 1,
+  "_seq_no" : 3,
+  "anomaly_detector" : {
+    "name" : "test-detector",
+    "description" : "Test detector",
+    "time_field" : "timestamp",
+    "indices" : [
+      "order*"
+    ],
+    "filter_query" : {
+      "bool" : {
+        "filter" : [
+          {
+            "exists" : {
+              "field" : "value",
+              "boost" : 1.0
+            }
+          }
+        ],
+        "adjust_pure_negative" : true,
+        "boost" : 1.0
+      }
+    },
+    "detection_interval" : {
+      "period" : {
+        "interval" : 1,
+        "unit" : "Minutes"
+      }
+    },
+    "window_delay" : {
+      "period" : {
+        "interval" : 1,
+        "unit" : "Minutes"
+      }
+    },
+    "schema_version" : 0,
+    "feature_attributes" : [
+      {
+        "feature_id" : "mYccEnIBTXsGi3mvMd8_",
+        "feature_name" : "total_order",
+        "feature_enabled" : true,
+        "aggregation_query" : {
+          "total_order" : {
+            "sum" : {
+              "field" : "value"
+            }
+          }
+        }
+      }
+    ],
+    "last_update_time" : 1589441737319
+  }
+}
+```
+
+
+Use `job=true` to get anomaly detection job information.
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
+```
+
+#### Sample response
+
+```json
+{
+  "_id": "LJxGsXcBoDQA8W1Q--A1",
+  "_version": 1,
+  "_primary_term": 1,
+  "_seq_no": 0,
+  "anomaly_detector": {
+    "name": "test2",
+    "description": "test",
+    "time_field": "timestamp",
+    "indices": [
+      "server_log"
+    ],
+    "filter_query": {
+      "match_all": {
+        "boost": 1
+      }
+    },
+    "detection_interval": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "shingle_size": 8,
+    "schema_version": 0,
+    "feature_attributes": [
+      {
+        "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
+        "feature_name": "F1",
+        "feature_enabled": "true",
+        "aggregation_query": {
+          "f_1": {
+            "sum": {
+              "field": "value"
+            }
+          }
+        }
+      }
+    ],
+    "last_update_time": 1613586955060,
+    "detector_type": "MULTI_ENTITY"
+  },
+  "anomaly_detector_job": {
+    "name": "LJxGsXcBoDQA8W1Q--A1",
+    "schedule": {
+      "interval": {
+        "start_time": 1613587220387,
+        "period": 1,
+        "unit": "Minutes"
+      }
+    },
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "enabled": "false",
+    "enabled_time": 1613587220387,
+    "last_update_time": 1613587289169,
+    "lock_duration_seconds": 60,
+    "disabled_time": 1613587289169
+  },
+  "anomaly_detection_task": {
+    "task_id": "WZ5LsXcBoDQA8W1QmUa3",
+    "last_update_time": 1613587349022,
+    "error": "Task cancelled by user",
+    "state": "STOPPED",
+    "detector_id": "LJxGsXcBoDQA8W1Q--A1",
+    "task_progress": 0.26321793,
+    "init_progress": 1,
+    "current_piece": 1611030900000,
+    "execution_start_time": 1613587257783,
+    "execution_end_time": 1613587349022,
+    "is_latest": "true",
+    "task_type": "HISTORICAL",
+    "coordinating_node": "NSw5j-3YQeGkH8KESVKlzw",
+    "worker_node": "NSw5j-3YQeGkH8KESVKlzw",
+    "detector": {
+      "name": "test2",
+      "description": "test",
+      "time_field": "timestamp",
+      "indices": [
+        "server_log"
+      ],
+      "filter_query": {
+        "match_all": {
+          "boost": 1
+        }
+      },
+      "detection_interval": {
+        "period": {
+          "interval": 1,
+          "unit": "Minutes"
+        }
+      },
+      "window_delay": {
+        "period": {
+          "interval": 1,
+          "unit": "Minutes"
+        }
+      },
+      "shingle_size": 8,
+      "schema_version": 0,
+      "feature_attributes": [
+        {
+          "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
+          "feature_name": "F1",
+          "feature_enabled": "true",
+          "aggregation_query": {
+            "f_1": {
+              "sum": {
+                "field": "value"
+              }
+            }
+          }
+        }
+      ],
+      "last_update_time": 1613586955060,
+      "detector_type": "MULTI_ENTITY"
+    }
+  }
+}
+```
+
+Use `task=true` to get historical analysis task information.
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
+```
+
+#### Sample response
+
+```json
+{
+  "_id": "BwzKQXcB89DLS7G9rg7Y",
+  "_version": 1,
+  "_primary_term": 2,
+  "_seq_no": 10,
+  "anomaly_detector": {
+    "name": "test-ylwu1",
+    "description": "test",
+    "time_field": "timestamp",
+    "indices": [
+      "ser*"
+    ],
+    "filter_query": {
+      "match_all": {
+        "boost": 1
+      }
+    },
+    "detection_interval": {
+      "period": {
+        "interval": 10,
+        "unit": "Minutes"
+      }
+    },
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "shingle_size": 8,
+    "schema_version": 0,
+    "feature_attributes": [
+      {
+        "feature_id": "BgzKQXcB89DLS7G9rg7G",
+        "feature_name": "F1",
+        "feature_enabled": true,
+        "aggregation_query": {
+          "f_1": {
+            "sum": {
+              "field": "value"
+            }
+          }
+        }
+      }
+    ],
+    "ui_metadata": {
+      "features": {
+        "F1": {
+          "aggregationBy": "sum",
+          "aggregationOf": "value",
+          "featureType": "simple_aggs"
+        }
+      }
+    },
+    "last_update_time": 1611716538071,
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
+      ],
+      "roles": [
+        "all_access",
+        "own_index"
+      ],
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
+    },
+    "detector_type": "HISTORICAL_SINGLE_ENTITY",
+    "detection_date_range": {
+      "start_time": 1580094137997,
+      "end_time": 1611716537997
+    }
+  },
+  "anomaly_detection_task": {
+    "task_id": "sgxaRXcB89DLS7G9RfIO",
+    "last_update_time": 1611776648699,
+    "started_by": "admin",
+    "state": "FINISHED",
+    "detector_id": "BwzKQXcB89DLS7G9rg7Y",
+    "task_progress": 1,
+    "init_progress": 1,
+    "current_piece": 1611716400000,
+    "execution_start_time": 1611776279822,
+    "execution_end_time": 1611776648679,
+    "is_latest": true,
+    "task_type": "HISTORICAL",
+    "coordinating_node": "gs213KqjS4q7H4Bmn_ZuLA",
+    "worker_node": "PgfR3JhbT7yJMx7bwQ6E3w",
+    "detector": {
+      "name": "test-ylwu1",
+      "description": "test",
+      "time_field": "timestamp",
+      "indices": [
+        "ser*"
+      ],
+      "filter_query": {
+        "match_all": {
+          "boost": 1
+        }
+      },
+      "detection_interval": {
+        "period": {
+          "interval": 10,
+          "unit": "Minutes"
+        }
+      },
+      "window_delay": {
+        "period": {
+          "interval": 1,
+          "unit": "Minutes"
+        }
+      },
+      "shingle_size": 8,
+      "schema_version": 0,
+      "feature_attributes": [
+        {
+          "feature_id": "BgzKQXcB89DLS7G9rg7G",
+          "feature_name": "F1",
+          "feature_enabled": true,
+          "aggregation_query": {
+            "f_1": {
+              "sum": {
+                "field": "value"
+              }
+            }
+          }
+        }
+      ],
+      "ui_metadata": {
+        "features": {
+          "F1": {
+            "aggregationBy": "sum",
+            "aggregationOf": "value",
+            "featureType": "simple_aggs"
+          }
+        }
+      },
+      "last_update_time": 1611716538071,
+      "user": {
+        "name": "admin",
+        "backend_roles": [
+          "admin"
+        ],
+        "roles": [
+          "all_access",
+          "own_index"
+        ],
+        "custom_attribute_names": [],
+        "user_requested_tenant": "__user__"
+      },
+      "detector_type": "HISTORICAL_SINGLE_ENTITY",
+      "detection_date_range": {
+        "start_time": 1580094137997,
+        "end_time": 1611716537997
+      }
+    },
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
+      ],
+      "roles": [
+        "all_access",
+        "own_index"
+      ],
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
+    }
+  }
+}
+```
+
+---
+
+## Update detector
+Introduced 1.0
+{: .label .label-purple }
+
+Updates a detector with any changes, including the description or adding or removing of features.
+To update a detector, you need to first stop the detector.
+
+#### Request
+
+```json
+PUT _plugins/_anomaly_detection/detectors/<detectorId>
+{
+  "name": "test-detector",
+  "description": "Test detector",
+  "time_field": "timestamp",
+  "indices": [
+    "order*"
+  ],
+  "feature_attributes": [
+    {
+      "feature_name": "total_order",
+      "feature_enabled": true,
+      "aggregation_query": {
+        "total_order": {
+          "sum": {
+            "field": "value"
+          }
+        }
+      }
+    }
+  ],
+  "filter_query": {
+    "bool": {
+      "filter": [
+        {
+          "exists": {
+            "field": "value",
+            "boost": 1
+          }
+        }
+      ],
+      "adjust_pure_negative": true,
+      "boost": 1
+    }
+  },
+  "detection_interval": {
+    "period": {
+      "interval": 10,
+      "unit": "MINUTES"
+    }
+  },
+  "window_delay": {
+    "period": {
+      "interval": 1,
+      "unit": "MINUTES"
+    }
+  }
+}
+```
+
+
+#### Sample response
+
+```json
+{
+  "_id" : "m4ccEnIBTXsGi3mvMt9p",
+  "_version" : 2,
+  "_seq_no" : 4,
+  "_primary_term" : 1,
+  "anomaly_detector" : {
+    "name" : "test-detector",
+    "description" : "Test detector",
+    "time_field" : "timestamp",
+    "indices" : [
+      "order*"
+    ],
+    "filter_query" : {
+      "bool" : {
+        "filter" : [
+          {
+            "exists" : {
+              "field" : "value",
+              "boost" : 1.0
+            }
+          }
+        ],
+        "adjust_pure_negative" : true,
+        "boost" : 1.0
+      }
+    },
+    "detection_interval" : {
+      "period" : {
+        "interval" : 10,
+        "unit" : "Minutes"
+      }
+    },
+    "window_delay" : {
+      "period" : {
+        "interval" : 1,
+        "unit" : "Minutes"
+      }
+    },
+    "schema_version" : 0,
+    "feature_attributes" : [
+      {
+        "feature_id" : "xxokEnIBcpeWMD987A1X",
+        "feature_name" : "total_order",
+        "feature_enabled" : true,
+        "aggregation_query" : {
+          "total_order" : {
+            "sum" : {
+              "field" : "value"
+            }
+          }
+        }
+      }
+    ]
+  }
+}
+```
+
+---
+
 ## Preview detector
 Introduced 1.0
 {: .label .label-purple }
@@ -937,15 +1461,6 @@ GET _plugins/_anomaly_detection/detectors/results/_search
 }
 ```
 
-You can specify the following options.
-
-Options | Description | Type | Required
-:--- | :--- |:--- |:--- |
-`anomalyThreshold` |  Specify a threshold to filter out low anomaly grade results. Default is -1. Because the lowest possible anomaly grade is 0, -1 means that the detector returns all results. | `float` | No
-`dateRangeFilter` |  Specify the date range in: <br> - `startTime` (int): Start time to collect results. Add in milliseconds since the Unix Epoch. <br> - `endTime` (int): End time to collect results. Add in milliseconds since the Unix Epoch. <br> - `fieldName` (string): The field that you want to match the start and end time. | `object` | Yes
-`entity` | Specify the entity name and value. Default is empty. <br> - `name` (string): Field name that you want to search in. <br> - `value` (string): Entity value that you want to search for. | `object` | No
-`sort`  |  Sort the result by a field in a certain order.  Default is empty. Properties of `sort`:<br> - `direction` (string): Specify "desc" or "asc" for descending or ascending order. <br> - `field` (string): Order the results by a field. | `object` | No
-
 ---
 
 ## Search detector tasks
@@ -1228,530 +1743,6 @@ DELETE _plugins/_anomaly_detection/detectors/results
 }
 ```
 
----
-
-
-## Update detector
-Introduced 1.0
-{: .label .label-purple }
-
-Updates a detector with any changes, including the description or adding or removing of features.
-To update a detector, you need to first stop the detector.
-
-#### Request
-
-```json
-PUT _plugins/_anomaly_detection/detectors/<detectorId>
-{
-  "name": "test-detector",
-  "description": "Test detector",
-  "time_field": "timestamp",
-  "indices": [
-    "order*"
-  ],
-  "feature_attributes": [
-    {
-      "feature_name": "total_order",
-      "feature_enabled": true,
-      "aggregation_query": {
-        "total_order": {
-          "sum": {
-            "field": "value"
-          }
-        }
-      }
-    }
-  ],
-  "filter_query": {
-    "bool": {
-      "filter": [
-        {
-          "exists": {
-            "field": "value",
-            "boost": 1
-          }
-        }
-      ],
-      "adjust_pure_negative": true,
-      "boost": 1
-    }
-  },
-  "detection_interval": {
-    "period": {
-      "interval": 10,
-      "unit": "MINUTES"
-    }
-  },
-  "window_delay": {
-    "period": {
-      "interval": 1,
-      "unit": "MINUTES"
-    }
-  }
-}
-```
-
-
-#### Sample response
-
-```json
-{
-  "_id" : "m4ccEnIBTXsGi3mvMt9p",
-  "_version" : 2,
-  "_seq_no" : 4,
-  "_primary_term" : 1,
-  "anomaly_detector" : {
-    "name" : "test-detector",
-    "description" : "Test detector",
-    "time_field" : "timestamp",
-    "indices" : [
-      "order*"
-    ],
-    "filter_query" : {
-      "bool" : {
-        "filter" : [
-          {
-            "exists" : {
-              "field" : "value",
-              "boost" : 1.0
-            }
-          }
-        ],
-        "adjust_pure_negative" : true,
-        "boost" : 1.0
-      }
-    },
-    "detection_interval" : {
-      "period" : {
-        "interval" : 10,
-        "unit" : "Minutes"
-      }
-    },
-    "window_delay" : {
-      "period" : {
-        "interval" : 1,
-        "unit" : "Minutes"
-      }
-    },
-    "schema_version" : 0,
-    "feature_attributes" : [
-      {
-        "feature_id" : "xxokEnIBcpeWMD987A1X",
-        "feature_name" : "total_order",
-        "feature_enabled" : true,
-        "aggregation_query" : {
-          "total_order" : {
-            "sum" : {
-              "field" : "value"
-            }
-          }
-        }
-      }
-    ]
-  }
-}
-```
-
----
-
-## Get detector
-Introduced 1.0
-{: .label .label-purple }
-
-Returns all information about a detector based on the `detector_id`.
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/detectors/<detectorId>
-```
-
-#### Sample response
-
-```json
-{
-  "_id" : "m4ccEnIBTXsGi3mvMt9p",
-  "_version" : 1,
-  "_primary_term" : 1,
-  "_seq_no" : 3,
-  "anomaly_detector" : {
-    "name" : "test-detector",
-    "description" : "Test detector",
-    "time_field" : "timestamp",
-    "indices" : [
-      "order*"
-    ],
-    "filter_query" : {
-      "bool" : {
-        "filter" : [
-          {
-            "exists" : {
-              "field" : "value",
-              "boost" : 1.0
-            }
-          }
-        ],
-        "adjust_pure_negative" : true,
-        "boost" : 1.0
-      }
-    },
-    "detection_interval" : {
-      "period" : {
-        "interval" : 1,
-        "unit" : "Minutes"
-      }
-    },
-    "window_delay" : {
-      "period" : {
-        "interval" : 1,
-        "unit" : "Minutes"
-      }
-    },
-    "schema_version" : 0,
-    "feature_attributes" : [
-      {
-        "feature_id" : "mYccEnIBTXsGi3mvMd8_",
-        "feature_name" : "total_order",
-        "feature_enabled" : true,
-        "aggregation_query" : {
-          "total_order" : {
-            "sum" : {
-              "field" : "value"
-            }
-          }
-        }
-      }
-    ],
-    "last_update_time" : 1589441737319
-  }
-}
-```
-
-
-Use `job=true` to get anomaly detection job information.
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
-```
-
-#### Sample response
-
-```json
-{
-  "_id": "LJxGsXcBoDQA8W1Q--A1",
-  "_version": 1,
-  "_primary_term": 1,
-  "_seq_no": 0,
-  "anomaly_detector": {
-    "name": "test2",
-    "description": "test",
-    "time_field": "timestamp",
-    "indices": [
-      "server_log"
-    ],
-    "filter_query": {
-      "match_all": {
-        "boost": 1
-      }
-    },
-    "detection_interval": {
-      "period": {
-        "interval": 1,
-        "unit": "Minutes"
-      }
-    },
-    "window_delay": {
-      "period": {
-        "interval": 1,
-        "unit": "Minutes"
-      }
-    },
-    "shingle_size": 8,
-    "schema_version": 0,
-    "feature_attributes": [
-      {
-        "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
-        "feature_name": "F1",
-        "feature_enabled": "true",
-        "aggregation_query": {
-          "f_1": {
-            "sum": {
-              "field": "value"
-            }
-          }
-        }
-      }
-    ],
-    "last_update_time": 1613586955060,
-    "detector_type": "MULTI_ENTITY"
-  },
-  "anomaly_detector_job": {
-    "name": "LJxGsXcBoDQA8W1Q--A1",
-    "schedule": {
-      "interval": {
-        "start_time": 1613587220387,
-        "period": 1,
-        "unit": "Minutes"
-      }
-    },
-    "window_delay": {
-      "period": {
-        "interval": 1,
-        "unit": "Minutes"
-      }
-    },
-    "enabled": "false",
-    "enabled_time": 1613587220387,
-    "last_update_time": 1613587289169,
-    "lock_duration_seconds": 60,
-    "disabled_time": 1613587289169
-  },
-  "anomaly_detection_task": {
-    "task_id": "WZ5LsXcBoDQA8W1QmUa3",
-    "last_update_time": 1613587349022,
-    "error": "Task cancelled by user",
-    "state": "STOPPED",
-    "detector_id": "LJxGsXcBoDQA8W1Q--A1",
-    "task_progress": 0.26321793,
-    "init_progress": 1,
-    "current_piece": 1611030900000,
-    "execution_start_time": 1613587257783,
-    "execution_end_time": 1613587349022,
-    "is_latest": "true",
-    "task_type": "HISTORICAL",
-    "coordinating_node": "NSw5j-3YQeGkH8KESVKlzw",
-    "worker_node": "NSw5j-3YQeGkH8KESVKlzw",
-    "detector": {
-      "name": "test2",
-      "description": "test",
-      "time_field": "timestamp",
-      "indices": [
-        "server_log"
-      ],
-      "filter_query": {
-        "match_all": {
-          "boost": 1
-        }
-      },
-      "detection_interval": {
-        "period": {
-          "interval": 1,
-          "unit": "Minutes"
-        }
-      },
-      "window_delay": {
-        "period": {
-          "interval": 1,
-          "unit": "Minutes"
-        }
-      },
-      "shingle_size": 8,
-      "schema_version": 0,
-      "feature_attributes": [
-        {
-          "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
-          "feature_name": "F1",
-          "feature_enabled": "true",
-          "aggregation_query": {
-            "f_1": {
-              "sum": {
-                "field": "value"
-              }
-            }
-          }
-        }
-      ],
-      "last_update_time": 1613586955060,
-      "detector_type": "MULTI_ENTITY"
-    }
-  }
-}
-```
-
-Use `task=true` to get historical analysis task information.
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
-```
-
-#### Sample response
-
-```json
-{
-  "_id": "BwzKQXcB89DLS7G9rg7Y",
-  "_version": 1,
-  "_primary_term": 2,
-  "_seq_no": 10,
-  "anomaly_detector": {
-    "name": "test-ylwu1",
-    "description": "test",
-    "time_field": "timestamp",
-    "indices": [
-      "ser*"
-    ],
-    "filter_query": {
-      "match_all": {
-        "boost": 1
-      }
-    },
-    "detection_interval": {
-      "period": {
-        "interval": 10,
-        "unit": "Minutes"
-      }
-    },
-    "window_delay": {
-      "period": {
-        "interval": 1,
-        "unit": "Minutes"
-      }
-    },
-    "shingle_size": 8,
-    "schema_version": 0,
-    "feature_attributes": [
-      {
-        "feature_id": "BgzKQXcB89DLS7G9rg7G",
-        "feature_name": "F1",
-        "feature_enabled": true,
-        "aggregation_query": {
-          "f_1": {
-            "sum": {
-              "field": "value"
-            }
-          }
-        }
-      }
-    ],
-    "ui_metadata": {
-      "features": {
-        "F1": {
-          "aggregationBy": "sum",
-          "aggregationOf": "value",
-          "featureType": "simple_aggs"
-        }
-      }
-    },
-    "last_update_time": 1611716538071,
-    "user": {
-      "name": "admin",
-      "backend_roles": [
-        "admin"
-      ],
-      "roles": [
-        "all_access",
-        "own_index"
-      ],
-      "custom_attribute_names": [],
-      "user_requested_tenant": "__user__"
-    },
-    "detector_type": "HISTORICAL_SINGLE_ENTITY",
-    "detection_date_range": {
-      "start_time": 1580094137997,
-      "end_time": 1611716537997
-    }
-  },
-  "anomaly_detection_task": {
-    "task_id": "sgxaRXcB89DLS7G9RfIO",
-    "last_update_time": 1611776648699,
-    "started_by": "admin",
-    "state": "FINISHED",
-    "detector_id": "BwzKQXcB89DLS7G9rg7Y",
-    "task_progress": 1,
-    "init_progress": 1,
-    "current_piece": 1611716400000,
-    "execution_start_time": 1611776279822,
-    "execution_end_time": 1611776648679,
-    "is_latest": true,
-    "task_type": "HISTORICAL",
-    "coordinating_node": "gs213KqjS4q7H4Bmn_ZuLA",
-    "worker_node": "PgfR3JhbT7yJMx7bwQ6E3w",
-    "detector": {
-      "name": "test-ylwu1",
-      "description": "test",
-      "time_field": "timestamp",
-      "indices": [
-        "ser*"
-      ],
-      "filter_query": {
-        "match_all": {
-          "boost": 1
-        }
-      },
-      "detection_interval": {
-        "period": {
-          "interval": 10,
-          "unit": "Minutes"
-        }
-      },
-      "window_delay": {
-        "period": {
-          "interval": 1,
-          "unit": "Minutes"
-        }
-      },
-      "shingle_size": 8,
-      "schema_version": 0,
-      "feature_attributes": [
-        {
-          "feature_id": "BgzKQXcB89DLS7G9rg7G",
-          "feature_name": "F1",
-          "feature_enabled": true,
-          "aggregation_query": {
-            "f_1": {
-              "sum": {
-                "field": "value"
-              }
-            }
-          }
-        }
-      ],
-      "ui_metadata": {
-        "features": {
-          "F1": {
-            "aggregationBy": "sum",
-            "aggregationOf": "value",
-            "featureType": "simple_aggs"
-          }
-        }
-      },
-      "last_update_time": 1611716538071,
-      "user": {
-        "name": "admin",
-        "backend_roles": [
-          "admin"
-        ],
-        "roles": [
-          "all_access",
-          "own_index"
-        ],
-        "custom_attribute_names": [],
-        "user_requested_tenant": "__user__"
-      },
-      "detector_type": "HISTORICAL_SINGLE_ENTITY",
-      "detection_date_range": {
-        "start_time": 1580094137997,
-        "end_time": 1611716537997
-      }
-    },
-    "user": {
-      "name": "admin",
-      "backend_roles": [
-        "admin"
-      ],
-      "roles": [
-        "all_access",
-        "own_index"
-      ],
-      "custom_attribute_names": [],
-      "user_requested_tenant": "__user__"
-    }
-  }
-}
-```
 
 ---
 
@@ -2031,7 +2022,7 @@ For historical analysis, you see the values for the following fields:
 - `ad_canceled_batch_task_count`
 - `ad_batch_task_failure_count`
 
-For real-time analysis, these values are 0.
+If haven't run any historical analysis, these values show up as 0.
 
 #### Sample response
 
@@ -3237,7 +3228,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
 }
 ```
 
-For historical analysis, specify `_all` or `ad_task` to see information about its latest task:
+To get profile information for only historical analysis, specify `ad_task`:
 
 #### Request
 
diff --git a/_monitoring-plugins/ad/settings.md b/_monitoring-plugins/ad/settings.md
index eaebdee2..5aa73dc4 100644
--- a/_monitoring-plugins/ad/settings.md
+++ b/_monitoring-plugins/ad/settings.md
@@ -35,13 +35,13 @@ Setting | Default | Description
 `plugins.anomaly_detection.max_entities_for_preview` | 5 | The maximum unique category field values displayed with the preview operation for high cardinality detectors. By default, if the category field(s) have more than the configured unique values in a detector interval, the anomaly detection plugin orders them by the natural ordering of categorical values (for example, entity `ab` comes before `bc`) and then selects the top values.
 `plugins.anomaly_detection.max_primary_shards` | 10 | The maximum number of primary shards an anomaly detection index can have.
 `plugins.anomaly_detection.filter_by_backend_roles` | False | When you enable the security plugin and set this to `true`, the anomaly detection plugin filters results based on the user's backend role(s).
-`plugins.anomaly_detection.max_batch_task_per_node` | 10 | Starting a historical detector triggers a batch task. This setting is the number of batch tasks that you can run per data node. You can tune this setting from 1 to 1,000. If the data nodes can't support all batch tasks and you're not sure if the data nodes are capable of running more historical detectors, add more data nodes instead of changing this setting to a higher value.
-`plugins.anomaly_detection.max_old_ad_task_docs_per_detector` | 1 | You can run the same historical detector many times. For each run, the anomaly detection plugin creates a new task. This setting is the number of previous tasks the plugin keeps. Set this value to at least 1 to track its last run. You can keep a maximum of 1,000 old tasks to avoid overwhelming the cluster.
+`plugins.anomaly_detection.max_batch_task_per_node` | 10 | Starting a historical analysis triggers a batch task. This setting is the number of batch tasks that you can run per data node. You can tune this setting from 1 to 1,000. If the data nodes can’t support all batch tasks and you’re not sure if the data nodes are capable of running more historical analysis, add more data nodes instead of changing this setting to a higher value. Increasing this value might bring more load on each data node.
+`plugins.anomaly_detection.max_old_ad_task_docs_per_detector` | 1 | You can run historical analysis for the same detector many times. For each run, the anomaly detection plugin creates a new task. This setting is the number of previous tasks the plugin keeps. Set this value to at least 1 to track its last run. You can keep a maximum of 1,000 old tasks to avoid overwhelming the cluster.
 `plugins.anomaly_detection.batch_task_piece_size` | 1,000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1,000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
-`plugins.anomaly_detection.batch_task_piece_interval_seconds` | 5 | Add a time interval between historical detector tasks. This interval prevents the task from consuming too much of the available resources and starving other operations like search and bulk index. You can change this setting from 1 to 600 seconds.
-`plugins.anomaly_detection.max_top_entities_for_historical_analysis` | 1,000 | The maximum number of top entities that you run for a high cardinality detector historical analysis.
-`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a single high cardinality detector. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-flow detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. if you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10.
-`plugins.anomaly_detection.max_cached_deleted_tasks` | 1,000 | You can rerun historical analysis for a single detector as many times as you like. The anomaly detection plugin only keeps a limited number of old tasks, by default 1 old task. If you run historical analysis three times for a detector, the oldest task is deleted. Because historical analysis generates a number of anomaly results in a short span of time, it's necessary to clean up anomaly results for a deleted task. With this field, you can configure how many deleted tasks you can cache at most. The plugin cleans up a task's results when it's deleted. If the plugin fails to do this cleanup, it adds the task's results into a cache and an hourly cron job performs the cleanup. After an hour, if still you find an old task result in the cache, use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to delete the task result manually.
+`plugins.anomaly_detection.batch_task_piece_interval_seconds` | 5 | Add a time interval between two pieces of the same historical analysis task. This interval prevents the task from consuming too much of the available resources and starving other operations like search and bulk index. You can change this setting from 1 to 600 seconds.
+`plugins.anomaly_detection.max_top_entities_for_historical_analysis` | 1,000 | The maximum number of top entities that you run for a high cardinality detector historical analysis. The range is from 1 to 10,000.
+`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a single high cardinality detector. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-flow detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. if you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10. You can tune this value from 1 to 1,000 based on your cluster's capability. If you set a higher value, the anomaly detection plugin runs historical analysis faster but also consumes more resources.
+`plugins.anomaly_detection.max_cached_deleted_tasks` | 1,000 | You can rerun historical analysis for a single detector as many times as you like. The anomaly detection plugin only keeps a limited number of old tasks, by default 1 old task. If you run historical analysis three times for a detector, the oldest task is deleted. Because historical analysis generates a number of anomaly results in a short span of time, it's necessary to clean up anomaly results for a deleted task. With this field, you can configure how many deleted tasks you can cache at most. The plugin cleans up a task's results when it's deleted. If the plugin fails to do this cleanup, it adds the task's results into a cache and an hourly cron job performs the cleanup. You can use this setting to limit how many old tasks are put into cache to avoid a DDoS attack. After an hour, if still you find an old task result in the cache, use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to delete the task result manually. You can tune this setting from 1 to 10,000.
 `plugins.anomaly_detection.delete_anomaly_result_when_delete_detector` | False | Whether the anomaly detection plugin deletes the anomaly result when you delete a detector. If you want to save some disk space, especially if you've high cardinality detectors generating a lot of results, set this field to true. Alternatively, you can use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to manually delete the results.
 `plugins.anomaly_detection.dedicated_cache_size` | 10 | If the real-time analysis of a high cardinality detector starts successfully, the anomaly detection plugin guarantees keeping 10 (dynamically adjustable via this setting) entities' models in memory per node. If the number of entities exceeds this limit, the plugin puts the extra entities' models in a memory space shared by all detectors. The actual number of entities varies based on the memory that you've available and the frequencies of the entities. If you'd like the plugin to guarantee keeping more entities' models in memory and if you're cluster has sufficient memory, you can increase this setting value.
 `plugins.anomaly_detection.max_concurrent_preview` | 2 | The maximum number of concurrent previews. You can use this setting to limit resource usage.

From f3897b621cde2bc812f55d4eab3bdf739fe92339 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 4 Oct 2021 14:18:04 -0700
Subject: [PATCH 066/229] minor change

---
 _monitoring-plugins/ad/api.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index b6aaefe5..57dadd6f 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -3186,7 +3186,7 @@ For a single-entity detector:
 
 The `total_entities` parameter shows you the total number of entities including the number of category fields for a detector.
 
-Getting the total count of entities is an expensive operation for a detector with more than one category field. By default, a real-time detector counts the number of entities up to a value of 10,000 and historical analysis counts the number of entities up to a value of 1,000.
+Getting the total count of entities is an expensive operation for real-time analysis of a detector with more than one category field. By default, for a real-time detection profile, a detector counts the number of entities up to a value of 10,000 and historical analysis counts the number of entities up to a value of 1,000.
 
 The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`. `last_sample_timestamp` shows the last document in the input data source index containing the entity, while `last_active_timestamp` shows the timestamp when the entity’s model was last seen in the model cache.
 
@@ -3228,7 +3228,8 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
 }
 ```
 
-To get profile information for only historical analysis, specify `ad_task`:
+To get profile information for only historical analysis, specify `ad_task`.
+Specifying `_all` is an expensive operation for multi-category high cardinality detectors.
 
 #### Request
 

From 074f1601978aced7cca9669045aa81adbe02cc2c Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 4 Oct 2021 14:21:36 -0700
Subject: [PATCH 067/229] minor fix

---
 _monitoring-plugins/ad/api.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 57dadd6f..f99825fd 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -2790,7 +2790,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_by
 
 You can see the `ad_task` field only for historical analysis.
 
-The `model_count` parameter shows the total number of models that a detector runs in memory. This is useful if you have several models running on your cluster and want to know the count.
+The `model_count` parameter shows the total number of models that a detector runs on each node’s memory. This is useful if you have several models running on your cluster and want to know the count.
 
 If you configured the category field, you can see the number of unique values in the field and all active entities with models running in memory.
 
@@ -3186,7 +3186,7 @@ For a single-entity detector:
 
 The `total_entities` parameter shows you the total number of entities including the number of category fields for a detector.
 
-Getting the total count of entities is an expensive operation for real-time analysis of a detector with more than one category field. By default, for a real-time detection profile, a detector counts the number of entities up to a value of 10,000 and historical analysis counts the number of entities up to a value of 1,000.
+Getting the total count of entities is an expensive operation for real-time analysis of a detector with more than one category field. By default, for a real-time detection profile, a detector counts the number of entities up to a value of 10,000. For historical analysis, the anomaly detection plugin only detects the top 1,000 entities by default and caches the top entities in memory to reduce the cost of getting the total count of entities for historical analysis.
 
 The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`. `last_sample_timestamp` shows the last document in the input data source index containing the entity, while `last_active_timestamp` shows the timestamp when the entity’s model was last seen in the model cache.
 

From f57469e0f79284bc6de4dd6e0e62ff58d3b0b06f Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Mon, 4 Oct 2021 17:08:58 -0700
Subject: [PATCH 068/229] Add back Docker sample

---
 _replication-plugin/auto-follow.md |  2 +-
 _replication-plugin/get-started.md | 16 +++-------------
 2 files changed, 4 insertions(+), 14 deletions(-)

diff --git a/_replication-plugin/auto-follow.md b/_replication-plugin/auto-follow.md
index 4af6c61f..fd2e69b4 100644
--- a/_replication-plugin/auto-follow.md
+++ b/_replication-plugin/auto-follow.md
@@ -48,7 +48,7 @@ If the security plugin is disabled, you can leave out the `use_roles` parameter.
 To test the rule, create a matching index on the leader cluster:
 
 ```bash
-curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9201/movies-0001'
+curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9201/movies-0001?pretty'
 ```
 
 And confirm its replica shows up on the follower cluster:
diff --git a/_replication-plugin/get-started.md b/_replication-plugin/get-started.md
index e6b3c36a..2ab9d755 100644
--- a/_replication-plugin/get-started.md
+++ b/_replication-plugin/get-started.md
@@ -32,9 +32,6 @@ plugins.security.nodes_dn_dynamic_config_enabled: true
 
 ## Example setup
 
-The following example demonstrates how to replicate data between two single-node clusters: `leader-cluster` on port 9201, and `follower-cluster` on port 9200.
-{% comment %}
-
 Save this sample file as `docker-compose.yml` and run `docker-compose up` to start two single-node clusters on the same network:
 
 ```yml
@@ -89,26 +86,20 @@ networks:
 
 After the clusters start, verify the names of each:
 
-{% endcomment %}
-
 ```bash
 curl -XGET -u 'admin:admin' -k 'https://localhost:9201'
 {
-  "name" : "replication-node1",
   "cluster_name" : "leader-cluster",
   ...
 }
 
 curl -XGET -u 'admin:admin' -k 'https://localhost:9200'
 {
-  "name" : "replication-node2",
   "cluster_name" : "follower-cluster",
   ...
 }
 ```
 
-{% comment %}
-
 For this example, use port 9201 (`replication-node1`) as the leader and port 9200 (`replication-node2`) as the follower cluster.
 
 To get the IP address for the leader cluster, first identify its container ID:
@@ -116,8 +107,8 @@ To get the IP address for the leader cluster, first identify its container ID:
 ```bash
 docker ps
 CONTAINER ID    IMAGE                                       PORTS                                                      NAMES
-3b8cdc698be5    opensearchproject/opensearch:{{site.opensearch_version}}   0.0.0.0:9200->9200/tcp, 0.0.0.0:9600->9600/tcp, 9300/tcp   replication-node1
-731f5e8b0f4b    opensearchproject/opensearch:{{site.opensearch_version}}   9300/tcp, 0.0.0.0:9201->9200/tcp, 0.0.0.0:9700->9600/tcp   replication-node2
+3b8cdc698be5    opensearchproject/opensearch:{{site.opensearch_version}}   0.0.0.0:9200->9200/tcp, 0.0.0.0:9600->9600/tcp, 9300/tcp   replication-node2
+731f5e8b0f4b    opensearchproject/opensearch:{{site.opensearch_version}}   9300/tcp, 0.0.0.0:9201->9200/tcp, 0.0.0.0:9700->9600/tcp   replication-node1
 ```
 
 Then get that container's IP address:
@@ -126,7 +117,6 @@ Then get that container's IP address:
 docker inspect --format='{% raw %}{{range .NetworkSettings.Networks}}{{.IPAddress}}{{end}}{% endraw %}' 731f5e8b0f4b
 172.22.0.3
 ```
-{% endcomment %}
 
 ## Set up a cross-cluster connection
 
@@ -261,7 +251,7 @@ When replication resumes, the follower index picks up any changes that were made
 Terminate replication of a specified index from the follower cluster:
 
 ```bash
-curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_stop' -d '{}'
+curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/follower-01/_stop?pretty' -d '{}'
 ```
 
 When you stop replication, the follower index un-follows the leader and becomes a standard index that you can write to. You can't restart replication after stopping it. 

From a23cdb91aeced6df567216c70143b8c880e48c6e Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 5 Oct 2021 02:36:58 -0700
Subject: [PATCH 069/229] updated requests and responses

---
 _monitoring-plugins/ad/api.md      | 4237 +++++++++++++---------------
 _monitoring-plugins/ad/index.md    |    2 +-
 _monitoring-plugins/ad/settings.md |    2 +-
 3 files changed, 2032 insertions(+), 2209 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index f99825fd..46c12c28 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -24,8 +24,7 @@ Introduced 1.0
 
 Creates an anomaly detector.
 
-This command creates a detector named `test-detector` that finds anomalies based on the sum of the `value` field:
-
+This command creates a single-flow detector named `test-detector` that finds anomalies based on the sum of the `value` field:
 
 #### Request
 
@@ -36,14 +35,14 @@ POST _plugins/_anomaly_detection/detectors
   "description": "Test detector",
   "time_field": "timestamp",
   "indices": [
-    "order*"
+    "server_log*"
   ],
   "feature_attributes": [
     {
-      "feature_name": "total_order",
+      "feature_name": "test",
       "feature_enabled": true,
       "aggregation_query": {
-        "total_order": {
+        "test": {
           "sum": {
             "field": "value"
           }
@@ -55,9 +54,10 @@ POST _plugins/_anomaly_detection/detectors
     "bool": {
       "filter": [
         {
-          "exists": {
-            "field": "value",
-            "boost": 1
+          "range": {
+            "value": {
+              "gt": 1
+            }
           }
         }
       ],
@@ -84,24 +84,28 @@ POST _plugins/_anomaly_detection/detectors
 
 ```json
 {
-  "_id": "m4ccEnIBTXsGi3mvMt9p",
+  "_id": "VEHKTXwBwf_U8gjUXY2s",
   "_version": 1,
-  "_seq_no": 3,
-  "_primary_term": 1,
+  "_seq_no": 5,
   "anomaly_detector": {
     "name": "test-detector",
     "description": "Test detector",
     "time_field": "timestamp",
     "indices": [
-      "order*"
+      "server_log*"
     ],
     "filter_query": {
       "bool": {
         "filter": [
           {
-            "exists": {
-              "field": "value",
-              "boost": 1
+            "range": {
+              "value": {
+                "from": 1,
+                "to": null,
+                "include_lower": false,
+                "include_upper": true,
+                "boost": 1
+              }
             }
           }
         ],
@@ -121,66 +125,97 @@ POST _plugins/_anomaly_detection/detectors
         "unit": "Minutes"
       }
     },
+    "shingle_size": 8,
     "schema_version": 0,
     "feature_attributes": [
       {
-        "feature_id": "mYccEnIBTXsGi3mvMd8_",
-        "feature_name": "total_order",
+        "feature_id": "U0HKTXwBwf_U8gjUXY2m",
+        "feature_name": "test",
         "feature_enabled": true,
         "aggregation_query": {
-          "total_order": {
+          "test": {
             "sum": {
               "field": "value"
             }
           }
         }
       }
-    ]
-  }
+    ],
+    "last_update_time": 1633392680364,
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
+      ],
+      "roles": [
+        "own_index",
+        "all_access"
+      ],
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
+    },
+    "detector_type": "SINGLE_ENTITY"
+  },
+  "_primary_term": 1
 }
 ```
 
-To set a category field for high cardinality:
+To create high cardinality detector by specifying a category field:
 
 #### Request
 
 ```json
 POST _plugins/_anomaly_detection/detectors
 {
-  "name": "Host OK Rate Detector",
-  "description": "ok rate",
-  "time_field": "@timestamp",
+  "name": "test-hc-detector",
+  "description": "Test detector",
+  "time_field": "timestamp",
   "indices": [
-    "host-cloudwatch"
-  ],
-  "category_field": [
-    "host"
+    "server_log*"
   ],
   "feature_attributes": [
     {
-      "feature_name": "latency_max",
+      "feature_name": "test",
       "feature_enabled": true,
       "aggregation_query": {
-        "latency_max": {
-          "max": {
-            "field": "latency"
+        "test": {
+          "sum": {
+            "field": "value"
           }
         }
       }
     }
   ],
-  "window_delay": {
-    "period": {
-      "interval": 10,
-      "unit": "MINUTES"
+  "filter_query": {
+    "bool": {
+      "filter": [
+        {
+          "range": {
+            "value": {
+              "gt": 1
+            }
+          }
+        }
+      ],
+      "adjust_pure_negative": true,
+      "boost": 1
     }
   },
   "detection_interval": {
     "period": {
       "interval": 1,
-      "unit": "MINUTES"
+      "unit": "Minutes"
     }
-  }
+  },
+  "window_delay": {
+    "period": {
+      "interval": 1,
+      "unit": "Minutes"
+    }
+  },
+  "category_field": [
+    "ip"
+  ]
 }
 ```
 
@@ -188,18 +223,32 @@ POST _plugins/_anomaly_detection/detectors
 
 ```json
 {
-  "_id": "4CIGoHUBTpMGN-4KzBQg",
+  "_id": "b0HRTXwBwf_U8gjUw43R",
   "_version": 1,
-  "_seq_no": 0,
+  "_seq_no": 6,
   "anomaly_detector": {
-    "name": "Host OK Rate Detector",
-    "description": "ok rate",
-    "time_field": "@timestamp",
+    "name": "test-hc-detector",
+    "description": "Test detector",
+    "time_field": "timestamp",
     "indices": [
-      "server-metrics"
+      "server_log*"
     ],
     "filter_query": {
-      "match_all": {
+      "bool": {
+        "filter": [
+          {
+            "range": {
+              "value": {
+                "from": 1,
+                "to": null,
+                "include_lower": false,
+                "include_upper": true,
+                "boost": 1
+              }
+            }
+          }
+        ],
+        "adjust_pure_negative": true,
         "boost": 1
       }
     },
@@ -211,35 +260,62 @@ POST _plugins/_anomaly_detection/detectors
     },
     "window_delay": {
       "period": {
-        "interval": 10,
-        "unit": "MINUTES"
+        "interval": 1,
+        "unit": "Minutes"
       }
     },
-    "shingle_size": 1,
-    "schema_version": 2,
+    "shingle_size": 8,
+    "schema_version": 0,
     "feature_attributes": [
       {
-        "feature_id": "0Kld3HUBhpHMyt2e_UHn",
-        "feature_name": "latency_max",
+        "feature_id": "bkHRTXwBwf_U8gjUw43K",
+        "feature_name": "test",
         "feature_enabled": true,
         "aggregation_query": {
-          "latency_max": {
-            "max": {
-              "field": "latency"
+          "test": {
+            "sum": {
+              "field": "value"
             }
           }
         }
       }
     ],
-    "last_update_time": 1604707601438,
+    "last_update_time": 1633393165265,
     "category_field": [
-      "host"
-    ]
+      "ip"
+    ],
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
+      ],
+      "roles": [
+        "own_index",
+        "all_access"
+      ],
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
+    },
+    "detector_type": "MULTI_ENTITY"
   },
   "_primary_term": 1
 }
 ```
 
+You can specify a maximum of two category fields:
+
+```json
+"category_field": [
+  "ip"
+]
+```
+
+```json
+"category_field": [
+  "ip", "error_type"
+]
+```
+
 You can specify the following options.
 
 Options | Description | Type | Required
@@ -272,65 +348,83 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>
 
 ```json
 {
-  "_id" : "m4ccEnIBTXsGi3mvMt9p",
-  "_version" : 1,
-  "_primary_term" : 1,
-  "_seq_no" : 3,
-  "anomaly_detector" : {
-    "name" : "test-detector",
-    "description" : "Test detector",
-    "time_field" : "timestamp",
-    "indices" : [
-      "order*"
+  "_id": "VEHKTXwBwf_U8gjUXY2s",
+  "_version": 1,
+  "_primary_term": 1,
+  "_seq_no": 5,
+  "anomaly_detector": {
+    "name": "test-detector",
+    "description": "Test detector",
+    "time_field": "timestamp",
+    "indices": [
+      "server_log*"
     ],
-    "filter_query" : {
-      "bool" : {
-        "filter" : [
+    "filter_query": {
+      "bool": {
+        "filter": [
           {
-            "exists" : {
-              "field" : "value",
-              "boost" : 1.0
+            "range": {
+              "value": {
+                "from": 1,
+                "to": null,
+                "include_lower": false,
+                "include_upper": true,
+                "boost": 1
+              }
             }
           }
         ],
-        "adjust_pure_negative" : true,
-        "boost" : 1.0
+        "adjust_pure_negative": true,
+        "boost": 1
       }
     },
-    "detection_interval" : {
-      "period" : {
-        "interval" : 1,
-        "unit" : "Minutes"
+    "detection_interval": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
       }
     },
-    "window_delay" : {
-      "period" : {
-        "interval" : 1,
-        "unit" : "Minutes"
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
       }
     },
-    "schema_version" : 0,
-    "feature_attributes" : [
+    "shingle_size": 8,
+    "schema_version": 0,
+    "feature_attributes": [
       {
-        "feature_id" : "mYccEnIBTXsGi3mvMd8_",
-        "feature_name" : "total_order",
-        "feature_enabled" : true,
-        "aggregation_query" : {
-          "total_order" : {
-            "sum" : {
-              "field" : "value"
+        "feature_id": "U0HKTXwBwf_U8gjUXY2m",
+        "feature_name": "test",
+        "feature_enabled": true,
+        "aggregation_query": {
+          "test": {
+            "sum": {
+              "field": "value"
             }
           }
         }
       }
     ],
-    "last_update_time" : 1589441737319
+    "last_update_time": 1633392680364,
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
+      ],
+      "roles": [
+        "own_index",
+        "all_access"
+      ],
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
+    },
+    "detector_type": "SINGLE_ENTITY"
   }
 }
 ```
 
-
-Use `job=true` to get anomaly detection job information.
+Use `task=true` to get real-time analysis task information.
 
 #### Request
 
@@ -342,19 +436,33 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
 
 ```json
 {
-  "_id": "LJxGsXcBoDQA8W1Q--A1",
+  "_id": "VEHKTXwBwf_U8gjUXY2s",
   "_version": 1,
   "_primary_term": 1,
-  "_seq_no": 0,
+  "_seq_no": 5,
   "anomaly_detector": {
-    "name": "test2",
-    "description": "test",
+    "name": "test-detector",
+    "description": "Test detector",
     "time_field": "timestamp",
     "indices": [
-      "server_log"
+      "server_log*"
     ],
     "filter_query": {
-      "match_all": {
+      "bool": {
+        "filter": [
+          {
+            "range": {
+              "value": {
+                "from": 1,
+                "to": null,
+                "include_lower": false,
+                "include_upper": true,
+                "boost": 1
+              }
+            }
+          }
+        ],
+        "adjust_pure_negative": true,
         "boost": 1
       }
     },
@@ -374,11 +482,11 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
     "schema_version": 0,
     "feature_attributes": [
       {
-        "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
-        "feature_name": "F1",
-        "feature_enabled": "true",
+        "feature_id": "U0HKTXwBwf_U8gjUXY2m",
+        "feature_name": "test",
+        "feature_enabled": true,
         "aggregation_query": {
-          "f_1": {
+          "test": {
             "sum": {
               "field": "value"
             }
@@ -386,14 +494,26 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
         }
       }
     ],
-    "last_update_time": 1613586955060,
-    "detector_type": "MULTI_ENTITY"
+    "last_update_time": 1633392680364,
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
+      ],
+      "roles": [
+        "own_index",
+        "all_access"
+      ],
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
+    },
+    "detector_type": "SINGLE_ENTITY"
   },
   "anomaly_detector_job": {
-    "name": "LJxGsXcBoDQA8W1Q--A1",
+    "name": "VEHKTXwBwf_U8gjUXY2s",
     "schedule": {
       "interval": {
-        "start_time": 1613587220387,
+        "start_time": 1633393656357,
         "period": 1,
         "unit": "Minutes"
       }
@@ -404,75 +524,28 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
         "unit": "Minutes"
       }
     },
-    "enabled": "false",
-    "enabled_time": 1613587220387,
-    "last_update_time": 1613587289169,
+    "enabled": true,
+    "enabled_time": 1633393656357,
+    "last_update_time": 1633393656357,
     "lock_duration_seconds": 60,
-    "disabled_time": 1613587289169
-  },
-  "anomaly_detection_task": {
-    "task_id": "WZ5LsXcBoDQA8W1QmUa3",
-    "last_update_time": 1613587349022,
-    "error": "Task cancelled by user",
-    "state": "STOPPED",
-    "detector_id": "LJxGsXcBoDQA8W1Q--A1",
-    "task_progress": 0.26321793,
-    "init_progress": 1,
-    "current_piece": 1611030900000,
-    "execution_start_time": 1613587257783,
-    "execution_end_time": 1613587349022,
-    "is_latest": "true",
-    "task_type": "HISTORICAL",
-    "coordinating_node": "NSw5j-3YQeGkH8KESVKlzw",
-    "worker_node": "NSw5j-3YQeGkH8KESVKlzw",
-    "detector": {
-      "name": "test2",
-      "description": "test",
-      "time_field": "timestamp",
-      "indices": [
-        "server_log"
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
       ],
-      "filter_query": {
-        "match_all": {
-          "boost": 1
-        }
-      },
-      "detection_interval": {
-        "period": {
-          "interval": 1,
-          "unit": "Minutes"
-        }
-      },
-      "window_delay": {
-        "period": {
-          "interval": 1,
-          "unit": "Minutes"
-        }
-      },
-      "shingle_size": 8,
-      "schema_version": 0,
-      "feature_attributes": [
-        {
-          "feature_id": "K5xGsXcBoDQA8W1Q-uCF",
-          "feature_name": "F1",
-          "feature_enabled": "true",
-          "aggregation_query": {
-            "f_1": {
-              "sum": {
-                "field": "value"
-              }
-            }
-          }
-        }
+      "roles": [
+        "own_index",
+        "all_access"
       ],
-      "last_update_time": 1613586955060,
-      "detector_type": "MULTI_ENTITY"
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
     }
   }
 }
 ```
 
 Use `task=true` to get historical analysis task information.
+You can set both `job=true` and `task=true` to get information for both real-time and historical analysis tasks.
 
 #### Request
 
@@ -484,25 +557,39 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
 
 ```json
 {
-  "_id": "BwzKQXcB89DLS7G9rg7Y",
+  "_id": "VEHKTXwBwf_U8gjUXY2s",
   "_version": 1,
-  "_primary_term": 2,
-  "_seq_no": 10,
+  "_primary_term": 1,
+  "_seq_no": 5,
   "anomaly_detector": {
-    "name": "test-ylwu1",
-    "description": "test",
+    "name": "test-detector",
+    "description": "Test detector",
     "time_field": "timestamp",
     "indices": [
-      "ser*"
+      "server_log*"
     ],
     "filter_query": {
-      "match_all": {
+      "bool": {
+        "filter": [
+          {
+            "range": {
+              "value": {
+                "from": 1,
+                "to": null,
+                "include_lower": false,
+                "include_upper": true,
+                "boost": 1
+              }
+            }
+          }
+        ],
+        "adjust_pure_negative": true,
         "boost": 1
       }
     },
     "detection_interval": {
       "period": {
-        "interval": 10,
+        "interval": 1,
         "unit": "Minutes"
       }
     },
@@ -516,11 +603,11 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
     "schema_version": 0,
     "feature_attributes": [
       {
-        "feature_id": "BgzKQXcB89DLS7G9rg7G",
-        "feature_name": "F1",
+        "feature_id": "U0HKTXwBwf_U8gjUXY2m",
+        "feature_name": "test",
         "feature_enabled": true,
         "aggregation_query": {
-          "f_1": {
+          "test": {
             "sum": {
               "field": "value"
             }
@@ -528,64 +615,63 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
         }
       }
     ],
-    "ui_metadata": {
-      "features": {
-        "F1": {
-          "aggregationBy": "sum",
-          "aggregationOf": "value",
-          "featureType": "simple_aggs"
-        }
-      }
-    },
-    "last_update_time": 1611716538071,
+    "last_update_time": 1633392680364,
     "user": {
       "name": "admin",
       "backend_roles": [
         "admin"
       ],
       "roles": [
-        "all_access",
-        "own_index"
+        "own_index",
+        "all_access"
       ],
       "custom_attribute_names": [],
       "user_requested_tenant": "__user__"
     },
-    "detector_type": "HISTORICAL_SINGLE_ENTITY",
-    "detection_date_range": {
-      "start_time": 1580094137997,
-      "end_time": 1611716537997
-    }
+    "detector_type": "SINGLE_ENTITY"
   },
-  "anomaly_detection_task": {
-    "task_id": "sgxaRXcB89DLS7G9RfIO",
-    "last_update_time": 1611776648699,
+  "realtime_detection_task": {
+    "task_id": "nkTZTXwBjd8s6RK4QlMq",
+    "last_update_time": 1633393776375,
     "started_by": "admin",
-    "state": "FINISHED",
-    "detector_id": "BwzKQXcB89DLS7G9rg7Y",
-    "task_progress": 1,
+    "error": "",
+    "state": "RUNNING",
+    "detector_id": "VEHKTXwBwf_U8gjUXY2s",
+    "task_progress": 0,
     "init_progress": 1,
-    "current_piece": 1611716400000,
-    "execution_start_time": 1611776279822,
-    "execution_end_time": 1611776648679,
+    "execution_start_time": 1633393656362,
     "is_latest": true,
-    "task_type": "HISTORICAL",
-    "coordinating_node": "gs213KqjS4q7H4Bmn_ZuLA",
-    "worker_node": "PgfR3JhbT7yJMx7bwQ6E3w",
+    "task_type": "REALTIME_SINGLE_ENTITY",
+    "coordinating_node": "SWD7ihu9TaaW1zKwFZNVNg",
     "detector": {
-      "name": "test-ylwu1",
-      "description": "test",
+      "name": "test-detector",
+      "description": "Test detector",
       "time_field": "timestamp",
       "indices": [
-        "ser*"
+        "server_log*"
       ],
       "filter_query": {
-        "match_all": {
+        "bool": {
+          "filter": [
+            {
+              "range": {
+                "value": {
+                  "from": 1,
+                  "to": null,
+                  "include_lower": false,
+                  "include_upper": true,
+                  "boost": 1
+                }
+              }
+            }
+          ],
+          "adjust_pure_negative": true,
           "boost": 1
         }
       },
       "detection_interval": {
         "period": {
-          "interval": 10,
+          "interval": 1,
           "unit": "Minutes"
         }
       },
@@ -599,11 +685,11 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
       "schema_version": 0,
       "feature_attributes": [
         {
-          "feature_id": "BgzKQXcB89DLS7G9rg7G",
-          "feature_name": "F1",
+          "feature_id": "U0HKTXwBwf_U8gjUXY2m",
+          "feature_name": "test",
           "feature_enabled": true,
           "aggregation_query": {
-            "f_1": {
+            "test": {
               "sum": {
                 "field": "value"
               }
@@ -611,33 +697,121 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
           }
         }
       ],
-      "ui_metadata": {
-        "features": {
-          "F1": {
-            "aggregationBy": "sum",
-            "aggregationOf": "value",
-            "featureType": "simple_aggs"
-          }
-        }
-      },
-      "last_update_time": 1611716538071,
+      "last_update_time": 1633392680364,
       "user": {
         "name": "admin",
         "backend_roles": [
           "admin"
         ],
         "roles": [
-          "all_access",
-          "own_index"
+          "own_index",
+          "all_access"
         ],
         "custom_attribute_names": [],
         "user_requested_tenant": "__user__"
       },
-      "detector_type": "HISTORICAL_SINGLE_ENTITY",
-      "detection_date_range": {
-        "start_time": 1580094137997,
-        "end_time": 1611716537997
-      }
+      "detector_type": "SINGLE_ENTITY"
+    },
+    "estimated_minutes_left": 0,
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
+      ],
+      "roles": [
+        "own_index",
+        "all_access"
+      ],
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
+    }
+  },
+  "historical_analysis_task": {
+    "task_id": "99DaTXwB6HknB84StRN1",
+    "last_update_time": 1633393797040,
+    "started_by": "admin",
+    "state": "RUNNING",
+    "detector_id": "VEHKTXwBwf_U8gjUXY2s",
+    "task_progress": 0.89285713,
+    "init_progress": 1,
+    "current_piece": 1633328940000,
+    "execution_start_time": 1633393751412,
+    "is_latest": true,
+    "task_type": "HISTORICAL_SINGLE_ENTITY",
+    "coordinating_node": "SWD7ihu9TaaW1zKwFZNVNg",
+    "worker_node": "2Z4q22BySEyzakYt_A0A2A",
+    "detector": {
+      "name": "test-detector",
+      "description": "Test detector",
+      "time_field": "timestamp",
+      "indices": [
+        "server_log*"
+      ],
+      "filter_query": {
+        "bool": {
+          "filter": [
+            {
+              "range": {
+                "value": {
+                  "from": 1,
+                  "to": null,
+                  "include_lower": false,
+                  "include_upper": true,
+                  "boost": 1
+                }
+              }
+            }
+          ],
+          "adjust_pure_negative": true,
+          "boost": 1
+        }
+      },
+      "detection_interval": {
+        "period": {
+          "interval": 1,
+          "unit": "Minutes"
+        }
+      },
+      "window_delay": {
+        "period": {
+          "interval": 1,
+          "unit": "Minutes"
+        }
+      },
+      "shingle_size": 8,
+      "schema_version": 0,
+      "feature_attributes": [
+        {
+          "feature_id": "U0HKTXwBwf_U8gjUXY2m",
+          "feature_name": "test",
+          "feature_enabled": true,
+          "aggregation_query": {
+            "test": {
+              "sum": {
+                "field": "value"
+              }
+            }
+          }
+        }
+      ],
+      "last_update_time": 1633392680364,
+      "user": {
+        "name": "admin",
+        "backend_roles": [
+          "admin"
+        ],
+        "roles": [
+          "own_index",
+          "all_access"
+        ],
+        "custom_attribute_names": [],
+        "user_requested_tenant": "__user__"
+      },
+      "detector_type": "SINGLE_ENTITY"
+    },
+    "detection_date_range": {
+      "start_time": 1632788951329,
+      "end_time": 1633393751329
     },
     "user": {
       "name": "admin",
@@ -645,8 +819,8 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
         "admin"
       ],
       "roles": [
-        "all_access",
-        "own_index"
+        "own_index",
+        "all_access"
       ],
       "custom_attribute_names": [],
       "user_requested_tenant": "__user__"
@@ -662,7 +836,10 @@ Introduced 1.0
 {: .label .label-purple }
 
 Updates a detector with any changes, including the description or adding or removing of features.
-To update a detector, you need to first stop the detector.
+To update a detector, you need to first stop both real-time detection and historical analysis.
+
+You can't update a category field.
+{: .note }
 
 #### Request
 
@@ -670,17 +847,17 @@ To update a detector, you need to first stop the detector.
 PUT _plugins/_anomaly_detection/detectors/<detectorId>
 {
   "name": "test-detector",
-  "description": "Test detector",
+  "description": "Test update detector",
   "time_field": "timestamp",
   "indices": [
-    "order*"
+    "server_log*"
   ],
   "feature_attributes": [
     {
-      "feature_name": "total_order",
+      "feature_name": "test",
       "feature_enabled": true,
       "aggregation_query": {
-        "total_order": {
+        "test": {
           "sum": {
             "field": "value"
           }
@@ -692,9 +869,10 @@ PUT _plugins/_anomaly_detection/detectors/<detectorId>
     "bool": {
       "filter": [
         {
-          "exists": {
-            "field": "value",
-            "boost": 1
+          "range": {
+            "value": {
+              "gt": 1
+            }
           }
         }
       ],
@@ -704,14 +882,14 @@ PUT _plugins/_anomaly_detection/detectors/<detectorId>
   },
   "detection_interval": {
     "period": {
-      "interval": 10,
-      "unit": "MINUTES"
+      "interval": 1,
+      "unit": "Minutes"
     }
   },
   "window_delay": {
     "period": {
       "interval": 1,
-      "unit": "MINUTES"
+      "unit": "Minutes"
     }
   }
 }
@@ -722,59 +900,114 @@ PUT _plugins/_anomaly_detection/detectors/<detectorId>
 
 ```json
 {
-  "_id" : "m4ccEnIBTXsGi3mvMt9p",
-  "_version" : 2,
-  "_seq_no" : 4,
-  "_primary_term" : 1,
-  "anomaly_detector" : {
-    "name" : "test-detector",
-    "description" : "Test detector",
-    "time_field" : "timestamp",
-    "indices" : [
-      "order*"
+  "_id": "VEHKTXwBwf_U8gjUXY2s",
+  "_version": 2,
+  "_seq_no": 7,
+  "anomaly_detector": {
+    "name": "test-detector",
+    "description": "Test update detector",
+    "time_field": "timestamp",
+    "indices": [
+      "server_log*"
     ],
-    "filter_query" : {
-      "bool" : {
-        "filter" : [
+    "filter_query": {
+      "bool": {
+        "filter": [
           {
-            "exists" : {
-              "field" : "value",
-              "boost" : 1.0
+            "range": {
+              "value": {
+                "from": 1,
+                "to": null,
+                "include_lower": false,
+                "include_upper": true,
+                "boost": 1
+              }
             }
           }
         ],
-        "adjust_pure_negative" : true,
-        "boost" : 1.0
+        "adjust_pure_negative": true,
+        "boost": 1
       }
     },
-    "detection_interval" : {
-      "period" : {
-        "interval" : 10,
-        "unit" : "Minutes"
+    "detection_interval": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
       }
     },
-    "window_delay" : {
-      "period" : {
-        "interval" : 1,
-        "unit" : "Minutes"
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
       }
     },
-    "schema_version" : 0,
-    "feature_attributes" : [
+    "shingle_size": 8,
+    "schema_version": 0,
+    "feature_attributes": [
       {
-        "feature_id" : "xxokEnIBcpeWMD987A1X",
-        "feature_name" : "total_order",
-        "feature_enabled" : true,
-        "aggregation_query" : {
-          "total_order" : {
-            "sum" : {
-              "field" : "value"
+        "feature_id": "3kHiTXwBwf_U8gjUlY15",
+        "feature_name": "test",
+        "feature_enabled": true,
+        "aggregation_query": {
+          "test": {
+            "sum": {
+              "field": "value"
             }
           }
         }
       }
-    ]
-  }
+    ],
+    "last_update_time": 1633394267522,
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
+      ],
+      "roles": [
+        "own_index",
+        "all_access"
+      ],
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
+    },
+    "detector_type": "SINGLE_ENTITY"
+  },
+  "_primary_term": 1
+}
+```
+
+---
+
+## Delete detector
+Introduced 1.0
+{: .label .label-purple }
+
+Deletes a detector based on the `detector_id`.
+To delete a detector, you need to first stop both real-time detection and historical analysis.
+
+#### Request
+
+```json
+DELETE _plugins/_anomaly_detection/detectors/<detectorId>
+```
+
+#### Sample response
+
+```json
+{
+  "_index": ".opendistro-anomaly-detectors",
+  "_type": "_doc",
+  "_id": "70TxTXwBjd8s6RK4j1Pj",
+  "_version": 2,
+  "result": "deleted",
+  "forced_refresh": true,
+  "_shards": {
+    "total": 2,
+    "successful": 2,
+    "failed": 0
+  },
+  "_seq_no": 9,
+  "_primary_term": 1
 }
 ```
 
@@ -786,20 +1019,114 @@ Introduced 1.0
 
 Passes a date range to the anomaly detector to return any anomalies within that date range.
 
+To preview a single-flow detector:
+
 #### Request
 
 ```json
 POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
 {
-  "period_start": 1612982516000,
-  "period_end": 1614278539000,
+  "period_start": 1633048868000,
+  "period_end": 1633394468000,
   "detector": {
     "name": "test-detector",
-    "description": "test server_log",
+    "description": "Test update detector",
     "time_field": "timestamp",
     "indices": [
-      "server_log"
+      "server_log*"
     ],
+    "feature_attributes": [
+      {
+        "feature_name": "test",
+        "feature_enabled": true,
+        "aggregation_query": {
+          "test": {
+            "sum": {
+              "field": "value"
+            }
+          }
+        }
+      }
+    ],
+    "filter_query": {
+      "bool": {
+        "filter": [
+          {
+            "range": {
+              "value": {
+                "gt": 1
+              }
+            }
+          }
+        ],
+        "adjust_pure_negative": true,
+        "boost": 1
+      }
+    },
+    "detection_interval": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    }
+  }
+}
+```
+
+#### Sample response
+
+```json
+{
+  "anomaly_result": [
+    {
+      "detector_id": null,
+      "data_start_time": 1633049280000,
+      "data_end_time": 1633049340000,
+      "schema_version": 0,
+      "feature_data": [
+        {
+          "feature_id": "8EHmTXwBwf_U8gjU0Y0u",
+          "feature_name": "test",
+          "data": 0
+        }
+      ],
+      "anomaly_grade": 0,
+      "confidence": 0
+    },
+    ...
+  ],
+  "anomaly_detector": {
+    "name": "test-detector",
+    "description": "Test update detector",
+    "time_field": "timestamp",
+    "indices": [
+      "server_log*"
+    ],
+    "filter_query": {
+      "bool": {
+        "filter": [
+          {
+            "range": {
+              "value": {
+                "from": 1,
+                "to": null,
+                "include_lower": false,
+                "include_upper": true,
+                "boost": 1
+              }
+            }
+          }
+        ],
+        "adjust_pure_negative": true,
+        "boost": 1
+      }
+    },
     "detection_interval": {
       "period": {
         "interval": 1,
@@ -812,18 +1139,85 @@ POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
         "unit": "Minutes"
       }
     },
+    "shingle_size": 8,
+    "schema_version": 0,
     "feature_attributes": [
       {
-        "feature_name": "F1",
+        "feature_id": "8EHmTXwBwf_U8gjU0Y0u",
+        "feature_name": "test",
         "feature_enabled": true,
         "aggregation_query": {
-          "f_1": {
+          "test": {
             "sum": {
               "field": "value"
             }
           }
         }
       }
+    ],
+    "detector_type": "SINGLE_ENTITY"
+  }
+}
+```
+
+If you specify a category field, each result is associated with an entity:
+
+#### Request
+
+```json
+POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
+{
+  "period_start": 1633048868000,
+  "period_end": 1633394468000,
+  "detector": {
+    "name": "test-detector",
+    "description": "Test update detector",
+    "time_field": "timestamp",
+    "indices": [
+      "server_log*"
+    ],
+    "feature_attributes": [
+      {
+        "feature_name": "test",
+        "feature_enabled": true,
+        "aggregation_query": {
+          "test": {
+            "sum": {
+              "field": "value"
+            }
+          }
+        }
+      }
+    ],
+    "filter_query": {
+      "bool": {
+        "filter": [
+          {
+            "range": {
+              "value": {
+                "gt": 1
+              }
+            }
+          }
+        ],
+        "adjust_pure_negative": true,
+        "boost": 1
+      }
+    },
+    "detection_interval": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "category_field": [
+      "error_type"
     ]
   }
 }
@@ -834,37 +1228,48 @@ POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
 ```json
 {
   "anomaly_result": [
-    ...
     {
-      "detector_id": "m4ccEnIBTXsGi3mvMt9p",
-      "data_start_time": 1588843020000,
-      "data_end_time": 1588843620000,
+      "detector_id": null,
+      "data_start_time": 1633049280000,
+      "data_end_time": 1633049340000,
+      "schema_version": 0,
       "feature_data": [
         {
-          "feature_id": "xxokEnIBcpeWMD987A1X",
-          "feature_name": "total_order",
-          "data": 489.9929131106
+          "feature_id": "tkTpTXwBjd8s6RK4DlOZ",
+          "feature_name": "test",
+          "data": 0
         }
       ],
       "anomaly_grade": 0,
-      "confidence": 0.99
-    }
+      "confidence": 0,
+      "entity": [
+        {
+          "name": "error_type",
+          "value": "error1"
+        }
+      ]
+    },
     ...
   ],
   "anomaly_detector": {
     "name": "test-detector",
-    "description": "Test detector",
+    "description": "Test update detector",
     "time_field": "timestamp",
     "indices": [
-      "order*"
+      "server_log*"
     ],
     "filter_query": {
       "bool": {
         "filter": [
           {
-            "exists": {
-              "field": "value",
-              "boost": 1
+            "range": {
+              "value": {
+                "from": 1,
+                "to": null,
+                "include_lower": false,
+                "include_upper": true,
+                "boost": 1
+              }
             }
           }
         ],
@@ -874,24 +1279,25 @@ POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
     },
     "detection_interval": {
       "period": {
-        "interval": 10,
-        "unit": "MINUTES"
+        "interval": 1,
+        "unit": "Minutes"
       }
     },
     "window_delay": {
       "period": {
         "interval": 1,
-        "unit": "MINUTES"
+        "unit": "Minutes"
       }
     },
+    "shingle_size": 8,
     "schema_version": 0,
     "feature_attributes": [
       {
-        "feature_id": "xxokEnIBcpeWMD987A1X",
-        "feature_name": "total_order",
+        "feature_id": "tkTpTXwBjd8s6RK4DlOZ",
+        "feature_name": "test",
         "feature_enabled": true,
         "aggregation_query": {
-          "total_order": {
+          "test": {
             "sum": {
               "field": "value"
             }
@@ -899,12 +1305,34 @@ POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
         }
       }
     ],
-    "last_update_time": 1589442309241
+    "category_field": [
+      "error_type"
+    ],
+    "detector_type": "MULTI_ENTITY"
   }
 }
 ```
 
-If you specify a category field, each result is associated with an entity:
+You can preview a detector with the detector ID:
+
+```json
+POST _plugins/_anomaly_detection/detectors/_preview
+{
+  "detector_id": "VEHKTXwBwf_U8gjUXY2s",
+  "period_start": 1633048868000,
+  "period_end": 1633394468000
+}
+```
+
+Or:
+
+```json
+POST _opendistro/_anomaly_detection/detectors/VEHKTXwBwf_U8gjUXY2s/_preview
+{
+  "period_start": 1633048868000,
+  "period_end": 1633394468000
+}
+```
 
 #### Sample response
 
@@ -912,53 +1340,103 @@ If you specify a category field, each result is associated with an entity:
 {
   "anomaly_result": [
     {
-      "detector_id": "4CIGoHUBTpMGN-4KzBQg",
-      "data_start_time": 1604277960000,
-      "data_end_time": 1604278020000,
+      "detector_id": "VEHKTXwBwf_U8gjUXY2s",
+      "data_start_time": 1633049280000,
+      "data_end_time": 1633049340000,
       "schema_version": 0,
+      "feature_data": [
+        {
+          "feature_id": "3kHiTXwBwf_U8gjUlY15",
+          "feature_name": "test",
+          "data": 0
+        }
+      ],
       "anomaly_grade": 0,
-      "confidence": 0.99
-    }
+      "confidence": 0,
+      "user": {
+        "name": "admin",
+        "backend_roles": [
+          "admin"
+        ],
+        "roles": [
+          "own_index",
+          "all_access"
+        ],
+        "custom_attribute_names": [],
+        "user_requested_tenant": "__user__"
+      }
+    },
+    ...
   ],
-  "entity": [
-    {
-      "name": "host",
-      "value": "i-00f28ec1eb8997686"
-    }
-  ]
-},
-{
-  "detector_id": "4CIGoHUBTpMGN-4KzBQg",
-  "data_start_time": 1604278020000,
-  "data_end_time": 1604278080000,
-  "schema_version": 0,
-  "feature_data": [
-    {
-      "feature_id": "0Kld3HUBhpHMyt2e_UHn",
-      "feature_name": "latency_max",
-      "data": -17
-    }
-  ],
-  "anomaly_grade": 0,
-  "confidence": 0.99,
-  "entity": [
-    {
-      "name": "host",
-      "value": "i-00f28ec1eb8997686"
-    }
-  ]
-}
-...
-```
-
-Or, you can specify the detector ID:
-
-```json
-POST _plugins/_anomaly_detection/detectors/_preview
-{
-  "detector_id": "sYkUvHcBiZv51f-Lv8QN",
-  "period_start": 1612982516000,
-  "period_end": 1614278539000
+  "anomaly_detector": {
+    "name": "test-detector",
+    "description": "Test update detector",
+    "time_field": "timestamp",
+    "indices": [
+      "server_log*"
+    ],
+    "filter_query": {
+      "bool": {
+        "filter": [
+          {
+            "range": {
+              "value": {
+                "from": 1,
+                "to": null,
+                "include_lower": false,
+                "include_upper": true,
+                "boost": 1
+              }
+            }
+          }
+        ],
+        "adjust_pure_negative": true,
+        "boost": 1
+      }
+    },
+    "detection_interval": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "window_delay": {
+      "period": {
+        "interval": 1,
+        "unit": "Minutes"
+      }
+    },
+    "shingle_size": 8,
+    "schema_version": 0,
+    "feature_attributes": [
+      {
+        "feature_id": "3kHiTXwBwf_U8gjUlY15",
+        "feature_name": "test",
+        "feature_enabled": true,
+        "aggregation_query": {
+          "test": {
+            "sum": {
+              "field": "value"
+            }
+          }
+        }
+      }
+    ],
+    "last_update_time": 1633394267522,
+    "user": {
+      "name": "admin",
+      "backend_roles": [
+        "admin"
+      ],
+      "roles": [
+        "own_index",
+        "all_access"
+      ],
+      "custom_attribute_names": [],
+      "user_requested_tenant": "__user__"
+    },
+    "detector_type": "SINGLE_ENTITY"
+  }
 }
 ```
 
@@ -970,6 +1448,7 @@ Introduced 1.0
 
 Starts a real-time or historical anomaly detector job.
 
+To start a real-time detector job:
 
 #### Request
 
@@ -981,23 +1460,38 @@ POST _plugins/_anomaly_detection/detectors/<detectorId>/_start
 
 ```json
 {
-  "_id" : "m4ccEnIBTXsGi3mvMt9p",
-  "_version" : 1,
-  "_seq_no" : 6,
-  "_primary_term" : 1
+  "_id": "VEHKTXwBwf_U8gjUXY2s",
+  "_version": 3,
+  "_seq_no": 6,
+  "_primary_term": 1
 }
 ```
 
+The `_id` represents the real-time job ID, which is the same as the detector ID.
+
 To start historical analysis:
 
 ```json
 POST _plugins/_anomaly_detection/detectors/<detectorId>/_start
 {
-  "start_time": 1503168590000,
-  "end_time": 1617301324000
+  "start_time": 1633048868000,
+  "end_time": 1633394468000
 }
 ```
 
+#### Sample response
+
+```json
+{
+  "_id": "f9DsTXwB6HknB84SoRTY",
+  "_version": 1,
+  "_seq_no": 958,
+  "_primary_term": 1
+}
+```
+
+The `_id` represents the historical batch task ID, which is a random universally unique identifier (UUID).
+
 ---
 
 ## Stop detector job
@@ -1006,6 +1500,8 @@ Introduced 1.0
 
 Stops a real-time or historical anomaly detector job.
 
+To stop a real-time detector job:
+
 #### Request
 
 ```json
@@ -1015,7 +1511,12 @@ POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop
 #### Sample response
 
 ```json
-Stopped detector: m4ccEnIBTXsGi3mvMt9p
+{
+  "_id": "VEHKTXwBwf_U8gjUXY2s",
+  "_version": 0,
+  "_seq_no": 0,
+  "_primary_term": 0
+}
 ```
 
 To stop historical analysis:
@@ -1024,30 +1525,37 @@ To stop historical analysis:
 POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop?historical=true
 ```
 
+#### Sample response
+
+```json
+{
+  "_id": "f9DsTXwB6HknB84SoRTY",
+  "_version": 0,
+  "_seq_no": 0,
+  "_primary_term": 0
+}
+```
 
 ---
 
-## Search detector result
+## Search detector
 Introduced 1.0
 {: .label .label-purple }
 
-Returns all results for a search query.
+Returns all anomaly detectors for a search query.
+
+To search detectors using the `server_log*` index:
 
 #### Request
 
 ```json
-GET _plugins/_anomaly_detection/detectors/results/_search
-POST _plugins/_anomaly_detection/detectors/results/_search
+GET _plugins/_anomaly_detection/detectors/_search
+POST _plugins/_anomaly_detection/detectors/_search
 {
   "query": {
-    "bool": {
-      "must": {
-        "range": {
-          "anomaly_score": {
-            "gte": 0.6,
-            "lte": 1
-          }
-        }
+    "wildcard": {
+      "indices": {
+        "value": "server_log*"
       }
     }
   }
@@ -1058,138 +1566,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
 
 ```json
 {
-  "took": 9,
-  "timed_out": false,
-  "_shards": {
-    "total": 25,
-    "successful": 25,
-    "skipped": 0,
-    "failed": 0
-  },
-  "hits": {
-    "total": {
-      "value": 2,
-      "relation": "eq"
-    },
-    "max_score": 1,
-    "hits": [
-      {
-        "_index": ".opensearch-anomaly-results-history-2020.04.30-1",
-        "_type": "_doc",
-        "_id": "_KBrzXEBbpoKkFM5mStm",
-        "_version": 1,
-        "_seq_no": 58,
-        "_primary_term": 1,
-        "_score": 1,
-        "_source": {
-          "detector_id": "2KDozHEBbpoKkFM58yr6",
-          "anomaly_score": 0.8995068350366767,
-          "execution_start_time": 1588289313114,
-          "data_end_time": 1588289313114,
-          "confidence": 0.84214852704501,
-          "data_start_time": 1588289253114,
-          "feature_data": [
-            {
-              "feature_id": "X0fpzHEB5NGZmIRkXKcy",
-              "feature_name": "total_error",
-              "data": 20
-            }
-          ],
-          "execution_end_time": 1588289313126,
-          "anomaly_grade": 0
-        }
-      },
-      {
-        "_index": ".opensearch-anomaly-results-history-2020.04.30-1",
-        "_type": "_doc",
-        "_id": "EqB1zXEBbpoKkFM5qyyE",
-        "_version": 1,
-        "_seq_no": 61,
-        "_primary_term": 1,
-        "_score": 1,
-        "_source": {
-          "detector_id": "2KDozHEBbpoKkFM58yr6",
-          "anomaly_score": 0.7086834513354907,
-          "execution_start_time": 1588289973113,
-          "data_end_time": 1588289973113,
-          "confidence": 0.42162017029510446,
-          "data_start_time": 1588289913113,
-          "feature_data": [
-            {
-              "feature_id": "X0fpzHEB5NGZmIRkXKcy",
-              "feature_name": "memory_usage",
-              "data": 20.0347333108
-            }
-          ],
-          "execution_end_time": 1588289973124,
-          "anomaly_grade": 0
-        }
-      }
-    ]
-  }
-}
-```
-
-In high cardinality detectors, the result contains entity information.
-
-To see an ordered set of anomaly records for an entity with an anomaly within a certain time range for a specific feature value:
-
-#### Request
-
-```json
-POST _plugins/_anomaly_detection/detectors/results/_search
-{
-  "query": {
-    "bool": {
-      "filter": [
-        {
-          "term": {
-            "detector_id": "4CIGoHUBTpMGN-4KzBQg"
-          }
-        },
-        {
-          "range": {
-            "anomaly_grade": {
-              "gt": 0
-            }
-          }
-        },
-        {
-          "nested": {
-            "path": "entity",
-            "query": {
-              "bool": {
-                "must": [
-                  {
-                    "term": {
-                      "entity.value": "i-00f28ec1eb8997685"
-                    }
-                  }
-                ]
-              }
-            }
-          }
-        }
-      ]
-    }
-  },
-  "size": 8,
-  "sort": [
-    {
-      "execution_end_time": {
-        "order": "desc"
-      }
-    }
-  ],
-  "track_total_hits": true
-}
-```
-
-#### Sample response
-
-```json
-{
-  "took": 443,
+  "took": 2,
   "timed_out": false,
   "_shards": {
     "total": 1,
@@ -1199,136 +1576,119 @@ POST _plugins/_anomaly_detection/detectors/results/_search
   },
   "hits": {
     "total": {
-      "value": 7,
+      "value": 4,
       "relation": "eq"
     },
-    "max_score": null,
+    "max_score": 1,
     "hits": [
       {
-        "_index": ".opensearch-anomaly-results-history-2020.11.07-1",
+        "_index": ".opendistro-anomaly-detectors",
         "_type": "_doc",
-        "_id": "BiItoHUBTpMGN-4KARY5",
+        "_id": "Zi5zTXwBwf_U8gjUTfJG",
         "_version": 1,
-        "_seq_no": 206,
+        "_seq_no": 1,
         "_primary_term": 1,
-        "_score": null,
+        "_score": 1,
         "_source": {
-          "detector_id": "4CIGoHUBTpMGN-4KzBQg",
-          "schema_version": 2,
-          "anomaly_score": 2.462550517055763,
-          "execution_start_time": 1604710105400,
-          "data_end_time": 1604710094516,
-          "confidence": 0.8246254862573076,
-          "data_start_time": 1604710034516,
-          "feature_data": [
+          "name": "test",
+          "description": "test",
+          "time_field": "timestamp",
+          "indices": [
+            "server_log"
+          ],
+          "filter_query": {
+            "match_all": {
+              "boost": 1
+            }
+          },
+          "detection_interval": {
+            "period": {
+              "interval": 5,
+              "unit": "Minutes"
+            }
+          },
+          "window_delay": {
+            "period": {
+              "interval": 1,
+              "unit": "Minutes"
+            }
+          },
+          "shingle_size": 8,
+          "schema_version": 0,
+          "feature_attributes": [
             {
-              "feature_id": "0Kld3HUBhpHMyt2e_UHn",
-              "feature_name": "latency_max",
-              "data": 3526
+              "feature_id": "ZS5zTXwBwf_U8gjUTfIn",
+              "feature_name": "test_feature",
+              "feature_enabled": true,
+              "aggregation_query": {
+                "test_feature": {
+                  "sum": {
+                    "field": "value"
+                  }
+                }
+              }
             }
           ],
-          "execution_end_time": 1604710105401,
-          "anomaly_grade": 0.08045977011494891,
-          "entity": [
-            {
-              "name": "host",
-              "value": "i-00f28ec1eb8997685"
-            }
-          ]
-        },
-        "sort": [
-          1604710105401
-        ]
+          "last_update_time": 1633386974533,
+          "category_field": [
+            "error_type"
+          ],
+          "user": {
+            "name": "admin",
+            "backend_roles": [
+              "admin"
+            ],
+            "roles": [
+              "own_index",
+              "all_access"
+            ],
+            "custom_attribute_names": [],
+            "user_requested_tenant": "__user__"
+          },
+          "detector_type": "MULTI_ENTITY"
+        }
       },
-      {
-        "_index": ".opensearch-anomaly-results-history-2020.11.07-1",
-        "_type": "_doc",
-        "_id": "wiImoHUBTpMGN-4KlhXs",
-        "_version": 1,
-        "_seq_no": 156,
-        "_primary_term": 1,
-        "_score": null,
-        "_source": {
-          "detector_id": "4CIGoHUBTpMGN-4KzBQg",
-          "schema_version": 2,
-          "anomaly_score": 4.892453213261217,
-          "execution_start_time": 1604709684971,
-          "data_end_time": 1604709674522,
-          "confidence": 0.8313735633713821,
-          "data_start_time": 1604709614522,
-          "feature_data": [
-            {
-              "feature_id": "0Kld3HUBhpHMyt2e_UHn",
-              "feature_name": "latency_max",
-              "data": 5709
-            }
-          ],
-          "execution_end_time": 1604709684971,
-          "anomaly_grade": 0.06542056074767538,
-          "entity": [
-            {
-              "name": "host",
-              "value": "i-00f28ec1eb8997685"
-            }
-          ]
-        },
-        "sort": [
-          1604709684971
-        ]
-      },
-      {
-        "_index": ".opensearch-anomaly-results-history-2020.11.07-1",
-        "_type": "_doc",
-        "_id": "ZiIcoHUBTpMGN-4KhhVA",
-        "_version": 1,
-        "_seq_no": 79,
-        "_primary_term": 1,
-        "_score": null,
-        "_source": {
-          "detector_id": "4CIGoHUBTpMGN-4KzBQg",
-          "schema_version": 2,
-          "anomaly_score": 3.187717536855158,
-          "execution_start_time": 1604709025343,
-          "data_end_time": 1604709014520,
-          "confidence": 0.8301116064308817,
-          "data_start_time": 1604708954520,
-          "feature_data": [
-            {
-              "feature_id": "0Kld3HUBhpHMyt2e_UHn",
-              "feature_name": "latency_max",
-              "data": 441
-            }
-          ],
-          "execution_end_time": 1604709025344,
-          "anomaly_grade": 0.040767386091133916,
-          "entity": [
-            {
-              "name": "host",
-              "value": "i-00f28ec1eb8997685"
-            }
-          ]
-        },
-        "sort": [
-          1604709025344
-        ]
-      }
+      ...
     ]
   }
 }
 ```
 
-You can query the anomaly results for historical analysis with the `task_id`:
+---
+
+## Search detector tasks
+Introduced 1.1
+{: .label .label-purple }
+
+Searches detector tasks.
+
+To search for the latest detector task for a high cardinality detector:
 
 #### Request
 
 ```json
-GET _plugins/_anomaly_detection/detectors/results/_search
+GET _plugins/_anomaly_detection/detectors/tasks/_search
+POST _plugins/_anomaly_detection/detectors/tasks/_search
 {
   "query": {
-    "term": {
-      "task_id": {
-        "value": "NnlV9HUBQxqfQ7vBJNzy"
-      }
+    "bool": {
+      "filter": [
+        {
+          "term": {
+            "detector_id": "Zi5zTXwBwf_U8gjUTfJG"
+          }
+        },
+        {
+          "term": {
+            "task_type": "HISTORICAL_HC_DETECTOR"
+          }
+        },
+        {
+          "term": {
+            "is_latest": "true"
+          }
+        }
+      ]
     }
   }
 }
@@ -1351,211 +1711,41 @@ GET _plugins/_anomaly_detection/detectors/results/_search
       "value": 1,
       "relation": "eq"
     },
-    "max_score": 2.1366,
+    "max_score": 0,
     "hits": [
       {
-        "_index": ".opensearch-anomaly-detection-state",
+        "_index": ".opendistro-anomaly-detection-state",
         "_type": "_doc",
-        "_id": "CoM8WncBtt2qvI-LZO7_",
-        "_version": 8,
-        "_seq_no": 1351,
-        "_primary_term": 3,
-        "_score": 2.1366,
-        "_source": {
-          "detector_id": "dZc8WncBgO2zoQoFWVBA",
-          "worker_node": "dk6-HuKQRMKm2fi8TSDHsg",
-          "task_progress": 0.09486946,
-          "last_update_time": 1612126667008,
-          "execution_start_time": 1612126643455,
-          "state": "RUNNING",
-          "coordinating_node": "gs213KqjS4q7H4Bmn_ZuLA",
-          "current_piece": 1583503800000,
-          "task_type": "HISTORICAL",
-          "started_by": "admin",
-          "init_progress": 1,
-          "is_latest": true,
-          "detector": {
-            "description": "test",
-            "ui_metadata": {
-              "features": {
-                "F1": {
-                  "aggregationBy": "sum",
-                  "aggregationOf": "value",
-                  "featureType": "simple_aggs"
-                }
-              }
-            },
-            "detection_date_range": {
-              "start_time": 1580504240308,
-              "end_time": 1612126640308
-            },
-            "feature_attributes": [
-              {
-                "feature_id": "dJc8WncBgO2zoQoFWVAt",
-                "feature_enabled": true,
-                "feature_name": "F1",
-                "aggregation_query": {
-                  "f_1": {
-                    "sum": {
-                      "field": "value"
-                    }
-                  }
-                }
-              }
-            ],
-            "schema_version": 0,
-            "time_field": "timestamp",
-            "last_update_time": 1612126640448,
-            "indices": [
-              "server_log"
-            ],
-            "window_delay": {
-              "period": {
-                "unit": "Minutes",
-                "interval": 1
-              }
-            },
-            "detection_interval": {
-              "period": {
-                "unit": "Minutes",
-                "interval": 10
-              }
-            },
-            "name": "test-historical-detector",
-            "filter_query": {
-              "match_all": {
-                "boost": 1
-              }
-            },
-            "shingle_size": 8,
-            "user": {
-              "backend_roles": [
-                "admin"
-              ],
-              "custom_attribute_names": [],
-              "roles": [
-                "all_access",
-                "own_index"
-              ],
-              "name": "admin",
-              "user_requested_tenant": "__user__"
-            },
-            "detector_type": "HISTORICAL_SINGLE_ENTITY"
-          },
-          "user": {
-            "backend_roles": [
-              "admin"
-            ],
-            "custom_attribute_names": [],
-            "roles": [
-              "all_access",
-              "own_index"
-            ],
-            "name": "admin",
-            "user_requested_tenant": "__user__"
-          }
-        }
-      }
-    ]
-  }
-}
-```
-
----
-
-## Search detector tasks
-Introduced 1.1
-{: .label .label-purple }
-
-Searches detector tasks.
-
-#### Request
-
-```json
-POST _plugins/_anomaly_detection/detectors/tasks/_search
-{
-  "query": {
-    "bool": {
-      "filter": [
-        {
-          "term": {
-            "detector_id": {
-              "value": "_6WPu3cBBnauGn7oxUAv"
-            }
-          }
-        },
-        {
-          "term": {
-            "task_type": {
-              "value": "HISTORICAL_HC_DETECTOR"
-            }
-          }
-        }
-      ]
-    }
-  },
-  "sort": [
-    {
-      "execution_start_time": {
-        "order": "desc"
-      }
-    }
-  ]
-}
-```
-
-
-#### Sample response
-
-```json
-{
-  "took": 5,
-  "timed_out": false,
-  "_shards": {
-    "total": 1,
-    "successful": 1,
-    "skipped": 0,
-    "failed": 0
-  },
-  "hits": {
-    "total": {
-      "value": 1,
-      "relation": "eq"
-    },
-    "max_score": null,
-    "hits": [
-      {
-        "_index": ".opensearch-anomaly-detection-state",
-        "_type": "_doc",
-        "_id": "TM3tOHwBCi2h__AOXlyQ",
-        "_version": 3,
-        "_seq_no": 14,
+        "_id": "fm-RTXwBYwCbWecgB753",
+        "_version": 34,
+        "_seq_no": 928,
         "_primary_term": 1,
-        "_score": null,
+        "_score": 0,
         "_source": {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
+          "detector_id": "Zi5zTXwBwf_U8gjUTfJG",
           "error": "",
           "detection_date_range": {
-            "start_time": 1632437852100,
-            "end_time": 1633042652100
+            "start_time": 1630794960000,
+            "end_time": 1633386960000
           },
-          "task_progress": 0.5,
-          "last_update_time": 1633042667358,
-          "execution_start_time": 1633042652810,
-          "state": "RUNNING",
-          "coordinating_node": "2hEGbUw6ShaiKe05n_xLdA",
+          "task_progress": 1,
+          "last_update_time": 1633389090738,
+          "execution_start_time": 1633388922742,
+          "state": "FINISHED",
+          "coordinating_node": "2Z4q22BySEyzakYt_A0A2A",
           "task_type": "HISTORICAL_HC_DETECTOR",
+          "execution_end_time": 1633389090738,
           "started_by": "admin",
           "init_progress": 0,
           "is_latest": true,
           "detector": {
             "category_field": [
-              "type"
+              "error_type"
             ],
             "description": "test",
             "ui_metadata": {
               "features": {
-                "test-feature": {
+                "test_feature": {
                   "aggregationBy": "sum",
                   "aggregationOf": "value",
                   "featureType": "simple_aggs"
@@ -1565,9 +1755,9 @@ POST _plugins/_anomaly_detection/detectors/tasks/_search
             },
             "feature_attributes": [
               {
-                "feature_id": "7VDtOHwBD5tpxlbyWqPs",
+                "feature_id": "ZS5zTXwBwf_U8gjUTfIn",
                 "feature_enabled": true,
-                "feature_name": "test-feature",
+                "feature_name": "test_feature",
                 "aggregation_query": {
                   "test_feature": {
                     "sum": {
@@ -1579,7 +1769,7 @@ POST _plugins/_anomaly_detection/detectors/tasks/_search
             ],
             "schema_version": 0,
             "time_field": "timestamp",
-            "last_update_time": 1633042652012,
+            "last_update_time": 1633386974533,
             "indices": [
               "server_log"
             ],
@@ -1595,7 +1785,7 @@ POST _plugins/_anomaly_detection/detectors/tasks/_search
                 "interval": 5
               }
             },
-            "name": "test-detector",
+            "name": "testhc",
             "filter_query": {
               "match_all": {
                 "boost": 1
@@ -1612,7 +1802,7 @@ POST _plugins/_anomaly_detection/detectors/tasks/_search
                 "all_access"
               ],
               "name": "admin",
-              "user_requested_tenant": null
+              "user_requested_tenant": "__user__"
             },
             "detector_type": "MULTI_ENTITY"
           },
@@ -1628,50 +1818,1060 @@ POST _plugins/_anomaly_detection/detectors/tasks/_search
             "name": "admin",
             "user_requested_tenant": "__user__"
           }
-        },
-        "sort": [
-          1633042652810
-        ]
+        }
       }
     ]
   }
 }
 ```
 
-
----
-
-## Delete detector
-Introduced 1.0
-{: .label .label-purple }
-
-Deletes a detector based on the `detector_id`.
-To delete a detector, you need to first stop the detector.
+To search for the latest entity-level task for a high cardinality detector:
 
 #### Request
 
 ```json
-DELETE _plugins/_anomaly_detection/detectors/<detectorId>
+GET _plugins/_anomaly_detection/detectors/tasks/_search
+POST _plugins/_anomaly_detection/detectors/tasks/_search
+{
+  "query": {
+    "bool": {
+      "filter": [
+        {
+          "term": {
+            "detector_id": "Zi5zTXwBwf_U8gjUTfJG"
+          }
+        },
+        {
+          "term": {
+            "task_type": "HISTORICAL_HC_ENTITY"
+          }
+        },
+        {
+          "term": {
+            "is_latest": "true"
+          }
+        }
+      ]
+    }
+  },
+  "sort": [
+    {
+      "execution_start_time": {
+        "order": "desc"
+      }
+    }
+  ],
+  "size": 100
+}
 ```
 
+To search for all entity-level batch task stats:
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/tasks/_search
+POST _plugins/_anomaly_detection/detectors/tasks/_search
+{
+  "size": 0,
+  "query": {
+    "bool": {
+      "filter": [
+        {
+          "term": {
+            "detector_id": {
+              "value": "Zi5zTXwBwf_U8gjUTfJG",
+              "boost": 1
+            }
+          }
+        },
+        {
+          "term": {
+            "parent_task_id": {
+              "value": "fm-RTXwBYwCbWecgB753",
+              "boost": 1
+            }
+          }
+        },
+        {
+          "terms": {
+            "task_type": [
+              "HISTORICAL_HC_ENTITY"
+            ],
+            "boost": 1
+          }
+        }
+      ]
+    }
+  },
+  "aggs": {
+    "test": {
+      "terms": {
+        "field": "state",
+        "size": 100
+      }
+    }
+  }
+}
+```
 
 #### Sample response
 
 ```json
 {
-  "_index": ".opensearch-anomaly-detectors",
-  "_type": "_doc",
-  "_id": "m4ccEnIBTXsGi3mvMt9p",
-  "_version": 2,
-  "result": "deleted",
-  "forced_refresh": true,
+  "took": 2,
+  "timed_out": false,
   "_shards": {
-    "total": 2,
-    "successful": 2,
+    "total": 1,
+    "successful": 1,
+    "skipped": 0,
     "failed": 0
   },
-  "_seq_no": 6,
-  "_primary_term": 1
+  "hits": {
+    "total": {
+      "value": 32,
+      "relation": "eq"
+    },
+    "max_score": null,
+    "hits": []
+  },
+  "aggregations": {
+    "test": {
+      "doc_count_error_upper_bound": 0,
+      "sum_other_doc_count": 0,
+      "buckets": [
+        {
+          "key": "FINISHED",
+          "doc_count": 32
+        }
+      ]
+    }
+  }
+}
+```
+
+---
+
+## Search detector result
+Introduced 1.0
+{: .label .label-purple }
+
+Returns all results for a search query.
+
+To search anomaly results for `grade` greater than 0 for real-time analysis:
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/results/_search
+POST _plugins/_anomaly_detection/detectors/results/_search
+{
+  "query": {
+    "bool": {
+      "filter": [
+        {
+          "term": {
+            "detector_id": "Zi5zTXwBwf_U8gjUTfJG"
+          }
+        },
+        {
+          "range": {
+            "anomaly_grade": {
+              "gt": 0
+            }
+          }
+        }
+      ],
+      "must_not": [
+        {
+          "exists": {
+            "field": "task_id"
+          }
+        }
+      ]
+    }
+  }
+}
+```
+
+Because real-time analysis doesn't have a batch task, the task ID in the anomaly result is null.
+
+#### Sample response
+
+```json
+{
+  "took": 4,
+  "timed_out": false,
+  "_shards": {
+    "total": 3,
+    "successful": 3,
+    "skipped": 0,
+    "failed": 0
+  },
+  "hits": {
+    "total": {
+      "value": 90,
+      "relation": "eq"
+    },
+    "max_score": 0,
+    "hits": [
+      {
+        "_index": ".opendistro-anomaly-results-history-2021.10.04-1",
+        "_type": "_doc",
+        "_id": "686KTXwB6HknB84SMr6G",
+        "_version": 1,
+        "_seq_no": 103622,
+        "_primary_term": 1,
+        "_score": 0,
+        "_source": {
+          "detector_id": "Zi5zTXwBwf_U8gjUTfJG",
+          "confidence": 0.918886275269358,
+          "model_id": "Zi5zTXwBwf_U8gjUTfJG_entity_error16",
+          "schema_version": 4,
+          "anomaly_score": 1.1093755891885446,
+          "execution_start_time": 1633388475001,
+          "data_end_time": 1633388414989,
+          "data_start_time": 1633388114989,
+          "feature_data": [
+            {
+              "feature_id": "ZS5zTXwBwf_U8gjUTfIn",
+              "feature_name": "test_feature",
+              "data": 0.532
+            }
+          ],
+          "execution_end_time": 1633388475014,
+          "user": {
+            "backend_roles": [
+              "admin"
+            ],
+            "custom_attribute_names": [],
+            "roles": [
+              "own_index",
+              "all_access"
+            ],
+            "name": "admin",
+            "user_requested_tenant": "__user__"
+          },
+          "anomaly_grade": 0.031023547546561225,
+          "entity": [
+            {
+              "name": "error_type",
+              "value": "error16"
+            }
+          ]
+        }
+      },
+      ...
+    ]
+  }
+}
+```
+
+You can run historical analysis as many times as you like. So, multiple tasks might exist for the same detector.
+
+You can search for the latest historical batch task first and then search the historical batch task results.
+
+To search anomaly results for `grade` greater than 0 for historical analysis with the `task_id`:
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/results/_search
+POST _plugins/_anomaly_detection/detectors/results/_search
+{
+  "query": {
+    "bool": {
+      "filter": [
+        {
+          "term": {
+            "detector_id": "Zi5zTXwBwf_U8gjUTfJG"
+          }
+        },
+        {
+          "range": {
+            "anomaly_grade": {
+              "gt": 0
+            }
+          }
+        },
+        {
+          "term": {
+            "task_id": "fm-RTXwBYwCbWecgB753"
+          }
+        }
+      ]
+    }
+  }
+}
+```
+
+#### Sample response
+
+```json
+{
+  "took": 915,
+  "timed_out": false,
+  "_shards": {
+    "total": 3,
+    "successful": 3,
+    "skipped": 0,
+    "failed": 0
+  },
+  "hits": {
+    "total": {
+      "value": 4115,
+      "relation": "eq"
+    },
+    "max_score": 0,
+    "hits": [
+      {
+        "_index": ".opendistro-anomaly-results-history-2021.10.04-1",
+        "_type": "_doc",
+        "_id": "VRyRTXwBDx7vzPBV8jYC",
+        "_version": 1,
+        "_seq_no": 149657,
+        "_primary_term": 1,
+        "_score": 0,
+        "_source": {
+          "detector_id": "Zi5zTXwBwf_U8gjUTfJG",
+          "confidence": 0.9642989263957601,
+          "task_id": "fm-RTXwBYwCbWecgB753",
+          "model_id": "Zi5zTXwBwf_U8gjUTfJG_entity_error24",
+          "schema_version": 4,
+          "anomaly_score": 1.2260712437521946,
+          "execution_start_time": 1633388982692,
+          "data_end_time": 1631721300000,
+          "data_start_time": 1631721000000,
+          "feature_data": [
+            {
+              "feature_id": "ZS5zTXwBwf_U8gjUTfIn",
+              "feature_name": "test_feature",
+              "data": 10
+            }
+          ],
+          "execution_end_time": 1633388982709,
+          "user": {
+            "backend_roles": [
+              "admin"
+            ],
+            "custom_attribute_names": [],
+            "roles": [
+              "own_index",
+              "all_access"
+            ],
+            "name": "admin",
+            "user_requested_tenant": "__user__"
+          },
+          "anomaly_grade": 0.14249628345655782,
+          "entity": [
+            {
+              "name": "error_type",
+              "value": "error1"
+            }
+          ]
+        }
+      },
+      ...
+    ]
+  }
+}
+```
+
+---
+
+## Get detector stats
+Introduced 1.0
+{: .label .label-purple }
+
+Provides information about how the plugin is performing.
+
+To get all stats:
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/stats
+```
+
+#### Sample response
+
+```json
+{
+  "anomaly_detectors_index_status": "green",
+  "anomaly_detection_state_status": "green",
+  "single_entity_detector_count": 2,
+  "detector_count": 5,
+  "multi_entity_detector_count": 3,
+  "anomaly_detection_job_index_status": "green",
+  "models_checkpoint_index_status": "green",
+  "anomaly_results_index_status": "green",
+  "nodes": {
+    "2Z4q22BySEyzakYt_A0A2A": {
+      "ad_execute_request_count": 95,
+      "models": [
+        {
+          "detector_id": "WTBnTXwBjd8s6RK4b1Sz",
+          "model_type": "rcf",
+          "last_used_time": 1633398197185,
+          "model_id": "WTBnTXwBjd8s6RK4b1Sz_model_rcf_0",
+          "last_checkpoint_time": 1633396573679
+        },
+        ...
+      ],
+      "ad_canceled_batch_task_count": 0,
+      "ad_hc_execute_request_count": 75,
+      "ad_hc_execute_failure_count": 0,
+      "model_count": 28,
+      "ad_execute_failure_count": 1,
+      "ad_batch_task_failure_count": 0,
+      "ad_total_batch_task_execution_count": 27,
+      "ad_executing_batch_task_count": 3
+    },
+    "SWD7ihu9TaaW1zKwFZNVNg": {
+      "ad_execute_request_count": 12,
+      "models": [
+        {
+          "detector_id": "Zi5zTXwBwf_U8gjUTfJG",
+          "model_type": "entity",
+          "last_used_time": 1633398375008,
+          "model_id": "Zi5zTXwBwf_U8gjUTfJG_entity_error13",
+          "last_checkpoint_time": 1633392973682,
+          "entity": [
+            {
+              "name": "error_type",
+              "value": "error13"
+            }
+          ]
+        },
+        ...
+      ],
+      "ad_canceled_batch_task_count": 1,
+      "ad_hc_execute_request_count": 0,
+      "ad_hc_execute_failure_count": 0,
+      "model_count": 15,
+      "ad_execute_failure_count": 2,
+      "ad_batch_task_failure_count": 0,
+      "ad_total_batch_task_execution_count": 27,
+      "ad_executing_batch_task_count": 4
+    },
+    "TQDUXEzyTJyV0H6_T4hYUw": {
+      "ad_execute_request_count": 0,
+      "models": [
+        {
+          "detector_id": "Zi5zTXwBwf_U8gjUTfJG",
+          "model_type": "entity",
+          "last_used_time": 1633398375004,
+          "model_id": "Zi5zTXwBwf_U8gjUTfJG_entity_error24",
+          "last_checkpoint_time": 1633388177359,
+          "entity": [
+            {
+              "name": "error_type",
+              "value": "error24"
+            }
+          ]
+        },
+        ...
+      ],
+      "ad_canceled_batch_task_count": 0,
+      "ad_hc_execute_request_count": 0,
+      "ad_hc_execute_failure_count": 0,
+      "model_count": 22,
+      "ad_execute_failure_count": 0,
+      "ad_batch_task_failure_count": 0,
+      "ad_total_batch_task_execution_count": 28,
+      "ad_executing_batch_task_count": 3
+    }
+  }
+}
+```
+
+The `model_count` parameter shows the total number of models running on each node’s memory.
+For historical analysis, you see the values for the following fields:
+
+- `ad_total_batch_task_execution_count`
+- `ad_executing_batch_task_count`
+- `ad_canceled_batch_task_count`
+- `ad_batch_task_failure_count`
+
+If haven't run any historical analysis, these values show up as 0.
+
+To get all stats for a specific node:
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/<nodeId>/stats
+```
+
+To get specific stats for a node:
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/<nodeId>/stats/<stat>
+GET _plugins/_anomaly_detection/<nodeId>/stats/ad_execute_request_count
+```
+
+#### Sample response
+
+```json
+{
+  "nodes": {
+    "SWD7ihu9TaaW1zKwFZNVNg": {
+      "ad_execute_request_count": 12
+    }
+  }
+}
+```
+
+To get a specific type of stats:
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/stats/<stat>
+GET _plugins/_anomaly_detection/stats/ad_executing_batch_task_count
+```
+
+#### Sample response
+
+```json
+{
+  "nodes": {
+    "2Z4q22BySEyzakYt_A0A2A": {
+      "ad_executing_batch_task_count": 3
+    },
+    "SWD7ihu9TaaW1zKwFZNVNg": {
+      "ad_executing_batch_task_count": 3
+    },
+    "TQDUXEzyTJyV0H6_T4hYUw": {
+      "ad_executing_batch_task_count": 4
+    }
+  }
+}
+```
+
+---
+
+## Profile detector
+Introduced 1.0
+{: .label .label-purple }
+
+Returns information related to the current state of the detector and memory usage, including current errors and shingle size, to help troubleshoot the detector.
+
+This command helps locate logs by identifying the nodes that run the anomaly detector job for each detector.
+
+It also helps track the initialization percentage, the required shingles, and the estimated time left.  
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type>
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type1>,<type2>
+```
+
+#### Sample Responses
+
+```json
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile
+
+{
+  "state": "DISABLED",
+  "error": "Stopped detector: AD models memory usage exceeds our limit."
+}
+
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
+
+{
+  "state": "RUNNING",
+  "error": "",
+  "models": [
+    {
+      "model_id": "3Dh6TXwBwf_U8gjURE0F_entity_KSLSh0Wv05RQXiBAQHTEZg",
+      "entity": [
+        {
+          "name": "ip",
+          "value": "192.168.1.1"
+        },
+        {
+          "name": "error_type",
+          "value": "error8"
+        }
+      ],
+      "model_size_in_bytes": 403491,
+      "node_id": "2Z4q22BySEyzakYt_A0A2A"
+    },
+    ...
+  ],
+  "total_size_in_bytes": 12911712,
+  "init_progress": {
+    "percentage": "100%"
+  },
+  "total_entities": 33,
+  "active_entities": 32,
+  "ad_task": {
+    "ad_task": {
+      "task_id": "D3I5TnwBYwCbWecg7lN9",
+      "last_update_time": 1633399993685,
+      "started_by": "admin",
+      "state": "RUNNING",
+      "detector_id": "3Dh6TXwBwf_U8gjURE0F",
+      "task_progress": 0,
+      "init_progress": 0,
+      "execution_start_time": 1633399991933,
+      "is_latest": true,
+      "task_type": "HISTORICAL_HC_DETECTOR",
+      "coordinating_node": "2Z4q22BySEyzakYt_A0A2A",
+      "detector": {
+        "name": "testhc-mc",
+        "description": "test",
+        "time_field": "timestamp",
+        "indices": [
+          "server_log"
+        ],
+        "filter_query": {
+          "match_all": {
+            "boost": 1
+          }
+        },
+        "detection_interval": {
+          "period": {
+            "interval": 5,
+            "unit": "Minutes"
+          }
+        },
+        "window_delay": {
+          "period": {
+            "interval": 1,
+            "unit": "Minutes"
+          }
+        },
+        "shingle_size": 8,
+        "schema_version": 0,
+        "feature_attributes": [
+          {
+            "feature_id": "2zh6TXwBwf_U8gjUQ039",
+            "feature_name": "test",
+            "feature_enabled": true,
+            "aggregation_query": {
+              "test": {
+                "sum": {
+                  "field": "value"
+                }
+              }
+            }
+          }
+        ],
+        "ui_metadata": {
+          "features": {
+            "test": {
+              "aggregationBy": "sum",
+              "aggregationOf": "value",
+              "featureType": "simple_aggs"
+            }
+          },
+          "filters": []
+        },
+        "last_update_time": 1633387430916,
+        "category_field": [
+          "ip",
+          "error_type"
+        ],
+        "user": {
+          "name": "admin",
+          "backend_roles": [
+            "admin"
+          ],
+          "roles": [
+            "own_index",
+            "all_access"
+          ],
+          "custom_attribute_names": [],
+          "user_requested_tenant": "__user__"
+        },
+        "detector_type": "MULTI_ENTITY"
+      },
+      "detection_date_range": {
+        "start_time": 1632793800000,
+        "end_time": 1633398600000
+      },
+      "user": {
+        "name": "admin",
+        "backend_roles": [
+          "admin"
+        ],
+        "roles": [
+          "own_index",
+          "all_access"
+        ],
+        "custom_attribute_names": [],
+        "user_requested_tenant": "__user__"
+      }
+    },
+    "node_id": "2Z4q22BySEyzakYt_A0A2A",
+    "task_id": "D3I5TnwBYwCbWecg7lN9",
+    "task_type": "HISTORICAL_HC_DETECTOR",
+    "detector_task_slots": 10,
+    "total_entities_count": 32,
+    "pending_entities_count": 22,
+    "running_entities_count": 10,
+    "running_entities": [      """[{"name":"ip","value":"192.168.1.1"},{"name":"error_type","value":"error9"}]""",
+          ...],
+    "entity_task_profiles": [
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 1994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "2Z4q22BySEyzakYt_A0A2A",
+        "entity": [
+          {
+            "name": "ip",
+            "value": "192.168.1.1"
+          },
+          {
+            "name": "error_type",
+            "value": "error7"
+          }
+        ],
+        "task_id": "E3I5TnwBYwCbWecg9FMm",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      ...
+    ]
+  },
+  "model_count": 32
+}
+
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_bytes
+
+{
+  "total_size_in_bytes": 13369344
+}
+```
+
+You can see the `ad_task` field only for historical analysis.
+
+The `model_count` parameter shows the total number of models that a detector runs on each node’s memory. This is useful if you have several models running on your cluster and want to know the count.
+
+If you configured the category field, you can see the number of unique values in the field and all active entities with models running in memory.
+
+You can use this data to estimate how much memory is required for anomaly detection so you can decide how to size your cluster. For example, if a detector has one million entities and only 10 of them are active in memory, you need to scale your cluster up or out.
+
+For a single-entity detector:
+
+#### Sample response
+
+```json
+{
+  "state": "INIT",
+  "total_size_in_bytes": 0,
+  "init_progress": {
+    "percentage": "0%",
+    "needed_shingles": 128
+  },
+  "ad_task": {
+    "ad_task": {
+      "task_id": "cfUNOXwBFLNqSEcxAlde",
+      "last_update_time": 1633044731640,
+      "started_by": "admin",
+      "state": "RUNNING",
+      "detector_id": "qL4NOXwB__6eNorTAKtJ",
+      "task_progress": 0.49603173,
+      "init_progress": 1,
+      "current_piece": 1632739800000,
+      "execution_start_time": 1633044726365,
+      "is_latest": true,
+      "task_type": "HISTORICAL_SINGLE_ENTITY",
+      "coordinating_node": "bCtWtxWPThq0BIn5P5I4Xw",
+      "worker_node": "dIyavWhmSYWGz65b4u-lpQ",
+      "detector": {
+        "name": "detector1",
+        "description": "test",
+        "time_field": "timestamp",
+        "indices": [
+          "server_log"
+        ],
+        "filter_query": {
+          "match_all": {
+            "boost": 1
+          }
+        },
+        "detection_interval": {
+          "period": {
+            "interval": 5,
+            "unit": "Minutes"
+          }
+        },
+        "window_delay": {
+          "period": {
+            "interval": 1,
+            "unit": "Minutes"
+          }
+        },
+        "shingle_size": 8,
+        "schema_version": 0,
+        "feature_attributes": [
+          {
+            "feature_id": "p74NOXwB__6eNorTAKss",
+            "feature_name": "test-feature",
+            "feature_enabled": true,
+            "aggregation_query": {
+              "test_feature": {
+                "sum": {
+                  "field": "value"
+                }
+              }
+            }
+          }
+        ],
+        "ui_metadata": {
+          "features": {
+            "test-feature": {
+              "aggregationBy": "sum",
+              "aggregationOf": "value",
+              "featureType": "simple_aggs"
+            }
+          },
+          "filters": []
+        },
+        "last_update_time": 1633044725832,
+        "user": {
+          "name": "admin",
+          "backend_roles": [
+            "admin"
+          ],
+          "roles": [
+            "own_index",
+            "all_access"
+          ],
+          "custom_attribute_names": [],
+          "user_requested_tenant": "__user__"
+        },
+        "detector_type": "SINGLE_ENTITY"
+      },
+      "detection_date_range": {
+        "start_time": 1632439925885,
+        "end_time": 1633044725885
+      },
+      "user": {
+        "name": "admin",
+        "backend_roles": [
+          "admin"
+        ],
+        "roles": [
+          "own_index",
+          "all_access"
+        ],
+        "custom_attribute_names": [],
+        "user_requested_tenant": "__user__"
+      }
+    },
+    "shingle_size": 8,
+    "rcf_total_updates": 1994,
+    "threshold_model_trained": true,
+    "threshold_model_training_data_size": 0,
+    "model_size_in_bytes": 1593240,
+    "node_id": "dIyavWhmSYWGz65b4u-lpQ",
+    "detector_task_slots": 1
+  }
+}
+```
+
+The `total_entities` parameter shows you the total number of entities including the number of category fields for a detector.
+
+Getting the total count of entities is an expensive operation for real-time analysis of a detector with more than one category field. By default, for a real-time detection profile, a detector counts the number of entities up to a value of 10,000. For historical analysis, the anomaly detection plugin only detects the top 1,000 entities by default and caches the top entities in memory, so it doesn't cost much to get the total count of entities for historical analysis.
+
+The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`. `last_sample_timestamp` shows the last document in the input data source index containing the entity, while `last_active_timestamp` shows the timestamp when the entity’s model was last seen in the model cache.
+
+If there are no anomaly results for an entity, either the entity doesn't have any sample data or its model is removed from the model cache.
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
+{
+  "entity": [
+    {
+      "name": "host",
+      "value": "i-00f28ec1eb8997686"
+    }
+  ]
+}
+```
+
+#### Sample Responses
+
+```json
+{
+  "category_field": "host",
+  "value": "i-00f28ec1eb8997686",
+  "is_active": true,
+  "last_active_timestamp": 1604026394879,
+  "last_sample_timestamp": 1604026394879,
+  "init_progress": {
+    "percentage": "100%"
+  },
+  "model": {
+    "model_id": "TFUdd3UBBwIAGQeRh5IS_entity_i-00f28ec1eb8997686",
+    "model_size_in_bytes": 712480,
+    "node_id": "MQ-bTBW3Q2uU_2zX3pyEQg"
+  },
+  "state": "RUNNING"
+}
+```
+
+To get profile information for only historical analysis, specify `ad_task`.
+Specifying `_all` is an expensive operation for multi-category high cardinality detectors.
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all
+GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/ad_task
+```
+
+#### Sample Responses
+
+```json
+{
+  "ad_task": {
+    "ad_task": {
+      "task_id": "CHI0TnwBYwCbWecgqgRA",
+      "last_update_time": 1633399648413,
+      "started_by": "admin",
+      "state": "RUNNING",
+      "detector_id": "3Dh6TXwBwf_U8gjURE0F",
+      "task_progress": 0,
+      "init_progress": 0,
+      "execution_start_time": 1633399646784,
+      "is_latest": true,
+      "task_type": "HISTORICAL_HC_DETECTOR",
+      "coordinating_node": "2Z4q22BySEyzakYt_A0A2A",
+      "detector": {
+        "name": "testhc-mc",
+        "description": "test",
+        "time_field": "timestamp",
+        "indices": [
+          "server_log"
+        ],
+        "filter_query": {
+          "match_all": {
+            "boost": 1
+          }
+        },
+        "detection_interval": {
+          "period": {
+            "interval": 5,
+            "unit": "Minutes"
+          }
+        },
+        "window_delay": {
+          "period": {
+            "interval": 1,
+            "unit": "Minutes"
+          }
+        },
+        "shingle_size": 8,
+        "schema_version": 0,
+        "feature_attributes": [
+          {
+            "feature_id": "2zh6TXwBwf_U8gjUQ039",
+            "feature_name": "test",
+            "feature_enabled": true,
+            "aggregation_query": {
+              "test": {
+                "sum": {
+                  "field": "value"
+                }
+              }
+            }
+          }
+        ],
+        "ui_metadata": {
+          "features": {
+            "test": {
+              "aggregationBy": "sum",
+              "aggregationOf": "value",
+              "featureType": "simple_aggs"
+            }
+          },
+          "filters": []
+        },
+        "last_update_time": 1633387430916,
+        "category_field": [
+          "ip",
+          "error_type"
+        ],
+        "user": {
+          "name": "admin",
+          "backend_roles": [
+            "admin"
+          ],
+          "roles": [
+            "own_index",
+            "all_access"
+          ],
+          "custom_attribute_names": [],
+          "user_requested_tenant": "__user__"
+        },
+        "detector_type": "MULTI_ENTITY"
+      },
+      "detection_date_range": {
+        "start_time": 1632793800000,
+        "end_time": 1633398600000
+      },
+      "user": {
+        "name": "admin",
+        "backend_roles": [
+          "admin"
+        ],
+        "roles": [
+          "own_index",
+          "all_access"
+        ],
+        "custom_attribute_names": [],
+        "user_requested_tenant": "__user__"
+      }
+    },
+    "node_id": "2Z4q22BySEyzakYt_A0A2A",
+    "task_id": "CHI0TnwBYwCbWecgqgRA",
+    "task_type": "HISTORICAL_HC_DETECTOR",
+    "detector_task_slots": 10,
+    "total_entities_count": 32,
+    "pending_entities_count": 22,
+    "running_entities_count": 10,
+    "running_entities" : [
+      """[{"name":"ip","value":"192.168.1.1"},{"name":"error_type","value":"error9"}]""",
+      ...
+    ],
+    "entity_task_profiles": [
+      {
+        "shingle_size": 8,
+        "rcf_total_updates": 994,
+        "threshold_model_trained": true,
+        "threshold_model_training_data_size": 0,
+        "model_size_in_bytes": 1593240,
+        "node_id": "2Z4q22BySEyzakYt_A0A2A",
+        "entity": [
+          {
+            "name": "ip",
+            "value": "192.168.1.1"
+          },
+          {
+            "name": "error_type",
+            "value": "error6"
+          }
+        ],
+        "task_id": "9XI0TnwBYwCbWecgsAd6",
+        "task_type": "HISTORICAL_HC_ENTITY"
+      },
+      ...
+    ]
+  }
 }
 ```
 
@@ -1718,7 +2918,6 @@ DELETE _plugins/_anomaly_detection/detectors/results
 }
 ```
 
-
 #### Sample response
 
 ```json
@@ -1743,486 +2942,6 @@ DELETE _plugins/_anomaly_detection/detectors/results
 }
 ```
 
-
----
-
-## Search detector
-Introduced 1.0
-{: .label .label-purple }
-
-Returns all anomaly detectors for a search query.
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/detectors/_search
-POST _plugins/_anomaly_detection/detectors/_search
-{
-  "query": {
-    "bool": {
-      "filter": [
-        {
-          "terms": {
-            "indices": [
-              "server_log"
-            ]
-          }
-        }
-      ]
-    }
-  }
-}
-```
-
-#### Sample response
-
-```json
-{
-  "took": 2,
-  "timed_out": false,
-  "_shards": {
-    "total": 1,
-    "successful": 1,
-    "skipped": 0,
-    "failed": 0
-  },
-  "hits": {
-    "total": {
-      "value": 1,
-      "relation": "eq"
-    },
-    "max_score": 0,
-    "hits": [
-      {
-        "_index": ".opensearch-anomaly-detectors",
-        "_type": "_doc",
-        "_id": "rlDtOHwBD5tpxlbyW7Nt",
-        "_version": 1,
-        "_seq_no": 0,
-        "_primary_term": 1,
-        "_score": 0,
-        "_source": {
-          "name": "test-detector",
-          "description": "test",
-          "time_field": "timestamp",
-          "indices": [
-            "server_log"
-          ],
-          "filter_query": {
-            "match_all": {
-              "boost": 1
-            }
-          },
-          "detection_interval": {
-            "period": {
-              "interval": 5,
-              "unit": "Minutes"
-            }
-          },
-          "window_delay": {
-            "period": {
-              "interval": 1,
-              "unit": "Minutes"
-            }
-          },
-          "shingle_size": 8,
-          "schema_version": 0,
-          "feature_attributes": [
-            {
-              "feature_id": "7VDtOHwBD5tpxlbyWqPs",
-              "feature_name": "test-feature",
-              "feature_enabled": true,
-              "aggregation_query": {
-                "test_feature": {
-                  "sum": {
-                    "field": "value"
-                  }
-                }
-              }
-            }
-          ],
-          "last_update_time": 1633042652012,
-          "category_field": [
-            "type"
-          ],
-          "user": {
-            "name": "admin",
-            "backend_roles": [
-              "admin"
-            ],
-            "roles": [
-              "own_index",
-              "all_access"
-            ],
-            "custom_attribute_names": [],
-            "user_requested_tenant": null
-          },
-          "detector_type": "MULTI_ENTITY"
-        }
-      }
-    ]
-  }
-}
-```
-
----
-
-## Get detector stats
-Introduced 1.0
-{: .label .label-purple }
-
-Provides information about how the plugin is performing.
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/stats
-GET _plugins/_anomaly_detection/<nodeId>/stats
-GET _plugins/_anomaly_detection/<nodeId>/stats/<stat>
-GET _plugins/_anomaly_detection/stats/<stat>
-```
-
-#### Sample response
-
-```json
-{
-  "anomaly_detectors_index_status": "yellow",
-  "anomaly_detection_state_status": "yellow",
-  "single_entity_detector_count": 0,
-  "detector_count": 1,
-  "multi_entity_detector_count": 0,
-  "anomaly_detection_job_index_status": "yellow",
-  "models_checkpoint_index_status": "yellow",
-  "anomaly_results_index_status": "yellow",
-  "nodes": {
-    "hhfW2ZNVTJCtbs8rO-nF4g": {
-      "ad_execute_request_count": 6,
-      "models": [
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578975,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_ic43SHH11NWr32xXgjRFwg",
-          "last_checkpoint_time": 1629827339211,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_2"
-            },
-            {
-              "name": "service",
-              "value": "app_6"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578979,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_OIsxy2nXMVdngK6Vv3X0uw",
-          "last_checkpoint_time": 1629827342444,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_2"
-            },
-            {
-              "name": "service",
-              "value": "app_2"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578978,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_I0L8K8ktyVnyL59CVFCLVQ",
-          "last_checkpoint_time": 1629827342068,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_1"
-            },
-            {
-              "name": "service",
-              "value": "app_4"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578975,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_ZoNYVJsq5ry6e-SWXmAt1Q",
-          "last_checkpoint_time": 1629827339435,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_1"
-            },
-            {
-              "name": "service",
-              "value": "app_6"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578978,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_qo2ANH_NS7Bg8iV4AJpHOw",
-          "last_checkpoint_time": 1629827341187,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_3"
-            },
-            {
-              "name": "service",
-              "value": "app_0"
-            }
-          ]
-        },
-        {
-          "detector_id": "mmZFeXsB7JcKN0mdnMf4",
-          "model_type": "entity",
-          "last_used_time": 1629827578980,
-          "model_id": "mmZFeXsB7JcKN0mdnMf4_entity_412FoQwCykWTAhjVfDGQDg",
-          "last_checkpoint_time": 1629827342983,
-          "entity": [
-            {
-              "name": "host",
-              "value": "server_1"
-            },
-            {
-              "name": "service",
-              "value": "app_2"
-            }
-          ]
-        }
-      ],
-      "ad_canceled_batch_task_count": 0,
-      "ad_hc_execute_request_count": 6,
-      "ad_hc_execute_failure_count": 0,
-      "model_count": 21,
-      "ad_execute_failure_count": 0,
-      "ad_batch_task_failure_count": 0,
-      "ad_total_batch_task_execution_count": 0,
-      "ad_executing_batch_task_count": 0
-    }
-  }
-}
-```
-
-The `model_count` parameter shows the total number of models running on each node’s memory.
-For historical analysis, you see the values for the following fields:
-
-- `ad_total_batch_task_execution_count`
-- `ad_executing_batch_task_count`
-- `ad_canceled_batch_task_count`
-- `ad_batch_task_failure_count`
-
-If haven't run any historical analysis, these values show up as 0.
-
-#### Sample response
-
-```json
-{
-  "anomaly_detectors_index_status": "green",
-  "anomaly_detection_state_status": "green",
-  "single_entity_detector_count": 0,
-  "detector_count": 1,
-  "multi_entity_detector_count": 1,
-  "anomaly_detection_job_index_status": "green",
-  "models_checkpoint_index_status": "green",
-  "anomaly_results_index_status": "green",
-  "nodes": {
-    "bCtWtxWPThq0BIn5P5I4Xw": {
-      "ad_execute_request_count": 0,
-      "models": [
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152729,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error20",
-          "last_checkpoint_time": 1633043556222,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error20"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152767,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error31",
-          "last_checkpoint_time": 1633043855146,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error31"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152732,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error16",
-          "last_checkpoint_time": 1633043557253,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error16"
-            }
-          ]
-        }
-      ],
-      "ad_canceled_batch_task_count": 0,
-      "ad_hc_execute_request_count": 0,
-      "ad_hc_execute_failure_count": 0,
-      "model_count": 8,
-      "ad_execute_failure_count": 0,
-      "ad_batch_task_failure_count": 0,
-      "ad_total_batch_task_execution_count": 15,
-      "ad_executing_batch_task_count": 3
-    },
-    "dIyavWhmSYWGz65b4u-lpQ": {
-      "ad_execute_request_count": 0,
-      "models": [
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152729,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error3",
-          "last_checkpoint_time": 1633043256013,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error3"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152727,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error1",
-          "last_checkpoint_time": 1633043254819,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error1"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152735,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error22",
-          "last_checkpoint_time": 1633043557023,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error22"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152763,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error29",
-          "last_checkpoint_time": 1633043855226,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error29"
-            }
-          ]
-        }
-      ],
-      "ad_canceled_batch_task_count": 0,
-      "ad_hc_execute_request_count": 0,
-      "ad_hc_execute_failure_count": 0,
-      "model_count": 11,
-      "ad_execute_failure_count": 0,
-      "ad_batch_task_failure_count": 0,
-      "ad_total_batch_task_execution_count": 14,
-      "ad_executing_batch_task_count": 3
-    },
-    "2hEGbUw6ShaiKe05n_xLdA": {
-      "ad_execute_request_count": 5,
-      "models": [
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152714,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error5",
-          "last_checkpoint_time": 1633043256689,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error5"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152720,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error15",
-          "last_checkpoint_time": 1633043553786,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error15"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152724,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error17",
-          "last_checkpoint_time": 1633043554909,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error17"
-            }
-          ]
-        },
-        {
-          "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-          "model_type": "entity",
-          "last_used_time": 1633044152751,
-          "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
-          "last_checkpoint_time": 1633043855105,
-          "entity": [
-            {
-              "name": "type",
-              "value": "error27"
-            }
-          ]
-        }
-      ],
-      "ad_canceled_batch_task_count": 0,
-      "ad_hc_execute_request_count": 5,
-      "ad_hc_execute_failure_count": 0,
-      "model_count": 13,
-      "ad_execute_failure_count": 0,
-      "ad_batch_task_failure_count": 0,
-      "ad_total_batch_task_execution_count": 14,
-      "ad_executing_batch_task_count": 3
-    }
-  }
-}
-```
-
 ---
 
 ## Create monitor
@@ -2444,899 +3163,3 @@ POST _plugins/_alerting/monitors
 ```
 
 ---
-
-## Profile detector
-Introduced 1.0
-{: .label .label-purple }
-
-Returns information related to the current state of the detector and memory usage, including current errors and shingle size, to help troubleshoot the detector.
-
-This command helps locate logs by identifying the nodes that run the anomaly detector job for each detector.
-
-It also helps track the initialization percentage, the required shingles, and the estimated time left.  
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type>
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type1>,<type2>
-```
-
-#### Sample Responses
-
-```json
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile
-{
-  "state": "DISABLED",
-  "error": "Stopped detector: AD models memory usage exceeds our limit."
-}
-
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
-{
-  "state": "RUNNING",
-  "error": "",
-  "models": [
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error20",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error20"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error31",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error31"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error21",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error21"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error13",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error13"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error24",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error24"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error25",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error25"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error28",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error28"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error16",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error16"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error3",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error3"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "dIyavWhmSYWGz65b4u-lpQ"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error27"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    }
-  ],
-  "total_size_in_bytes": 12911712,
-  "init_progress": {
-    "percentage": "100%"
-  },
-  "total_entities": 33,
-  "active_entities": 32,
-  "ad_task": {
-    "ad_task": {
-      "task_id": "Os4HOXwBCi2h__AONgpc",
-      "last_update_time": 1633044347855,
-      "started_by": "admin",
-      "state": "RUNNING",
-      "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-      "task_progress": 0,
-      "init_progress": 0,
-      "execution_start_time": 1633044346460,
-      "is_latest": true,
-      "task_type": "HISTORICAL_HC_DETECTOR",
-      "coordinating_node": "2hEGbUw6ShaiKe05n_xLdA",
-      "detector": {
-        "name": "test-detector",
-        "description": "test",
-        "time_field": "timestamp",
-        "indices": [
-          "server_log"
-        ],
-        "filter_query": {
-          "match_all": {
-            "boost": 1
-          }
-        },
-        "detection_interval": {
-          "period": {
-            "interval": 5,
-            "unit": "Minutes"
-          }
-        },
-        "window_delay": {
-          "period": {
-            "interval": 1,
-            "unit": "Minutes"
-          }
-        },
-        "shingle_size": 8,
-        "schema_version": 0,
-        "feature_attributes": [
-          {
-            "feature_id": "7VDtOHwBD5tpxlbyWqPs",
-            "feature_name": "test-feature",
-            "feature_enabled": true,
-            "aggregation_query": {
-              "test_feature": {
-                "sum": {
-                  "field": "value"
-                }
-              }
-            }
-          }
-        ],
-        "ui_metadata": {
-          "features": {
-            "test-feature": {
-              "aggregationBy": "sum",
-              "aggregationOf": "value",
-              "featureType": "simple_aggs"
-            }
-          },
-          "filters": []
-        },
-        "last_update_time": 1633042652012,
-        "category_field": [
-          "type"
-        ],
-        "user": {
-          "name": "admin",
-          "backend_roles": [
-            "admin"
-          ],
-          "roles": [
-            "own_index",
-            "all_access"
-          ],
-          "custom_attribute_names": [],
-          "user_requested_tenant": null
-        },
-        "detector_type": "MULTI_ENTITY"
-      },
-      "detection_date_range": {
-        "start_time": 1632437820000,
-        "end_time": 1633042620000
-      },
-      "user": {
-        "name": "admin",
-        "backend_roles": [
-          "admin"
-        ],
-        "roles": [
-          "own_index",
-          "all_access"
-        ],
-        "custom_attribute_names": [],
-        "user_requested_tenant": "__user__"
-      }
-    },
-    "node_id": "2hEGbUw6ShaiKe05n_xLdA",
-    "task_id": "Os4HOXwBCi2h__AONgpc",
-    "task_type": "HISTORICAL_HC_DETECTOR",
-    "detector_task_slots": 10,
-    "total_entities_count": 32,
-    "pending_entities_count": 22,
-    "running_entities_count": 10,
-    "running_entities": [
-      "error9",
-      "error8",
-      "error7",
-      "error6",
-      "error5",
-      "error4",
-      "error32",
-      "error31",
-      "error30",
-      "error3"
-    ],
-    "entity_task_profiles": [
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "bCtWtxWPThq0BIn5P5I4Xw",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error6"
-          }
-        ],
-        "task_id": "P84HOXwBCi2h__AOOgrC",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error4"
-          }
-        ],
-        "task_id": "Kc4HOXwBCi2h__AOOw6Y",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "dIyavWhmSYWGz65b4u-lpQ",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error8"
-          }
-        ],
-        "task_id": "Pc4HOXwBCi2h__AOOgqJ",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "2hEGbUw6ShaiKe05n_xLdA",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error7"
-          }
-        ],
-        "task_id": "Ps4HOXwBCi2h__AOOgqh",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      }
-    ]
-  },
-  "model_count": 32
-}
-
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_bytes
-{
-  "total_size_in_bytes": 13369344
-}
-```
-
-You can see the `ad_task` field only for historical analysis.
-
-The `model_count` parameter shows the total number of models that a detector runs on each node’s memory. This is useful if you have several models running on your cluster and want to know the count.
-
-If you configured the category field, you can see the number of unique values in the field and all active entities with models running in memory.
-
-You can use this data to estimate how much memory is required for anomaly detection so you can decide how to size your cluster. For example, if a detector has one million entities and only 10 of them are active in memory, you need to scale your cluster up or out.
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
-{
-  "state": "RUNNING",
-  "error": "",
-  "models": [
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error20",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error20"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error13",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error13"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "bCtWtxWPThq0BIn5P5I4Xw"
-    },
-    {
-      "model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
-      "entity": [
-        {
-          "name": "type",
-          "value": "error27"
-        }
-      ],
-      "model_size_in_bytes": 403491,
-      "node_id": "2hEGbUw6ShaiKe05n_xLdA"
-    }
-  ],
-  "total_size_in_bytes": 12911712,
-  "init_progress": {
-    "percentage": "100%"
-  },
-  "total_entities": 33,
-  "active_entities": 32,
-  "ad_task": {
-    "ad_task": {
-      "task_id": "Os4HOXwBCi2h__AONgpc",
-      "last_update_time": 1633044347855,
-      "started_by": "admin",
-      "state": "RUNNING",
-      "detector_id": "rlDtOHwBD5tpxlbyW7Nt",
-      "task_progress": 0,
-      "init_progress": 0,
-      "execution_start_time": 1633044346460,
-      "is_latest": true,
-      "task_type": "HISTORICAL_HC_DETECTOR",
-      "coordinating_node": "2hEGbUw6ShaiKe05n_xLdA",
-      "detector": {
-        "name": "test-detector",
-        "description": "test",
-        "time_field": "timestamp",
-        "indices": [
-          "server_log"
-        ],
-        "filter_query": {
-          "match_all": {
-            "boost": 1
-          }
-        },
-        "detection_interval": {
-          "period": {
-            "interval": 5,
-            "unit": "Minutes"
-          }
-        },
-        "window_delay": {
-          "period": {
-            "interval": 1,
-            "unit": "Minutes"
-          }
-        },
-        "shingle_size": 8,
-        "schema_version": 0,
-        "feature_attributes": [
-          {
-            "feature_id": "7VDtOHwBD5tpxlbyWqPs",
-            "feature_name": "test-feature",
-            "feature_enabled": true,
-            "aggregation_query": {
-              "test_feature": {
-                "sum": {
-                  "field": "value"
-                }
-              }
-            }
-          }
-        ],
-        "ui_metadata": {
-          "features": {
-            "test-feature": {
-              "aggregationBy": "sum",
-              "aggregationOf": "value",
-              "featureType": "simple_aggs"
-            }
-          },
-          "filters": []
-        },
-        "last_update_time": 1633042652012,
-        "category_field": [
-          "type"
-        ],
-        "user": {
-          "name": "admin",
-          "backend_roles": [
-            "admin"
-          ],
-          "roles": [
-            "own_index",
-            "all_access"
-          ],
-          "custom_attribute_names": [],
-          "user_requested_tenant": null
-        },
-        "detector_type": "MULTI_ENTITY"
-      },
-      "detection_date_range": {
-        "start_time": 1632437820000,
-        "end_time": 1633042620000
-      },
-      "user": {
-        "name": "admin",
-        "backend_roles": [
-          "admin"
-        ],
-        "roles": [
-          "own_index",
-          "all_access"
-        ],
-        "custom_attribute_names": [],
-        "user_requested_tenant": "__user__"
-      }
-    },
-    "node_id": "2hEGbUw6ShaiKe05n_xLdA",
-    "task_id": "Os4HOXwBCi2h__AONgpc",
-    "task_type": "HISTORICAL_HC_DETECTOR",
-    "detector_task_slots": 10,
-    "total_entities_count": 32,
-    "pending_entities_count": 22,
-    "running_entities_count": 10,
-    "running_entities": [
-      "error9",
-      "error8",
-      "error7",
-      "error6",
-      "error5",
-      "error4",
-      "error32",
-      "error31",
-      "error30",
-      "error3"
-    ],
-    "entity_task_profiles": [
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "bCtWtxWPThq0BIn5P5I4Xw",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error6"
-          }
-        ],
-        "task_id": "P84HOXwBCi2h__AOOgrC",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "bCtWtxWPThq0BIn5P5I4Xw",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error5"
-          }
-        ],
-        "task_id": "QM4HOXwBCi2h__AOOgre",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "bCtWtxWPThq0BIn5P5I4Xw",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error9"
-          }
-        ],
-        "task_id": "PM4HOXwBCi2h__AOOgp3",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "2hEGbUw6ShaiKe05n_xLdA",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error3"
-          }
-        ],
-        "task_id": "Fs4HOXwBCi2h__AOPBLH",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "2hEGbUw6ShaiKe05n_xLdA",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error32"
-          }
-        ],
-        "task_id": "Ks4HOXwBCi2h__AOOw7D",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      },
-      {
-        "shingle_size": 8,
-        "rcf_total_updates": 994,
-        "threshold_model_trained": true,
-        "threshold_model_training_data_size": 0,
-        "model_size_in_bytes": 1593240,
-        "node_id": "2hEGbUw6ShaiKe05n_xLdA",
-        "entity": [
-          {
-            "name": "type",
-            "value": "error7"
-          }
-        ],
-        "task_id": "Ps4HOXwBCi2h__AOOgqh",
-        "task_type": "HISTORICAL_HC_ENTITY"
-      }
-    ]
-  },
-  "model_count": 32
-}
-```
-
-For a single-entity detector:
-
-#### Sample response
-
-```json
-{
-  "state": "INIT",
-  "total_size_in_bytes": 0,
-  "init_progress": {
-    "percentage": "0%",
-    "needed_shingles": 128
-  },
-  "ad_task": {
-    "ad_task": {
-      "task_id": "cfUNOXwBFLNqSEcxAlde",
-      "last_update_time": 1633044731640,
-      "started_by": "admin",
-      "state": "RUNNING",
-      "detector_id": "qL4NOXwB__6eNorTAKtJ",
-      "task_progress": 0.49603173,
-      "init_progress": 1,
-      "current_piece": 1632739800000,
-      "execution_start_time": 1633044726365,
-      "is_latest": true,
-      "task_type": "HISTORICAL_SINGLE_ENTITY",
-      "coordinating_node": "bCtWtxWPThq0BIn5P5I4Xw",
-      "worker_node": "dIyavWhmSYWGz65b4u-lpQ",
-      "detector": {
-        "name": "detector1",
-        "description": "test",
-        "time_field": "timestamp",
-        "indices": [
-          "server_log"
-        ],
-        "filter_query": {
-          "match_all": {
-            "boost": 1
-          }
-        },
-        "detection_interval": {
-          "period": {
-            "interval": 5,
-            "unit": "Minutes"
-          }
-        },
-        "window_delay": {
-          "period": {
-            "interval": 1,
-            "unit": "Minutes"
-          }
-        },
-        "shingle_size": 8,
-        "schema_version": 0,
-        "feature_attributes": [
-          {
-            "feature_id": "p74NOXwB__6eNorTAKss",
-            "feature_name": "test-feature",
-            "feature_enabled": true,
-            "aggregation_query": {
-              "test_feature": {
-                "sum": {
-                  "field": "value"
-                }
-              }
-            }
-          }
-        ],
-        "ui_metadata": {
-          "features": {
-            "test-feature": {
-              "aggregationBy": "sum",
-              "aggregationOf": "value",
-              "featureType": "simple_aggs"
-            }
-          },
-          "filters": []
-        },
-        "last_update_time": 1633044725832,
-        "user": {
-          "name": "admin",
-          "backend_roles": [
-            "admin"
-          ],
-          "roles": [
-            "own_index",
-            "all_access"
-          ],
-          "custom_attribute_names": [],
-          "user_requested_tenant": "__user__"
-        },
-        "detector_type": "SINGLE_ENTITY"
-      },
-      "detection_date_range": {
-        "start_time": 1632439925885,
-        "end_time": 1633044725885
-      },
-      "user": {
-        "name": "admin",
-        "backend_roles": [
-          "admin"
-        ],
-        "roles": [
-          "own_index",
-          "all_access"
-        ],
-        "custom_attribute_names": [],
-        "user_requested_tenant": "__user__"
-      }
-    },
-    "shingle_size": 8,
-    "rcf_total_updates": 1994,
-    "threshold_model_trained": true,
-    "threshold_model_training_data_size": 0,
-    "model_size_in_bytes": 1593240,
-    "node_id": "dIyavWhmSYWGz65b4u-lpQ",
-    "detector_task_slots": 1
-  }
-}
-```
-
-The `total_entities` parameter shows you the total number of entities including the number of category fields for a detector.
-
-Getting the total count of entities is an expensive operation for real-time analysis of a detector with more than one category field. By default, for a real-time detection profile, a detector counts the number of entities up to a value of 10,000. For historical analysis, the anomaly detection plugin only detects the top 1,000 entities by default and caches the top entities in memory to reduce the cost of getting the total count of entities for historical analysis.
-
-The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`. `last_sample_timestamp` shows the last document in the input data source index containing the entity, while `last_active_timestamp` shows the timestamp when the entity’s model was last seen in the model cache.
-
-If there are no anomaly results for an entity, either the entity doesn't have any sample data or its model is removed from the model cache.
-
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
-{
-  "entity": [
-    {
-      "name": "host",
-      "value": "i-00f28ec1eb8997686"
-    }
-  ]
-}
-```
-
-#### Sample Responses
-
-```json
-{
-  "category_field": "host",
-  "value": "i-00f28ec1eb8997686",
-  "is_active": true,
-  "last_active_timestamp": 1604026394879,
-  "last_sample_timestamp": 1604026394879,
-  "init_progress": {
-    "percentage": "100%"
-  },
-  "model": {
-    "model_id": "TFUdd3UBBwIAGQeRh5IS_entity_i-00f28ec1eb8997686",
-    "model_size_in_bytes": 712480,
-    "node_id": "MQ-bTBW3Q2uU_2zX3pyEQg"
-  },
-  "state": "RUNNING"
-}
-```
-
-To get profile information for only historical analysis, specify `ad_task`.
-Specifying `_all` is an expensive operation for multi-category high cardinality detectors.
-
-#### Request
-
-```json
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all
-GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/ad_task
-```
-
-#### Sample Responses
-
-```json
-{
-  "ad_task": {
-    "ad_task": {
-      "task_id": "JXxyG3YBv5IHYYfMlFS2",
-      "last_update_time": 1606778263543,
-      "state": "STOPPED",
-      "detector_id": "SwvxCHYBPhugfWD9QAL6",
-      "task_progress": 0.010480972,
-      "init_progress": 1,
-      "current_piece": 1578140400000,
-      "execution_start_time": 1606778262709,
-      "is_latest": true,
-      "task_type": "HISTORICAL",
-      "detector": {
-        "name": "historical_test1",
-        "description": "test",
-        "time_field": "timestamp",
-        "indices": [
-          "server_log"
-        ],
-        "filter_query": {
-          "match_all": {
-            "boost": 1
-          }
-        },
-        "detection_interval": {
-          "period": {
-            "interval": 5,
-            "unit": "Minutes"
-          }
-        },
-        "window_delay": {
-          "period": {
-            "interval": 1,
-            "unit": "Minutes"
-          }
-        },
-        "shingle_size": 8,
-        "schema_version": 0,
-        "feature_attributes": [
-          {
-            "feature_id": "zgvyCHYBPhugfWD9Ap_F",
-            "feature_name": "sum",
-            "feature_enabled": true,
-            "aggregation_query": {
-              "sum": {
-                "sum": {
-                  "field": "value"
-                }
-              }
-            }
-          },
-          {
-            "feature_id": "zwvyCHYBPhugfWD9Ap_G",
-            "feature_name": "max",
-            "feature_enabled": true,
-            "aggregation_query": {
-              "max": {
-                "max": {
-                  "field": "value"
-                }
-              }
-            }
-          }
-        ],
-        "ui_metadata": {
-          "features": {
-            "max": {
-              "aggregationBy": "max",
-              "aggregationOf": "value",
-              "featureType": "simple_aggs"
-            },
-            "sum": {
-              "aggregationBy": "sum",
-              "aggregationOf": "value",
-              "featureType": "simple_aggs"
-            }
-          },
-          "filters": [],
-          "filterType": "simple_filter"
-        },
-        "last_update_time": 1606467935713,
-        "detector_type": "HISTORICAL_SIGLE_ENTITY",
-        "detection_date_range": {
-          "start_time": 1577840400000,
-          "end_time": 1606463775000
-        }
-      }
-    },
-    "shingle_size": 8,
-    "rcf_total_updates": 1994,
-    "threshold_model_trained": true,
-    "threshold_model_training_data_size": 0,
-    "node_id": "Q9yznwxvTz-yJxtz7rJlLg"
-  }
-}
-```
-
----
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index d41f6455..6abfe5ac 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -79,7 +79,7 @@ To get the entity model size of a detector, use the [profile detector API]({{sit
 This formula provides a good starting point, but make sure to test with a representative workload.
 {: .note }
 
-For example, for a cluster with 3 data nodes, each with 8G of JVM heap size, a maximum memory percentage of 10% (default), and the entity model size of the detector as 1MB: the total number of unique entities supported is (8.096 * 10^9 * 0.1 / 1M ) * 3 = 2429.
+For example, for a cluster with three data nodes, each with 8 GB of JVM heap size, a maximum memory percentage of 10% (default), and the entity model size of the detector as 1MB: the total number of unique entities supported is (8.096 * 10^9 * 0.1 / 1 MB ) * 3 = 2429.
 
 If you set the total number of unique entities higher than this number that you calculate (in this case: 2429), the anomaly detector makes its best effort to model the extra entities. The detector prioritizes entities that occur more often and are more recent.
 
diff --git a/_monitoring-plugins/ad/settings.md b/_monitoring-plugins/ad/settings.md
index 5aa73dc4..e63ab922 100644
--- a/_monitoring-plugins/ad/settings.md
+++ b/_monitoring-plugins/ad/settings.md
@@ -40,7 +40,7 @@ Setting | Default | Description
 `plugins.anomaly_detection.batch_task_piece_size` | 1,000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1,000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
 `plugins.anomaly_detection.batch_task_piece_interval_seconds` | 5 | Add a time interval between two pieces of the same historical analysis task. This interval prevents the task from consuming too much of the available resources and starving other operations like search and bulk index. You can change this setting from 1 to 600 seconds.
 `plugins.anomaly_detection.max_top_entities_for_historical_analysis` | 1,000 | The maximum number of top entities that you run for a high cardinality detector historical analysis. The range is from 1 to 10,000.
-`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a single high cardinality detector. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-flow detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. if you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10. You can tune this value from 1 to 1,000 based on your cluster's capability. If you set a higher value, the anomaly detection plugin runs historical analysis faster but also consumes more resources.
+`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a single high cardinality detector. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-flow detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. If you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10. You can tune this value from 1 to 1,000 based on your cluster's capability. If you set a higher value, the anomaly detection plugin runs historical analysis faster but also consumes more resources.
 `plugins.anomaly_detection.max_cached_deleted_tasks` | 1,000 | You can rerun historical analysis for a single detector as many times as you like. The anomaly detection plugin only keeps a limited number of old tasks, by default 1 old task. If you run historical analysis three times for a detector, the oldest task is deleted. Because historical analysis generates a number of anomaly results in a short span of time, it's necessary to clean up anomaly results for a deleted task. With this field, you can configure how many deleted tasks you can cache at most. The plugin cleans up a task's results when it's deleted. If the plugin fails to do this cleanup, it adds the task's results into a cache and an hourly cron job performs the cleanup. You can use this setting to limit how many old tasks are put into cache to avoid a DDoS attack. After an hour, if still you find an old task result in the cache, use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to delete the task result manually. You can tune this setting from 1 to 10,000.
 `plugins.anomaly_detection.delete_anomaly_result_when_delete_detector` | False | Whether the anomaly detection plugin deletes the anomaly result when you delete a detector. If you want to save some disk space, especially if you've high cardinality detectors generating a lot of results, set this field to true. Alternatively, you can use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to manually delete the results.
 `plugins.anomaly_detection.dedicated_cache_size` | 10 | If the real-time analysis of a high cardinality detector starts successfully, the anomaly detection plugin guarantees keeping 10 (dynamically adjustable via this setting) entities' models in memory per node. If the number of entities exceeds this limit, the plugin puts the extra entities' models in a memory space shared by all detectors. The actual number of entities varies based on the memory that you've available and the frequencies of the entities. If you'd like the plugin to guarantee keeping more entities' models in memory and if you're cluster has sufficient memory, you can increase this setting value.

From 79737566a993993cf5f29ebd90000635debe804e Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Tue, 5 Oct 2021 08:37:21 -0700
Subject: [PATCH 070/229] Add stats APIs

---
 _replication-plugin/api.md         | 146 ++++++++++++++++++++++++++++-
 _replication-plugin/auto-follow.md |  34 ++++++-
 _replication-plugin/get-started.md |   4 +-
 3 files changed, 179 insertions(+), 5 deletions(-)

diff --git a/_replication-plugin/api.md b/_replication-plugin/api.md
index 58457c84..df4a34b3 100644
--- a/_replication-plugin/api.md
+++ b/_replication-plugin/api.md
@@ -83,6 +83,8 @@ POST /_plugins/_replication/<follower-index>/_pause
 {}
 ```
 
+You can't resume replication after it's been paused for more than 12 hours. You must [stop replication]({{site.url}}{{site.baseurl}}/replication-plugin/api/#stop-replication), delete the follower index, and restart replication of the leader.
+
 #### Sample response
 
 ```json
@@ -142,7 +144,149 @@ GET /_plugins/_replication/<follower-index>/_status
 ```
 To include shard replication details in the response, add the `&verbose=true` parameter.
 
-The leader and follower checkpoint values begin as negative integers and reflect the number of shards you have (-1 for one shard, -5 for five shards, and so on). The values increment to positive integers with each change that you make. For example, when you make a change on the leader index, the `leader_checkpoint` becomes `0`. The `follower_checkpoint` is initially still `-1` until the follower index pulls the change from the leader, at which point it increments to `0`. If the values are the same, it means the indices are fully synced.
+The leader and follower checkpoint values begin as negative integers and reflect the shard count (-1 for one shard, -5 for five shards, and so on). The values increment toward positive integers with each change that you make. For example, when you make a change on the leader index, the `leader_checkpoint` becomes `0`. The `follower_checkpoint` is initially still `-1` until the follower index pulls the change from the leader, at which point it increments to `0`. If the values are the same, it means the indices are fully synced.
+
+## Get leader cluster stats
+Introduced 1.1
+{: .label .label-purple }
+
+Gets information about replicated leader indices on a specified cluster. 
+
+#### Request
+
+```json
+GET /_plugins/_replication/leader_stats
+```
+
+#### Sample response
+
+```json
+{
+   "num_replicated_indices": 2,
+   "operations_read": 15,
+   "translog_size_bytes": 1355,
+   "operations_read_lucene": 0,
+   "operations_read_translog": 15,
+   "total_read_time_lucene_millis": 0,
+   "total_read_time_translog_millis": 659,
+   "bytes_read": 1000,
+   "index_stats":{
+      "leader-index-1":{
+         "operations_read": 7,
+         "translog_size_bytes": 639,
+         "operations_read_lucene": 0,
+         "operations_read_translog": 7,
+         "total_read_time_lucene_millis": 0,
+         "total_read_time_translog_millis": 353,
+         "bytes_read":466
+      },
+      "leader-index-2":{
+         "operations_read": 8,
+         "translog_size_bytes": 716,
+         "operations_read_lucene": 0,
+         "operations_read_translog": 8,
+         "total_read_time_lucene_millis": 0,
+         "total_read_time_translog_millis": 306,
+         "bytes_read": 534
+      }
+   }
+}
+```
+
+## Get follower cluster stats
+Introduced 1.1
+{: .label .label-purple }
+
+Gets information about follower (syncing) indices on a specified cluster. 
+
+#### Request
+
+```json
+GET /_plugins/_replication/follower_stats
+```
+
+#### Sample response
+
+```json
+{
+   "num_syncing_indices": 2,
+   "num_bootstrapping_indices": 0,
+   "num_paused_indices": 0,
+   "num_failed_indices": 0,
+   "num_shard_tasks": 2,
+   "num_index_tasks": 2,
+   "operations_written": 3,
+   "operations_read": 3,
+   "failed_read_requests": 0,
+   "throttled_read_requests": 0,
+   "failed_write_requests": 0,
+   "throttled_write_requests": 0,
+   "follower_checkpoint": 1,
+   "leader_checkpoint": 1,
+   "total_write_time_millis": 2290,
+   "index_stats":{
+      "follower-index-1":{
+         "operations_written": 2,
+         "operations_read": 2,
+         "failed_read_requests": 0,
+         "throttled_read_requests": 0,
+         "failed_write_requests": 0,
+         "throttled_write_requests": 0,
+         "follower_checkpoint": 1,
+         "leader_checkpoint": 1,
+         "total_write_time_millis": 1355
+      },
+      "follower-index-2":{
+         "operations_written": 1,
+         "operations_read": 1,
+         "failed_read_requests": 0,
+         "throttled_read_requests": 0,
+         "failed_write_requests": 0,
+         "throttled_write_requests": 0,
+         "follower_checkpoint": 0,
+         "leader_checkpoint": 0,
+         "total_write_time_millis": 935
+      }
+   }
+}
+```
+
+## Get auto-follow stats
+Introduced 1.1
+{: .label .label-purple }
+
+Gets information about auto-follow activity and any replication rules configured on the specified cluster.
+
+#### Request
+
+```json
+GET /_plugins/_replication/autofollow_stats
+```
+
+#### Sample response
+
+```json
+{
+   "num_success_start_replication": 2,
+   "num_failed_start_replication": 0,
+   "num_failed_leader_calls": 0,
+   "failed_indices":[
+      
+   ],
+   "autofollow_stats":[
+      {
+         "name":"my-replication-rule",
+         "pattern":"movies*",
+         "num_success_start_replication": 2,
+         "num_failed_start_replication": 0,
+         "num_failed_leader_calls": 0,
+         "failed_indices":[
+            
+         ]
+      }
+   ]
+}
+```
 
 ## Update settings
 Introduced 1.1
diff --git a/_replication-plugin/auto-follow.md b/_replication-plugin/auto-follow.md
index fd2e69b4..0098d4e4 100644
--- a/_replication-plugin/auto-follow.md
+++ b/_replication-plugin/auto-follow.md
@@ -24,9 +24,6 @@ If the security plugin is enabled, non-admin users need to be mapped to the appr
 
 Replication rules are a collection of patterns that you create against a single remote cluster. When you create a replication rule, it automatically starts replicating any *new* indices that match the pattern, but does not replicate matching indices that were previously created. 
 
-Make sure to note the names of all rules when you create them. The replication plugin currently does not include an API operation to retrieve a list of existing rules.
-{: .tip }
-
 Create a replication rule on the follower cluster:
 
 ```bash
@@ -57,11 +54,42 @@ And confirm its replica shows up on the follower cluster:
 curl -XGET -u 'admin:admin' -k 'https://localhost:9200/_cat/indices?v'
 ```
 
+It might take several seconds for the index to appear.
+
 ```bash
 health status index        uuid                     pri rep docs.count docs.deleted store.size pri.store.size
 yellow open   movies-0001  kHOxYYHxRMeszLjTD9rvSQ     1   1          0            0       208b           208b
 ```
 
+## Retrieve replication rules
+
+To retrieve a list of existing replication rules configured on a cluster, send the following request:
+
+```bash
+curl -XGET -u 'admin:admin' -k 'https://localhost:9200/_plugins/_replication/autofollow_stats'
+
+{
+   "num_success_start_replication": 1,
+   "num_failed_start_replication": 0,
+   "num_failed_leader_calls": 0,
+   "failed_indices":[
+      
+   ],
+   "autofollow_stats":[
+      {
+         "name":"my-replication-rule",
+         "pattern":"movies*",
+         "num_success_start_replication": 1,
+         "num_failed_start_replication": 0,
+         "num_failed_leader_calls": 0,
+         "failed_indices":[
+            
+         ]
+      }
+   ]
+}
+```
+
 ## Delete a replication rule
 
 When you delete a replication rule, OpenSearch stops replicating *new* indices that match the pattern, but existing indices that the rule previously created continue to replicate. If you need to stop existing replication activity, use the [stop replication API operation]({{site.url}}{{site.baseurl}}/replication-plugin/api/#stop-replication).
diff --git a/_replication-plugin/get-started.md b/_replication-plugin/get-started.md
index 2ab9d755..5b0daace 100644
--- a/_replication-plugin/get-started.md
+++ b/_replication-plugin/get-started.md
@@ -189,7 +189,7 @@ curl -XGET -k -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/fol
 
 Possible statuses are `SYNCING`, `BOOTSTRAPING`, `PAUSED`, and `REPLICATION NOT IN PROGRESS`. 
 
-The leader and follower checkpoint values begin as negative numbers and reflect the number of shards you have (-1 for one shard, -5 for five shards, and so on). The values increment with each change and illustrate how many updates the follower is behind the leader. If the indices are fully synced, the values are the same.
+The leader and follower checkpoint values begin as negative numbers and reflect the shard count (-1 for one shard, -5 for five shards, and so on). The values increment with each change and illustrate how many updates the follower is behind the leader. If the indices are fully synced, the values are the same.
 
 To confirm that replication is actually happening, add a document to the leader index:
 
@@ -246,6 +246,8 @@ curl -XPOST -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://loc
 
 When replication resumes, the follower index picks up any changes that were made to the leader index while replication was paused.
 
+Note that you can't resume replication after it's been paused for more than 12 hours. You must [stop replication]({{site.url}}{{site.baseurl}}/replication-plugin/api/#stop-replication), delete the follower index, and restart replication of the leader.
+
 ## Stop replication
 
 Terminate replication of a specified index from the follower cluster:

From c91b99037b5876b0c7bbddeafc9c4e7f0ec9d211 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Tue, 5 Oct 2021 09:49:15 -0700
Subject: [PATCH 071/229] Add release highlights.

---
 version-history.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/version-history.md b/version-history.md
index bb67d8b9..f5d8f3de 100644
--- a/version-history.md
+++ b/version-history.md
@@ -9,6 +9,7 @@ permalink: /version-history/
 
 OpenSearch version | Release highlights | Release date
 :--- | :--- | :--- | :---
+[1.1.0](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.1.0.md) | Adds cross-cluster replication, security for Index Management, ARM support, bucket-level alerting, a CLI to help with upgrading from Elasticsearch OSS to OpenSearch, and enhancements to high cardinality data in the anomaly detection plugin. | 5 October 2021
 [1.0.1](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.0.1.md) | Bug fixes. | 1 September 2021
 [1.0.0](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.0.0.md) | General availability release. Adds compatibility setting for clients that require a version check before connecting. | 12 July 2021
 [1.0.0-rc1](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.0.0-rc1.md) | First release candidate. | 7 June 2021

From 31003b1523e77e0972a453d49cfdb0559021b475 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Tue, 17 Aug 2021 14:19:08 -0700
Subject: [PATCH 072/229] Add versioned documentation Reduce font size and
 expand width

Signed-off-by: Miki <mehranb@amazon.com>
---
 _data/versions.json                 |   3 +
 _includes/head_custom.html          |   6 +
 _layouts/default.html               |   4 +
 _sass/color_schemes/opensearch.scss |   2 +
 _sass/custom/custom.scss            |  20 +++-
 assets/js/_version-selector.js      | 176 ++++++++++++++++++++++++++++
 assets/js/version-selector.tpl      |   9 ++
 7 files changed, 218 insertions(+), 2 deletions(-)
 create mode 100644 _data/versions.json
 create mode 100644 assets/js/_version-selector.js
 create mode 100644 assets/js/version-selector.tpl

diff --git a/_data/versions.json b/_data/versions.json
new file mode 100644
index 00000000..9e5f8d81
--- /dev/null
+++ b/_data/versions.json
@@ -0,0 +1,3 @@
+{
+  "current": "1.0"
+}
\ No newline at end of file
diff --git a/_includes/head_custom.html b/_includes/head_custom.html
index 91ee8a17..1a18be03 100755
--- a/_includes/head_custom.html
+++ b/_includes/head_custom.html
@@ -6,3 +6,9 @@
   <script src="https://polyfill.io/v3/polyfill.min.js?features=es6"></script>
   <script id="MathJax-script" async src="https://cdn.jsdelivr.net/npm/mathjax@3.0.1/es5/tex-mml-chtml.js"></script>
 {% endif %}
+
+{% if jekyll.environment == "development" %}
+  <script src="{{ '/assets/js/version-selector.js' | relative_url }}"></script>
+{% else %}
+  <script src="{{ '/docs/latest/assets/js/version-selector.js' }}"></script>
+{% endif %}
diff --git a/_layouts/default.html b/_layouts/default.html
index d433719d..c5408662 100755
--- a/_layouts/default.html
+++ b/_layouts/default.html
@@ -57,6 +57,10 @@ layout: table_wrappers
         </a>
       </div>
       <nav role="navigation" aria-label="Main" id="site-nav" class="site-nav">
+        {% assign past_versions = site.data.versions.past | join: ";" %}
+        <div class="version-wrapper">
+          <version-selector selected="{{ site.data.versions.current }}"></version-selector>
+        </div>
         {% assign pages_top_size = site.html_pages
             | where_exp:"item", "item.title != nil"
             | where_exp:"item", "item.parent == nil"
diff --git a/_sass/color_schemes/opensearch.scss b/_sass/color_schemes/opensearch.scss
index aaff8090..114ee6a5 100644
--- a/_sass/color_schemes/opensearch.scss
+++ b/_sass/color_schemes/opensearch.scss
@@ -1,3 +1,5 @@
+$content-width: 900px;
+
 //
 // Brand colors
 //
diff --git a/_sass/custom/custom.scss b/_sass/custom/custom.scss
index 751cca25..072579e8 100755
--- a/_sass/custom/custom.scss
+++ b/_sass/custom/custom.scss
@@ -60,7 +60,7 @@ code {
 }
 
 .site-nav {
-  padding-top: 2rem;
+  padding-top: 1rem;
 }
 
 .nav-category {
@@ -389,7 +389,7 @@ html {
 
 body {
   @include serif;
-  @include font-size(18);
+  @include font-size(16);
   background: $background-lightest;
   color: $text;
   line-height: 1.6;
@@ -962,6 +962,7 @@ main {
     line-height: 1.3;
     padding: 1px 0 6px;
     margin: .45em 0 .35em;
+    letter-spacing: -1px;
 
     @include mq(md) {
       @include font-size(32, true);
@@ -975,6 +976,7 @@ main {
     a {
       font-weight: 300;
       background: none;
+      color: $text-link-alternate;
 
       &:hover, :active {
         background: none;
@@ -1102,3 +1104,17 @@ main {
     }
   }
 }
+
+.version-wrapper {
+  text-align: center;
+  margin-bottom: 1rem;
+}
+
+version-selector {
+  z-index: 1;
+  font-size: .9rem;
+
+  --normal-bg: linear-gradient(#{lighten($blue-300, 5%)}, #{darken($blue-300, 2%)});
+  --hover-bg: linear-gradient(#{lighten($blue-300, 2%)}, #{darken($blue-300, 4%)});
+  --link-color: #{$blue-300};
+}
diff --git a/assets/js/_version-selector.js b/assets/js/_version-selector.js
new file mode 100644
index 00000000..0198ef15
--- /dev/null
+++ b/assets/js/_version-selector.js
@@ -0,0 +1,176 @@
+const PREFIX = "OpenSearch ";
+const tpl = `
+    <style>
+    :host {
+        display: inline-block;
+        position: relative;
+        box-sizing: border-box;
+        font-size: 1em;
+        user-select: none;
+        margin: 3px;
+        text-align: left;
+    }
+    
+    * {
+        box-sizing: border-box;
+    }
+    
+    #root {
+        text-decoration: none;
+        color: #FFFFFF;
+        background-color: #00509c;
+        background-image: var(--normal-bg);
+        box-shadow: 0 1px 3px rgba(0, 0, 0, 0.25), 0 4px 10px rgba(0, 0, 0, 0.12);
+        border-radius: 4px;
+        padding: 0.3em 3em 0.3em 1em;
+        margin: 0;
+        
+        position: relative;
+        display: block;
+        z-index: 2;
+        cursor: pointer;
+    }
+    
+    #root:hover {
+        background-image: var(--hover-bg);
+    }
+    
+    #root:focus:hover {
+        box-shadow: 0 0 0 3px rgba(0, 0, 255, 0.25);
+    }
+    
+    #root:before {
+        content: "";
+        position: absolute;
+        top: 5px;
+        bottom: 5px;
+        width: 0;
+        border-width: 0 1px;
+        border-color: #000 rgba(0, 0, 0, .2) #000 rgba(255, 255, 255, .6);
+        right: 2em;
+        border-style: solid;
+        background-blend-mode: multiply;
+    }
+    
+    #root > svg {
+        position: absolute;
+        right: .5em;
+        top: .6em;
+    }
+    
+    #dropdown {
+        position: absolute;
+        min-width: calc(100% - 2px);
+        top: 100%;
+        left: 0;
+        box-shadow: 0 1px 3px rgba(0, 0, 0, 0.25), 0 4px 10px rgba(0, 0, 0, 0.12);
+        
+        margin: -5px 1px 0 1px;
+        padding-top: 5px;
+        white-space: nowrap;
+        border-radius: 0 0 4px 4px;
+        
+        background: #fff;
+        z-index: 1;
+    }
+    
+    :host(:not([aria-expanded="true"])) #dropdown {
+        display: none;
+    }
+    
+    #spacer {
+        appearance: none;
+        visibility: hidden;
+        pointer-events: none;
+        height: 0;
+        margin: 0 1px;
+        overflow: hidden;
+    }
+    
+    #spacer > a,
+    #dropdown > a {
+        display: block;
+        white-space: nowrap;
+        padding: 0.3em calc(3em - 1px) 0.3em calc(1em - 1px);
+        border-bottom: 1px solid #eee;
+        text-decoration: none;
+        color: var(--link-color);
+        position: relative;
+    }
+    
+    #dropdown > a:last-child {
+        border: 0;
+    }
+    
+    #dropdown > a:hover {
+        background: #efefef;
+    }
+    
+    a.latest:after {
+        content: "LATEST";
+        position: absolute;
+        right: .4rem;
+        font-size: 0.6em;
+        font-weight: 700;
+        top: 50%;
+        transform: translateY(-50%);
+        color: #999;
+    }
+    </style>
+    <a id="root" role="button" aria-labelledby="selected" aria-controls="dropdown" tabindex="0">
+      <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><g fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M6 9l6 6l6-6"/></g></svg>
+      <span id="selected"></span>
+    </a>
+    <div id="dropdown" role="navigation"></div>
+    <div id="spacer" aria-hidden="true"></div>
+`;
+
+class VersionSelector extends HTMLElement {
+    static get observedAttributes() {
+        return ['selected'];
+    }
+
+    constructor() {
+        super();
+        this.attachShadow({mode: 'open'});
+        this._onBlur = (e => {
+            this._expand(false);
+            this.removeEventListener('blur', this._onBlur);
+        }).bind(this);
+    }
+
+    async connectedCallback() {
+        const {shadowRoot} = this;
+        const frag = this._makeFragment(tpl);
+
+        frag.querySelector('#selected').textContent = `${PREFIX}${this.getAttribute('selected')}`;
+
+        const pathName = location.pathname.replace(/\/docs(\/((latest|\d+\.\d+)\/?)?)?/, '');
+        const versionsDOMText = DOC_VERSIONS.map((v, idx) => `<a href="/docs/${v}/${pathName}"${idx === 0 ? ' class="latest"' : ''}>${PREFIX}${v}</a>`)
+            .join('');
+
+        frag.querySelector('#dropdown').appendChild(this._makeFragment(versionsDOMText));
+        frag.querySelector('#spacer').appendChild(this._makeFragment(versionsDOMText));
+
+        shadowRoot.appendChild(frag);
+
+        this._instrument(shadowRoot);
+    }
+
+    _instrument(shadowRoot) {
+        shadowRoot.querySelector('#root').addEventListener('click', e => {
+            this._expand(this.getAttribute('aria-expanded') !== 'true');
+        });
+    }
+
+    _expand(flag) {
+        this.setAttribute('aria-expanded', flag);
+        if (flag) this.addEventListener('blur', this._onBlur);
+    }
+
+    _makeFragment(html) {
+        return document.createRange().createContextualFragment(html);
+    }
+}
+
+customElements.define('version-selector', VersionSelector);
\ No newline at end of file
diff --git a/assets/js/version-selector.tpl b/assets/js/version-selector.tpl
new file mode 100644
index 00000000..d3ab6973
--- /dev/null
+++ b/assets/js/version-selector.tpl
@@ -0,0 +1,9 @@
+---
+permalink: /assets/js/version-selector.js
+---
+(() => {
+{% assign current_array = site.data.versions.current | split: '!' %}
+{% assign all_versions = current_array | concat: site.data.versions.past %}
+const DOC_VERSIONS = {{ all_versions | jsonify }};
+{% include_relative _version-selector.js %}
+})();
\ No newline at end of file

From 2b1dc38444a38a945a0851ed181e5101500362e2 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Tue, 5 Oct 2021 10:55:11 -0700
Subject: [PATCH 073/229] Bump current version to 1.1

Signed-off-by: Miki <mehranb@amazon.com>
---
 _data/versions.json | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/_data/versions.json b/_data/versions.json
index 9e5f8d81..5fe13f29 100644
--- a/_data/versions.json
+++ b/_data/versions.json
@@ -1,3 +1,6 @@
 {
-  "current": "1.0"
+  "current": "1.1",
+  "past": [
+    "1.0"
+  ]
 }
\ No newline at end of file

From 3ca13227d29c10a46a56620bcc1c97a77a57c137 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Tue, 5 Oct 2021 11:49:01 -0700
Subject: [PATCH 074/229] Add stub page for Grafana

---
 _clients/grafana.md | 10 ++++++++++
 1 file changed, 10 insertions(+)
 create mode 100644 _clients/grafana.md

diff --git a/_clients/grafana.md b/_clients/grafana.md
new file mode 100644
index 00000000..97e35de4
--- /dev/null
+++ b/_clients/grafana.md
@@ -0,0 +1,10 @@
+---
+layout: default
+title: Grafana
+nav_order: 150
+has_children: false
+---
+
+# Grafana support
+
+Grafana has a data source plugin that lets you explore and visualize your OpenSearch data. For information on getting started with the plugin, see the [Grafana overview page](https://grafana.com/grafana/plugins/grafana-opensearch-datasource/).

From 164c26ba2ce437b58706abdee36ae29b9c3c0bce Mon Sep 17 00:00:00 2001
From: John-Paul Ensign <ensign.johnpaul@gmail.com>
Date: Tue, 5 Oct 2021 14:14:16 -0500
Subject: [PATCH 075/229] Update doc verbiage to match latest version

---
 _im-plugin/index-transforms/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_im-plugin/index-transforms/index.md b/_im-plugin/index-transforms/index.md
index 6814170c..38d886ef 100644
--- a/_im-plugin/index-transforms/index.md
+++ b/_im-plugin/index-transforms/index.md
@@ -29,7 +29,7 @@ If you don't have any data in your cluster, you can use the sample flight data w
 ### Step 1: Choose indices
 
 1. In the **Job name and description** section, specify a name and an optional description for your job.
-2. In the **Indices** section, select the source and target index. You can either select an existing target index or create a new one by entering a name for your new index. If you want to transform just a subset of your source index, choose **Add Data Filter**, and use the OpenSearch query DSL to specify a subset of your source index. For more information about the OpenSearch query DSL, see [query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/).
+2. In the **Indices** section, select the source and target index. You can either select an existing target index or create a new one by entering a name for your new index. If you want to transform just a subset of your source index, choose **Edit data filter**, and use the OpenSearch query DSL to specify a subset of your source index. For more information about the OpenSearch query DSL, see [query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/).
 3. Choose **Next**.
 
 ### Step 2: Select fields to transform

From 8394c1117d08d4d6f085c85cd9f31710318fb439 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 5 Oct 2021 12:41:37 -0700
Subject: [PATCH 076/229] minor changes

---
 _monitoring-plugins/ad/api.md   | 4 ++--
 _monitoring-plugins/ad/index.md | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 46c12c28..3e7a5b8f 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -160,7 +160,7 @@ POST _plugins/_anomaly_detection/detectors
 }
 ```
 
-To create high cardinality detector by specifying a category field:
+To create a high cardinality detector by specifying a category field:
 
 #### Request
 
@@ -424,7 +424,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>
 }
 ```
 
-Use `task=true` to get real-time analysis task information.
+Use `job=true` to get real-time analysis task information.
 
 #### Request
 
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index 6abfe5ac..6cc802e6 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -81,7 +81,7 @@ This formula provides a good starting point, but make sure to test with a repres
 
 For example, for a cluster with three data nodes, each with 8 GB of JVM heap size, a maximum memory percentage of 10% (default), and the entity model size of the detector as 1MB: the total number of unique entities supported is (8.096 * 10^9 * 0.1 / 1 MB ) * 3 = 2429.
 
-If you set the total number of unique entities higher than this number that you calculate (in this case: 2429), the anomaly detector makes its best effort to model the extra entities. The detector prioritizes entities that occur more often and are more recent.
+If the actual total number of unique entities higher than this number that you calculate (in this case: 2429), the anomaly detector makes its best effort to model the extra entities. The detector prioritizes entities that occur more often and are more recent.
 
 #### (Advanced settings) Set a shingle size
 

From 6ff9541c4b8695e87f86c5eb3c90843be90fcb19 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 5 Oct 2021 14:43:31 -0700
Subject: [PATCH 077/229] incorporated feedback

---
 _monitoring-plugins/ad/api.md      | 34 +++++++++++++++++++++---------
 _monitoring-plugins/ad/index.md    |  2 +-
 _monitoring-plugins/ad/settings.md |  3 +--
 3 files changed, 26 insertions(+), 13 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 3e7a5b8f..134e6d76 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -24,7 +24,7 @@ Introduced 1.0
 
 Creates an anomaly detector.
 
-This command creates a single-flow detector named `test-detector` that finds anomalies based on the sum of the `value` field:
+This command creates a single-entity detector named `test-detector` that finds anomalies based on the sum of the `value` field:
 
 #### Request
 
@@ -544,8 +544,7 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
 }
 ```
 
-Use `task=true` to get historical analysis task information.
-You can set both `job=true` and `task=true` to get information for both real-time and historical analysis tasks.
+Use `task=true` to get information for both real-time and historical analysis task information.
 
 #### Request
 
@@ -1019,7 +1018,7 @@ Introduced 1.0
 
 Passes a date range to the anomaly detector to return any anomalies within that date range.
 
-To preview a single-flow detector:
+To preview a single-entity detector:
 
 #### Request
 
@@ -1165,7 +1164,7 @@ If you specify a category field, each result is associated with an entity:
 #### Request
 
 ```json
-POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
+POST _plugins/_anomaly_detection/detectors/_preview
 {
   "period_start": 1633048868000,
   "period_end": 1633394468000,
@@ -1662,7 +1661,7 @@ Introduced 1.1
 
 Searches detector tasks.
 
-To search for the latest detector task for a high cardinality detector:
+To search for the latest detector level historical analysis task for a high cardinality detector
 
 #### Request
 
@@ -1825,7 +1824,7 @@ POST _plugins/_anomaly_detection/detectors/tasks/_search
 }
 ```
 
-To search for the latest entity-level task for a high cardinality detector:
+To search for the latest entity-level tasks for the historical analysis of a high cardinality detector:
 
 #### Request
 
@@ -1865,7 +1864,12 @@ POST _plugins/_anomaly_detection/detectors/tasks/_search
 }
 ```
 
-To search for all entity-level batch task stats:
+To search and aggregate states for all entity-level historical tasks:
+
+The `parent_task_id` is the same as the task ID that you can get with the profile detector API:
+`GET _plugins/_anomaly_detection/detectors/<detector_ID>/_profile/ad_task`.
+{: .note }
+
 
 #### Request
 
@@ -1994,7 +1998,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
 }
 ```
 
-Because real-time analysis doesn't have a batch task, the task ID in the anomaly result is null.
+Real-time detection doesn't persist the task ID in the anomaly result, so the task ID will be null.
 
 #### Sample response
 
@@ -2309,6 +2313,11 @@ To get specific stats for a node:
 
 ```json
 GET _plugins/_anomaly_detection/<nodeId>/stats/<stat>
+```
+
+For example:
+
+```json
 GET _plugins/_anomaly_detection/<nodeId>/stats/ad_execute_request_count
 ```
 
@@ -2330,6 +2339,11 @@ To get a specific type of stats:
 
 ```json
 GET _plugins/_anomaly_detection/stats/<stat>
+```
+
+For example:
+
+```json
 GET _plugins/_anomaly_detection/stats/ad_executing_batch_task_count
 ```
 
@@ -2687,7 +2701,7 @@ Getting the total count of entities is an expensive operation for real-time anal
 
 The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`. `last_sample_timestamp` shows the last document in the input data source index containing the entity, while `last_active_timestamp` shows the timestamp when the entity’s model was last seen in the model cache.
 
-If there are no anomaly results for an entity, either the entity doesn't have any sample data or its model is removed from the model cache.
+If there are no anomaly results for an entity, either the entity doesn't have any sample data or resources such as memory and disk IO are constrained relative to the number of entities.
 
 #### Request
 
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index 6cc802e6..8ce0829f 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -153,7 +153,7 @@ If you stop or delete a detector, make sure to delete any monitors associated wi
 To see all the configuration settings for a detector, choose the **Detector configuration** tab.
 
 1. To make any changes to the detector configuration, or fine tune the time interval to minimize any false positives, go to the **Detector configuration** section and choose **Edit**.
-- You need to stop real-time or historical analysis to change its configuration. Confirm that you want to stop the detector and proceed.
+- You need to stop real-time and historical analysis to change its configuration. Confirm that you want to stop the detector and proceed.
 1. To enable or disable features, in the **Features** section, choose **Edit** and adjust the feature settings as needed. After you make your changes, choose **Save and start detector**.
 
 ### Step 8: Manage your detectors
diff --git a/_monitoring-plugins/ad/settings.md b/_monitoring-plugins/ad/settings.md
index e63ab922..6c71c878 100644
--- a/_monitoring-plugins/ad/settings.md
+++ b/_monitoring-plugins/ad/settings.md
@@ -29,7 +29,6 @@ Setting | Default | Description
 `plugins.anomaly_detection.max_multi_entity_anomaly_detectors` | 10 | The maximum number of high cardinality detectors (with category field) in a cluster.
 `plugins.anomaly_detection.max_anomaly_features` | 5 | The maximum number of features for a detector.
 `plugins.anomaly_detection.ad_result_history_rollover_period` | 12h | How often the rollover condition is checked. If `true`, the anomaly detection plugin rolls over the result index to a new index.
-`plugins.anomaly_detection.ad_result_history_max_docs` | 250,000,000 | The maximum number of documents in one result index. The anomaly detection plugin only counts refreshed documents in the primary shards.
 `plugins.anomaly_detection.ad_result_history_max_docs_per_shard` | 1,350,000,000 | The maximum number of documents in a single shard of the result index. The anomaly detection plugin only counts the refreshed documents in the primary shards.
 `plugins.anomaly_detection.max_entities_per_query` | 1,000,000 | The maximum unique values per detection interval for high cardinality detectors. By default, if the category field(s) have more than the configured unique values in a detector interval, the anomaly detection plugin orders them by the natural ordering of categorical values (for example, entity `ab` comes before `bc`) and then selects the top values.
 `plugins.anomaly_detection.max_entities_for_preview` | 5 | The maximum unique category field values displayed with the preview operation for high cardinality detectors. By default, if the category field(s) have more than the configured unique values in a detector interval, the anomaly detection plugin orders them by the natural ordering of categorical values (for example, entity `ab` comes before `bc`) and then selects the top values.
@@ -40,7 +39,7 @@ Setting | Default | Description
 `plugins.anomaly_detection.batch_task_piece_size` | 1,000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1,000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
 `plugins.anomaly_detection.batch_task_piece_interval_seconds` | 5 | Add a time interval between two pieces of the same historical analysis task. This interval prevents the task from consuming too much of the available resources and starving other operations like search and bulk index. You can change this setting from 1 to 600 seconds.
 `plugins.anomaly_detection.max_top_entities_for_historical_analysis` | 1,000 | The maximum number of top entities that you run for a high cardinality detector historical analysis. The range is from 1 to 10,000.
-`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a single high cardinality detector. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-flow detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. If you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10. You can tune this value from 1 to 1,000 based on your cluster's capability. If you set a higher value, the anomaly detection plugin runs historical analysis faster but also consumes more resources.
+`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a single high cardinality detector. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-entity detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. If you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10. You can tune this value from 1 to 1,000 based on your cluster's capability. If you set a higher value, the anomaly detection plugin runs historical analysis faster but also consumes more resources.
 `plugins.anomaly_detection.max_cached_deleted_tasks` | 1,000 | You can rerun historical analysis for a single detector as many times as you like. The anomaly detection plugin only keeps a limited number of old tasks, by default 1 old task. If you run historical analysis three times for a detector, the oldest task is deleted. Because historical analysis generates a number of anomaly results in a short span of time, it's necessary to clean up anomaly results for a deleted task. With this field, you can configure how many deleted tasks you can cache at most. The plugin cleans up a task's results when it's deleted. If the plugin fails to do this cleanup, it adds the task's results into a cache and an hourly cron job performs the cleanup. You can use this setting to limit how many old tasks are put into cache to avoid a DDoS attack. After an hour, if still you find an old task result in the cache, use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to delete the task result manually. You can tune this setting from 1 to 10,000.
 `plugins.anomaly_detection.delete_anomaly_result_when_delete_detector` | False | Whether the anomaly detection plugin deletes the anomaly result when you delete a detector. If you want to save some disk space, especially if you've high cardinality detectors generating a lot of results, set this field to true. Alternatively, you can use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to manually delete the results.
 `plugins.anomaly_detection.dedicated_cache_size` | 10 | If the real-time analysis of a high cardinality detector starts successfully, the anomaly detection plugin guarantees keeping 10 (dynamically adjustable via this setting) entities' models in memory per node. If the number of entities exceeds this limit, the plugin puts the extra entities' models in a memory space shared by all detectors. The actual number of entities varies based on the memory that you've available and the frequencies of the entities. If you'd like the plugin to guarantee keeping more entities' models in memory and if you're cluster has sufficient memory, you can increase this setting value.

From f3a4794c8370deadc1838443bdfd4fd4e4349ff7 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 5 Oct 2021 15:33:13 -0700
Subject: [PATCH 078/229] incorporated feedback

---
 _monitoring-plugins/ad/api.md | 28 ++++++++++++++++++++--------
 1 file changed, 20 insertions(+), 8 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 134e6d76..76e0d022 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -424,6 +424,15 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>
 }
 ```
 
+A "job" is something that you schedule to run periodically, so it's only applicable for real-time anomaly detection and not historical analysis that you run just one time.
+
+When you start a real-time detector, the anomaly detection plugin creates a job or if the job already exists updates it.
+When you start or a restart a real-time detector, the plugin creates a new real-time task that records run-time information like detector configuration snapshot, real-time job states (initializing/running/stopped), init progress, and so on.
+
+A single detector can only have one real-time job (job ID is the same as detector ID), but it can have multiple real-time tasks because each restart of a real-time job creates a new real-time task. You can limit the number of real-time tasks with the `plugins.anomaly_detection.max_old_ad_task_docs_per_detector` setting.
+
+Historical analysis doesn't have an associated job. When you start or rerun historical analysis for a detector, the anomaly detection plugin creates a new historical batch task that tracks the historical analysis runtime information like state, coordinating/worker node, task progress, and so on. You can limit the historical task number with the `plugins.anomaly_detection.max_old_ad_task_docs_per_detector` setting.
+
 Use `job=true` to get real-time analysis task information.
 
 #### Request
@@ -994,7 +1003,7 @@ DELETE _plugins/_anomaly_detection/detectors/<detectorId>
 
 ```json
 {
-  "_index": ".opendistro-anomaly-detectors",
+  "_index": ".opensearch-anomaly-detectors",
   "_type": "_doc",
   "_id": "70TxTXwBjd8s6RK4j1Pj",
   "_version": 2,
@@ -1023,7 +1032,7 @@ To preview a single-entity detector:
 #### Request
 
 ```json
-POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
+POST _plugins/_anomaly_detection/detectors/_preview
 {
   "period_start": 1633048868000,
   "period_end": 1633394468000,
@@ -1520,6 +1529,9 @@ POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop
 
 To stop historical analysis:
 
+Introduced 1.1
+{: .label .label-purple }
+
 ```json
 POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop?historical=true
 ```
@@ -1581,7 +1593,7 @@ POST _plugins/_anomaly_detection/detectors/_search
     "max_score": 1,
     "hits": [
       {
-        "_index": ".opendistro-anomaly-detectors",
+        "_index": ".opensearch-anomaly-detectors",
         "_type": "_doc",
         "_id": "Zi5zTXwBwf_U8gjUTfJG",
         "_version": 1,
@@ -1713,7 +1725,7 @@ POST _plugins/_anomaly_detection/detectors/tasks/_search
     "max_score": 0,
     "hits": [
       {
-        "_index": ".opendistro-anomaly-detection-state",
+        "_index": ".opensearch-anomaly-detection-state",
         "_type": "_doc",
         "_id": "fm-RTXwBYwCbWecgB753",
         "_version": 34,
@@ -2020,7 +2032,7 @@ Real-time detection doesn't persist the task ID in the anomaly result, so the ta
     "max_score": 0,
     "hits": [
       {
-        "_index": ".opendistro-anomaly-results-history-2021.10.04-1",
+        "_index": ".opensearch-anomaly-results-history-2021.10.04-1",
         "_type": "_doc",
         "_id": "686KTXwB6HknB84SMr6G",
         "_version": 1,
@@ -2129,7 +2141,7 @@ POST _plugins/_anomaly_detection/detectors/results/_search
     "max_score": 0,
     "hits": [
       {
-        "_index": ".opendistro-anomaly-results-history-2021.10.04-1",
+        "_index": ".opensearch-anomaly-results-history-2021.10.04-1",
         "_type": "_doc",
         "_id": "VRyRTXwBDx7vzPBV8jYC",
         "_version": 1,
@@ -2315,10 +2327,10 @@ To get specific stats for a node:
 GET _plugins/_anomaly_detection/<nodeId>/stats/<stat>
 ```
 
-For example:
+For example, to get the `ad_execute_request_count` value for node `SWD7ihu9TaaW1zKwFZNVNg`:
 
 ```json
-GET _plugins/_anomaly_detection/<nodeId>/stats/ad_execute_request_count
+GET _plugins/_anomaly_detection/SWD7ihu9TaaW1zKwFZNVNg/stats/ad_execute_request_count
 ```
 
 #### Sample response

From fb0bb8f5031b38981171af91bf9b7f5edd985120 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Tue, 5 Oct 2021 15:38:14 -0700
Subject: [PATCH 079/229] Add 1.1 release header

Signed-off-by: Miki <mehranb@amazon.com>
---
 _data/_alert.yml         | 1 -
 _data/alert.yml          | 1 +
 _sass/custom/custom.scss | 5 +++++
 3 files changed, 6 insertions(+), 1 deletion(-)
 delete mode 100644 _data/_alert.yml
 create mode 100644 _data/alert.yml

diff --git a/_data/_alert.yml b/_data/_alert.yml
deleted file mode 100644
index 9c4d6ee6..00000000
--- a/_data/_alert.yml
+++ /dev/null
@@ -1 +0,0 @@
-message: "🔥 [OpenSearch 1.0 released on July 12th! Get it now!](/downloads.html)"
\ No newline at end of file
diff --git a/_data/alert.yml b/_data/alert.yml
new file mode 100644
index 00000000..f675df94
--- /dev/null
+++ b/_data/alert.yml
@@ -0,0 +1 @@
+message: "🌡️ [OpenSearch 1.1.0 is here, get it while it's hot!](/downloads.html)"
\ No newline at end of file
diff --git a/_sass/custom/custom.scss b/_sass/custom/custom.scss
index 072579e8..71ff9dce 100755
--- a/_sass/custom/custom.scss
+++ b/_sass/custom/custom.scss
@@ -1084,6 +1084,11 @@ main {
   @include sans-serif;
   @include warning-stripes;
 
+  /* To match the website */
+  font-size: 1.125rem;
+  text-decoration-thickness: 0.5px;
+  text-underline-offset: 1px;
+
   a {
     color: $text;
 

From 64252a261f2f5f9ad362366f7a26c8cc4e4769dd Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 5 Oct 2021 18:14:24 -0700
Subject: [PATCH 080/229] AD screenshot

---
 images/ad.png | Bin 335986 -> 277232 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/images/ad.png b/images/ad.png
index 8bf13752b55b7cc0870c385eb53c086fb2384e0f..cbc1050265c858737f8dae31eaa053bea8ec8187 100644
GIT binary patch
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From 64a91b7b12c6a88b475527400fb286d04a50c24b Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 5 Oct 2021 18:25:45 -0700
Subject: [PATCH 081/229] ad feedback

---
 _monitoring-plugins/ad/api.md      |  2 --
 _monitoring-plugins/ad/index.md    | 19 ++++++++-----------
 _monitoring-plugins/ad/settings.md |  2 +-
 3 files changed, 9 insertions(+), 14 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 76e0d022..9abf4b0f 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -2733,8 +2733,6 @@ GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
 
 ```json
 {
-  "category_field": "host",
-  "value": "i-00f28ec1eb8997686",
   "is_active": true,
   "last_active_timestamp": 1604026394879,
   "last_sample_timestamp": 1604026394879,
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index 8ce0829f..88161545 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -17,12 +17,10 @@ Anomaly detection  automatically detects anomalies in your OpenSearch data in ne
 
 You can pair the anomaly detection plugin with the [alerting plugin]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/) to notify you as soon as an anomaly is detected.
 
-## Get started with Anomaly Detection
-
 To get started, choose **Anomaly Detection** in OpenSearch Dashboards.
 To first test with sample streaming data, you can try out one of the preconfigured detectors with one of the sample datasets.
 
-### Step 1: Define a detector
+## Step 1: Define a detector
 
 A detector is an individual anomaly detection task. You can define multiple detectors, and all the detectors can run simultaneously, with each analyzing data from different sources.
 
@@ -45,7 +43,7 @@ Setting the window delay to 1 minute shifts the interval window to 1:49 - 1:59,
 
 After you define the detector, the next step is to configure the model.
 
-### Step 2: Configure the model
+## Step 2: Configure the model
 
 #### Add features to your detector
 
@@ -100,7 +98,7 @@ Examine the sample preview and use it to fine-tune your feature configurations (
     - If you don't see any sample anomaly result, check the detector interval and make sure you have more than 400 data points for some entities during the preview date range.
 1. Choose **Next**.
 
-### Step 3: Set up detector jobs
+## Step 3: Set up detector jobs
 
 To start a real-time detector to find anomalies in your data in near real-time, check **Start real-time detector automatically (recommended)**.
 
@@ -110,11 +108,11 @@ Analyzing historical data helps you get familiar with the anomaly detection plug
 
 We recommend experimenting with historical analysis with different feature sets and checking the precision before moving on to real-time detectors.
 
-### Step 4: Review and create
+## Step 4: Review and create
 
 Review your model configuration and select **Create detector**.
 
-### Step 5: Observe the results
+## Step 5: Observe the results
 
 Choose the **Real-time results** or **Historical analysis** tab. For real-time results, you need to wait for some time to see the anomaly results. If the detector interval is 10 minutes, the detector might take more than an hour to start, as it's waiting for sufficient data to generate anomalies.
 
@@ -141,14 +139,13 @@ If you set the category field, you see an additional **Heat map** chart. The hea
 Choose and drag over the anomaly line chart to zoom in and see a more detailed view of an anomaly.
 {: .note }
 
-
-### Step 4: Set up alerts
+## Step 6: Set up alerts
 
 Under **Real-time results**, choose **Set up alerts** and configure a monitor to notify you when anomalies are detected. For steps to create a monitor and set up notifications based on your anomaly detector, see [Monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/).
 
 If you stop or delete a detector, make sure to delete any monitors associated with it.
 
-### Step 5: Adjust the model
+## Step 7: Adjust the model
 
 To see all the configuration settings for a detector, choose the **Detector configuration** tab.
 
@@ -156,7 +153,7 @@ To see all the configuration settings for a detector, choose the **Detector conf
 - You need to stop real-time and historical analysis to change its configuration. Confirm that you want to stop the detector and proceed.
 1. To enable or disable features, in the **Features** section, choose **Edit** and adjust the feature settings as needed. After you make your changes, choose **Save and start detector**.
 
-### Step 8: Manage your detectors
+## Step 8: Manage your detectors
 
 To start, stop, or delete a detector, go to the **Detectors** page.
 
diff --git a/_monitoring-plugins/ad/settings.md b/_monitoring-plugins/ad/settings.md
index 6c71c878..035ad923 100644
--- a/_monitoring-plugins/ad/settings.md
+++ b/_monitoring-plugins/ad/settings.md
@@ -39,7 +39,7 @@ Setting | Default | Description
 `plugins.anomaly_detection.batch_task_piece_size` | 1,000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1,000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
 `plugins.anomaly_detection.batch_task_piece_interval_seconds` | 5 | Add a time interval between two pieces of the same historical analysis task. This interval prevents the task from consuming too much of the available resources and starving other operations like search and bulk index. You can change this setting from 1 to 600 seconds.
 `plugins.anomaly_detection.max_top_entities_for_historical_analysis` | 1,000 | The maximum number of top entities that you run for a high cardinality detector historical analysis. The range is from 1 to 10,000.
-`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a single high cardinality detector. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-entity detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. If you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10. You can tune this value from 1 to 1,000 based on your cluster's capability. If you set a higher value, the anomaly detection plugin runs historical analysis faster but also consumes more resources.
+`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a high cardinality detector analysis. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-entity detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. If you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10. You can tune this value from 1 to 1,000 based on your cluster's capability. If you set a higher value, the anomaly detection plugin runs historical analysis faster but also consumes more resources.
 `plugins.anomaly_detection.max_cached_deleted_tasks` | 1,000 | You can rerun historical analysis for a single detector as many times as you like. The anomaly detection plugin only keeps a limited number of old tasks, by default 1 old task. If you run historical analysis three times for a detector, the oldest task is deleted. Because historical analysis generates a number of anomaly results in a short span of time, it's necessary to clean up anomaly results for a deleted task. With this field, you can configure how many deleted tasks you can cache at most. The plugin cleans up a task's results when it's deleted. If the plugin fails to do this cleanup, it adds the task's results into a cache and an hourly cron job performs the cleanup. You can use this setting to limit how many old tasks are put into cache to avoid a DDoS attack. After an hour, if still you find an old task result in the cache, use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to delete the task result manually. You can tune this setting from 1 to 10,000.
 `plugins.anomaly_detection.delete_anomaly_result_when_delete_detector` | False | Whether the anomaly detection plugin deletes the anomaly result when you delete a detector. If you want to save some disk space, especially if you've high cardinality detectors generating a lot of results, set this field to true. Alternatively, you can use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to manually delete the results.
 `plugins.anomaly_detection.dedicated_cache_size` | 10 | If the real-time analysis of a high cardinality detector starts successfully, the anomaly detection plugin guarantees keeping 10 (dynamically adjustable via this setting) entities' models in memory per node. If the number of entities exceeds this limit, the plugin puts the extra entities' models in a memory space shared by all detectors. The actual number of entities varies based on the memory that you've available and the frequencies of the entities. If you'd like the plugin to guarantee keeping more entities' models in memory and if you're cluster has sufficient memory, you can increase this setting value.

From 03e3fce37fb9450730f78735e8866de84d225a82 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Wed, 6 Oct 2021 09:09:49 -0700
Subject: [PATCH 082/229] Add `.x` suffix to versions selector

Signed-off-by: Miki <mehranb@amazon.com>
---
 assets/js/_version-selector.js | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/assets/js/_version-selector.js b/assets/js/_version-selector.js
index 0198ef15..71e073d2 100644
--- a/assets/js/_version-selector.js
+++ b/assets/js/_version-selector.js
@@ -143,10 +143,10 @@ class VersionSelector extends HTMLElement {
         const {shadowRoot} = this;
         const frag = this._makeFragment(tpl);
 
-        frag.querySelector('#selected').textContent = `${PREFIX}${this.getAttribute('selected')}`;
+        frag.querySelector('#selected').textContent = `${PREFIX}${this.getAttribute('selected')}.x`;
 
         const pathName = location.pathname.replace(/\/docs(\/((latest|\d+\.\d+)\/?)?)?/, '');
-        const versionsDOMText = DOC_VERSIONS.map((v, idx) => `<a href="/docs/${v}/${pathName}"${idx === 0 ? ' class="latest"' : ''}>${PREFIX}${v}</a>`)
+        const versionsDOMText = DOC_VERSIONS.map((v, idx) => `<a href="/docs/${v}/${pathName}"${idx === 0 ? ' class="latest"' : ''}>${PREFIX}${v}.x</a>`)
             .join('');
 
         frag.querySelector('#dropdown').appendChild(this._makeFragment(versionsDOMText));

From b0358128b29c9d9933bf9fbe7c99b50d65cbe0e0 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Wed, 6 Oct 2021 11:04:35 -0700
Subject: [PATCH 083/229] Tweak alert, remove inaccurate release note

---
 _data/alert.yml              | 2 +-
 _replication-plugin/index.md | 5 +++--
 version-history.md           | 2 +-
 3 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/_data/alert.yml b/_data/alert.yml
index f675df94..ecfc87f2 100644
--- a/_data/alert.yml
+++ b/_data/alert.yml
@@ -1 +1 @@
-message: "🌡️ [OpenSearch 1.1.0 is here, get it while it's hot!](/downloads.html)"
\ No newline at end of file
+message: "🌡️ [OpenSearch 1.1.0 arrived October 5 with cross-cluster replication, bucket-level alerting, and much, much more. Grab it here!](/downloads.html)"
diff --git a/_replication-plugin/index.md b/_replication-plugin/index.md
index f3a99d08..7119d4d3 100644
--- a/_replication-plugin/index.md
+++ b/_replication-plugin/index.md
@@ -3,7 +3,8 @@ layout: default
 title: Cross-cluster replication
 nav_order: 1
 has_children: false
-
+redirect_from:
+  - /replication-plugin/
 ---
 
 # Cross-cluster replication
@@ -19,4 +20,4 @@ The replication plugin supports replication of indices using wildcard pattern ma
 
 You can use the replication plugin with the security plugin to encrypt cross-cluster traffic with node-to-node encryption and control access to replication activities.
 
-To start, see [Get started with cross-cluster replication]({{site.url}}{{site.baseurl}}/replication-plugin/get-started/).
\ No newline at end of file
+To start, see [Get started with cross-cluster replication]({{site.url}}{{site.baseurl}}/replication-plugin/get-started/).
diff --git a/version-history.md b/version-history.md
index f5d8f3de..e5156593 100644
--- a/version-history.md
+++ b/version-history.md
@@ -9,7 +9,7 @@ permalink: /version-history/
 
 OpenSearch version | Release highlights | Release date
 :--- | :--- | :--- | :---
-[1.1.0](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.1.0.md) | Adds cross-cluster replication, security for Index Management, ARM support, bucket-level alerting, a CLI to help with upgrading from Elasticsearch OSS to OpenSearch, and enhancements to high cardinality data in the anomaly detection plugin. | 5 October 2021
+[1.1.0](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.1.0.md) | Adds cross-cluster replication, security for Index Management, bucket-level alerting, a CLI to help with upgrading from Elasticsearch OSS to OpenSearch, and enhancements to high cardinality data in the anomaly detection plugin. | 5 October 2021
 [1.0.1](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.0.1.md) | Bug fixes. | 1 September 2021
 [1.0.0](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.0.0.md) | General availability release. Adds compatibility setting for clients that require a version check before connecting. | 12 July 2021
 [1.0.0-rc1](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.0.0-rc1.md) | First release candidate. | 7 June 2021

From 49acaf051b08556641fd6b1f4209c00000037579 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 7 Oct 2021 09:54:51 -0700
Subject: [PATCH 084/229] Update docker-security.md

---
 _opensearch/install/docker-security.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_opensearch/install/docker-security.md b/_opensearch/install/docker-security.md
index b74400e9..21b66ec3 100644
--- a/_opensearch/install/docker-security.md
+++ b/_opensearch/install/docker-security.md
@@ -129,8 +129,8 @@ plugins.security.enable_snapshot_restore_privilege: true
 plugins.security.check_snapshot_restore_write_privileges: true
 plugins.security.restapi.roles_enabled: ["all_access", "security_rest_api_access"]
 cluster.routing.allocation.disk.threshold_enabled: false
-plugins.security.audit.config.disabled_rest_categories: NONE
-plugins.security.audit.config.disabled_transport_categories: NONE
+opendistro_security.audit.config.disabled_rest_categories: NONE
+opendistro_security.audit.config.disabled_transport_categories: NONE
 ```
 
 Use this same override process to specify new [authentication settings]({{site.url}}{{site.baseurl}}/security-plugin/configuration/configuration/) in `/usr/share/opensearch/plugins/opensearch-security/securityconfig/config.yml`, as well as new default [internal users, roles, mappings, action groups, and tenants]({{site.url}}{{site.baseurl}}/security-plugin/configuration/yaml/).

From ddcec72c2a800a13ba4b939dcda1a747046dbdd9 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Thu, 7 Oct 2021 10:24:10 -0700
Subject: [PATCH 085/229] Fix versions selection being blocked on mobile
 devices

Signed-off-by: Miki <mehranb@amazon.com>
---
 assets/js/_version-selector.js | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/assets/js/_version-selector.js b/assets/js/_version-selector.js
index 71e073d2..a5849276 100644
--- a/assets/js/_version-selector.js
+++ b/assets/js/_version-selector.js
@@ -1,3 +1,7 @@
+/* During build, DOC_VERSIONS is prefixed to convey all the versions available, informed by `_data/versions.json`
+ * Example:
+ *    const DOC_VERSIONS = ["1.1","1.0"];
+ */
 const PREFIX = "OpenSearch ";
 const tpl = `
     <style>
@@ -161,6 +165,16 @@ class VersionSelector extends HTMLElement {
         shadowRoot.querySelector('#root').addEventListener('click', e => {
             this._expand(this.getAttribute('aria-expanded') !== 'true');
         });
+
+        /* On some devices, `blur` is fired on the component before navigation occurs when choosing a version from the
+         * dropdown; this ends up hiding the dropdown and preventing the navigation. The `pointerup` on the anchor
+         * element is always fired before the `blur` is dispatched on the component and that is used here to trigger
+         * the navigation before the dropdown is hidden.
+         */
+        shadowRoot.querySelector('#dropdown').addEventListener('pointerup', e => {
+            const {target} = e;
+            if (target.matches('a[href]') && target.href) document.location.href = target.href;
+        });
     }
 
     _expand(flag) {

From d4df82249a39d76394a3ff34614ef0c3db32d605 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Thu, 7 Oct 2021 12:36:10 -0700
Subject: [PATCH 086/229] Narrower width, hide contributing on small sizes,
 increase code sample size

---
 _sass/color_schemes/opensearch.scss | 2 +-
 _sass/custom/custom.scss            | 9 ++++++++-
 2 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/_sass/color_schemes/opensearch.scss b/_sass/color_schemes/opensearch.scss
index 114ee6a5..c98b7901 100644
--- a/_sass/color_schemes/opensearch.scss
+++ b/_sass/color_schemes/opensearch.scss
@@ -1,4 +1,4 @@
-$content-width: 900px;
+$content-width: 740px;
 
 //
 // Brand colors
diff --git a/_sass/custom/custom.scss b/_sass/custom/custom.scss
index 71ff9dce..8bc613c1 100755
--- a/_sass/custom/custom.scss
+++ b/_sass/custom/custom.scss
@@ -54,7 +54,7 @@ body {
 
 code {
   @include monospace;
-  font-size: 0.75rem;
+  font-size: 0.8rem;
   -webkit-font-smoothing: subpixel-antialiased;
   -moz-osx-font-smoothing: auto;
 }
@@ -108,6 +108,13 @@ code {
   }
 }
 
+.site-footer {
+  display: none;
+  @include mq(lg) {
+    display: block;
+  }
+}
+
 .external-arrow {
   position: relative;
   top: 0.125rem;

From b21bc57c193de224f328f06987f2476380e6d5f5 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Thu, 7 Oct 2021 13:08:18 -0700
Subject: [PATCH 087/229] Match `basedir` build config with actual destination
 of CI

Signed-off-by: Miki <mehranb@amazon.com>
---
 _config.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_config.yml b/_config.yml
index 8bec4e67..63d4cb50 100644
--- a/_config.yml
+++ b/_config.yml
@@ -1,7 +1,7 @@
 title: OpenSearch documentation
 description: >- # this means to ignore newlines until "baseurl:"
   Documentation for OpenSearch, the Apache 2.0 search, analytics, and visualization suite with advanced security, alerting, SQL support, automated index management, deep performance analysis, and more.
-baseurl: "/docs" # the subpath of your site, e.g. /blog
+baseurl: "/docs/latest" # the subpath of your site, e.g. /blog
 url: "https://opensearch.org" # the base hostname & protocol for your site, e.g. http://example.com
 permalink: /:path/
 

From 41c01358b9a9f88397957b27b047f25545ace726 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Thu, 7 Oct 2021 13:19:36 -0700
Subject: [PATCH 088/229] Enhancements to link-checker

* Handle validation of non-HTML assets (zip files for samples)
* Cleaned the documentation

Signed-off-by: Miki <mehranb@amazon.com>
---
 _plugins/link-checker.rb | 103 +++++++++++++++++----------------------
 1 file changed, 44 insertions(+), 59 deletions(-)

diff --git a/_plugins/link-checker.rb b/_plugins/link-checker.rb
index d37c43cf..58726b35 100644
--- a/_plugins/link-checker.rb
+++ b/_plugins/link-checker.rb
@@ -19,68 +19,53 @@ require "pathname"
 
 module Jekyll::LinkChecker
 
-  ##
   # The collection that will get stores as the output
-
   @urls = {}
 
-  ##
   # Pattern to identify documents that should be excluded based on their URL
+  @excluded_paths = /(\.(css|js|json|map|xml|txt|yml)$|\/version-selector\.tpl$)/i.freeze
 
-  @excluded_paths = /(\.(css|js|json|map|xml|txt|yml)$)/i.freeze
-
-  ##
   # Pattern to identify certain HTML tags whose content should be excluded from indexing
-
   @href_matcher = /<a[^>]+href=(['"])(.+?)\1/im.freeze
 
-  ##
   # Pattern to check for external URLs
-
   @external_matcher = /^https?:\/\//.freeze
 
-  ##
   # List of domains to ignore
   @ignored_domains = %w[localhost]
 
-  ##
   # Pattern of local paths to ignore
   @ignored_paths = /(^\/javadocs\/)/.freeze
 
-  ##
+  # Pattern to exclude when adding the `index.html` suffix to paths
+  @need_no_suffix = /\.(?!html)[^\/]+$/.freeze
+
   # Valid response codes for successful links
   @success_codes = %w[200 302]
 
-  ##
   # Questionable response codes for successful links
   @questionable_codes = %w[301 403 429]
 
-  ##
   # Holds the list of failures
   @failures = []
 
-  ##
   # Driven by environment variables, it indicates a need to check external links
   @check_external_links
 
-  ##
   # Driven by environment variables, it indicates the need to fail the build for dead links
   @should_build_fatally
 
-
-  ##
   # Initializes the singleton by recording the site
-
+  # return [void]
   def self.init(site)
     @site = site
     @urls = {}
     @failures = []
   end
 
-  ##
   # Processes a Document or Page and adds the links to a collection
-  # It also checks for anchors to parts of the same page/doc
-
+  # It also checks for anchors that link to parts of the same page/doc
+  # return [void]
   def self.process(page)
     return if @excluded_paths.match(page.path)
 
@@ -98,9 +83,8 @@ module Jekyll::LinkChecker
     end
   end
 
-  ##
-  # Saves the collection as a JSON file
-
+  # Verifies the validity of all the destinations gathered in @urls
+  # return [void]
   def self.verify(site)
     if ENV.key?('JEKYLL_CHECK_EXTERNAL_LINKS')
       @check_external_links = true
@@ -132,9 +116,9 @@ module Jekyll::LinkChecker
     end
   end
 
-  ##
-  # Check if URL is accessible
-
+  # Check if an internal or external URL is accessible
+  # @param url [String] the url to check
+  # @return [Boolean]
   def self.check(url)
     match = @base_url_matcher.match(url)
     unless match.nil?
@@ -149,9 +133,9 @@ module Jekyll::LinkChecker
     return self.check_internal(url)
   end
 
-  ##
   # Check if an external URL is accessible by making a HEAD call
-
+  # @param url [String] the url to check
+  # @return [Boolean]
   def self.check_external(url)
     uri = URI(url)
     return true if @ignored_domains.include? uri.host
@@ -172,61 +156,62 @@ module Jekyll::LinkChecker
     end
   end
 
-  ##
   # Check if an internal link is accessible
-
+  # @param url [String] the url to check
+  # @return [Boolean]
   def self.check_internal(url)
     return true if @ignored_paths =~ url
 
     path, hash = url.split('#')
 
-    unless path.end_with? 'index.html'
-      path << '/' unless path.end_with? '/'
-      path << 'index.html' unless path.end_with? 'index.html'
+    if @need_no_suffix =~ path
+        filename = File.join(@site.config["destination"], path)
+        return File.file?(filename)
+    else
+        unless path.end_with? 'index.html'
+          path << '/' unless path.end_with? '/'
+          path << 'index.html' unless path.end_with? 'index.html'
+        end
+
+        filename = File.join(@site.config["destination"], path)
+
+        return false unless File.file?(filename)
+
+        content = File.read(filename)
+        unless content.include? "<title>Redirecting"
+          return true if hash.nil? || hash.empty?
+          return !(content =~ /<[a-z0-9-]+[^>]+id="#{hash}"/i).nil?
+        end
+
+        match = content.match(@href_matcher)
+        if match.nil?
+          puts "LinkChecker: [Warning] Cannot check #{url} due to an unfollowable redirect"
+          return true
+        end
+
+        redirect = match[2]
+        redirect << '#' + hash unless hash.nil? || hash.empty?
+        return self.check(redirect)
     end
-
-    filename = File.join(@site.config["destination"], path)
-
-    return false unless File.file?(filename)
-
-    content = File.read(filename)
-    unless content.include? "<title>Redirecting"
-      return true if hash.nil? || hash.empty?
-      return !(content =~ /<[a-z0-9-]+[^>]+id="#{hash}"/i).nil?
-    end
-
-    match = content.match(@href_matcher)
-    if match.nil?
-      puts "LinkChecker: [Warning] Cannot check #{url} due to an unfollowable redirect"
-      return true
-    end
-
-    redirect = match[2]
-    redirect << '#' + hash unless hash.nil? || hash.empty?
-    return self.check(redirect)
   end
 end
 
 # Before any Document or Page is processed, initialize the LinkChecker
-
 Jekyll::Hooks.register :site, :pre_render do |site|
   Jekyll::LinkChecker.init(site)
 end
 
 # Process a Page as soon as its content is ready
-
 Jekyll::Hooks.register :pages, :post_convert do |page|
   Jekyll::LinkChecker.process(page)
 end
 
 # Process a Document as soon as its content is ready
-
 Jekyll::Hooks.register :documents, :post_convert do |document|
   Jekyll::LinkChecker.process(document)
 end
 
 # Verify gathered links after Jekyll is done writing all its stuff
-
 Jekyll::Hooks.register :site, :post_write do |site|
   Jekyll::LinkChecker.verify(site)
 end
\ No newline at end of file

From ecb3acda35b904ec9789e0128ec74fd69d536172 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Thu, 7 Oct 2021 14:29:00 -0700
Subject: [PATCH 089/229] table formatting

---
 _monitoring-plugins/ad/settings.md | 42 +++++++++++++++---------------
 1 file changed, 21 insertions(+), 21 deletions(-)

diff --git a/_monitoring-plugins/ad/settings.md b/_monitoring-plugins/ad/settings.md
index 035ad923..9a736edf 100644
--- a/_monitoring-plugins/ad/settings.md
+++ b/_monitoring-plugins/ad/settings.md
@@ -24,24 +24,24 @@ PUT _cluster/settings
 
 Setting | Default | Description
 :--- | :--- | :---
-`plugins.anomaly_detection.enabled` | True | Whether the anomaly detection plugin is enabled or not. If disabled, all detectors immediately stop running.
-`plugins.anomaly_detection.max_anomaly_detectors` | 1,000 | The maximum number of non-high cardinality detectors (no category field) users can create.
-`plugins.anomaly_detection.max_multi_entity_anomaly_detectors` | 10 | The maximum number of high cardinality detectors (with category field) in a cluster.
-`plugins.anomaly_detection.max_anomaly_features` | 5 | The maximum number of features for a detector.
-`plugins.anomaly_detection.ad_result_history_rollover_period` | 12h | How often the rollover condition is checked. If `true`, the anomaly detection plugin rolls over the result index to a new index.
-`plugins.anomaly_detection.ad_result_history_max_docs_per_shard` | 1,350,000,000 | The maximum number of documents in a single shard of the result index. The anomaly detection plugin only counts the refreshed documents in the primary shards.
-`plugins.anomaly_detection.max_entities_per_query` | 1,000,000 | The maximum unique values per detection interval for high cardinality detectors. By default, if the category field(s) have more than the configured unique values in a detector interval, the anomaly detection plugin orders them by the natural ordering of categorical values (for example, entity `ab` comes before `bc`) and then selects the top values.
-`plugins.anomaly_detection.max_entities_for_preview` | 5 | The maximum unique category field values displayed with the preview operation for high cardinality detectors. By default, if the category field(s) have more than the configured unique values in a detector interval, the anomaly detection plugin orders them by the natural ordering of categorical values (for example, entity `ab` comes before `bc`) and then selects the top values.
-`plugins.anomaly_detection.max_primary_shards` | 10 | The maximum number of primary shards an anomaly detection index can have.
-`plugins.anomaly_detection.filter_by_backend_roles` | False | When you enable the security plugin and set this to `true`, the anomaly detection plugin filters results based on the user's backend role(s).
-`plugins.anomaly_detection.max_batch_task_per_node` | 10 | Starting a historical analysis triggers a batch task. This setting is the number of batch tasks that you can run per data node. You can tune this setting from 1 to 1,000. If the data nodes can’t support all batch tasks and you’re not sure if the data nodes are capable of running more historical analysis, add more data nodes instead of changing this setting to a higher value. Increasing this value might bring more load on each data node.
-`plugins.anomaly_detection.max_old_ad_task_docs_per_detector` | 1 | You can run historical analysis for the same detector many times. For each run, the anomaly detection plugin creates a new task. This setting is the number of previous tasks the plugin keeps. Set this value to at least 1 to track its last run. You can keep a maximum of 1,000 old tasks to avoid overwhelming the cluster.
-`plugins.anomaly_detection.batch_task_piece_size` | 1,000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1,000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
-`plugins.anomaly_detection.batch_task_piece_interval_seconds` | 5 | Add a time interval between two pieces of the same historical analysis task. This interval prevents the task from consuming too much of the available resources and starving other operations like search and bulk index. You can change this setting from 1 to 600 seconds.
-`plugins.anomaly_detection.max_top_entities_for_historical_analysis` | 1,000 | The maximum number of top entities that you run for a high cardinality detector historical analysis. The range is from 1 to 10,000.
-`plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis` | 10 | The number of entity tasks that you can run in parallel for a high cardinality detector analysis. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-entity detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. If you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10. You can tune this value from 1 to 1,000 based on your cluster's capability. If you set a higher value, the anomaly detection plugin runs historical analysis faster but also consumes more resources.
-`plugins.anomaly_detection.max_cached_deleted_tasks` | 1,000 | You can rerun historical analysis for a single detector as many times as you like. The anomaly detection plugin only keeps a limited number of old tasks, by default 1 old task. If you run historical analysis three times for a detector, the oldest task is deleted. Because historical analysis generates a number of anomaly results in a short span of time, it's necessary to clean up anomaly results for a deleted task. With this field, you can configure how many deleted tasks you can cache at most. The plugin cleans up a task's results when it's deleted. If the plugin fails to do this cleanup, it adds the task's results into a cache and an hourly cron job performs the cleanup. You can use this setting to limit how many old tasks are put into cache to avoid a DDoS attack. After an hour, if still you find an old task result in the cache, use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to delete the task result manually. You can tune this setting from 1 to 10,000.
-`plugins.anomaly_detection.delete_anomaly_result_when_delete_detector` | False | Whether the anomaly detection plugin deletes the anomaly result when you delete a detector. If you want to save some disk space, especially if you've high cardinality detectors generating a lot of results, set this field to true. Alternatively, you can use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to manually delete the results.
-`plugins.anomaly_detection.dedicated_cache_size` | 10 | If the real-time analysis of a high cardinality detector starts successfully, the anomaly detection plugin guarantees keeping 10 (dynamically adjustable via this setting) entities' models in memory per node. If the number of entities exceeds this limit, the plugin puts the extra entities' models in a memory space shared by all detectors. The actual number of entities varies based on the memory that you've available and the frequencies of the entities. If you'd like the plugin to guarantee keeping more entities' models in memory and if you're cluster has sufficient memory, you can increase this setting value.
-`plugins.anomaly_detection.max_concurrent_preview` | 2 | The maximum number of concurrent previews. You can use this setting to limit resource usage.
-`plugins.anomaly_detection.model_max_size_percent` | 0.1 | The upper bound of the memory percentage for a model.
+plugins.anomaly_detection.enabled | True | Whether the anomaly detection plugin is enabled or not. If disabled, all detectors immediately stop running.
+plugins.anomaly_detection.max_anomaly_detectors | 1,000 | The maximum number of non-high cardinality detectors (no category field) users can create.
+plugins.anomaly_detection.max_multi_entity_anomaly_detectors | 10 | The maximum number of high cardinality detectors (with category field) in a cluster.
+plugins.anomaly_detection.max_anomaly_features | 5 | The maximum number of features for a detector.
+plugins.anomaly_detection.ad_result_history_rollover_period | 12h | How often the rollover condition is checked. If `true`, the anomaly detection plugin rolls over the result index to a new index.
+plugins.anomaly_detection.ad_result_history_max_docs_per_shard | 1,350,000,000 | The maximum number of documents in a single shard of the result index. The anomaly detection plugin only counts the refreshed documents in the primary shards.
+plugins.anomaly_detection.max_entities_per_query | 1,000,000 | The maximum unique values per detection interval for high cardinality detectors. By default, if the category field(s) have more than the configured unique values in a detector interval, the anomaly detection plugin orders them by the natural ordering of categorical values (for example, entity `ab` comes before `bc`) and then selects the top values.
+plugins.anomaly_detection.max_entities_for_preview | 5 | The maximum unique category field values displayed with the preview operation for high cardinality detectors. By default, if the category field(s) have more than the configured unique values in a detector interval, the anomaly detection plugin orders them by the natural ordering of categorical values (for example, entity `ab` comes before `bc`) and then selects the top values.
+plugins.anomaly_detection.max_primary_shards | 10 | The maximum number of primary shards an anomaly detection index can have.
+plugins.anomaly_detection.filter_by_backend_roles | False | When you enable the security plugin and set this to `true`, the anomaly detection plugin filters results based on the user's backend role(s).
+plugins.anomaly_detection.max_batch_task_per_node | 10 | Starting a historical analysis triggers a batch task. This setting is the number of batch tasks that you can run per data node. You can tune this setting from 1 to 1,000. If the data nodes can’t support all batch tasks and you’re not sure if the data nodes are capable of running more historical analysis, add more data nodes instead of changing this setting to a higher value. Increasing this value might bring more load on each data node.
+plugins.anomaly_detection.max_old_ad_task_docs_per_detector | 1 | You can run historical analysis for the same detector many times. For each run, the anomaly detection plugin creates a new task. This setting is the number of previous tasks the plugin keeps. Set this value to at least 1 to track its last run. You can keep a maximum of 1,000 old tasks to avoid overwhelming the cluster.
+plugins.anomaly_detection.batch_task_piece_size | 1,000 | The date range for a historical task is split into smaller pieces and the anomaly detection plugin runs the task piece by piece. Each piece contains 1,000 detection intervals by default. For example, if detector interval is 1 minute and one piece is 1,000 minutes, the feature data is queried every 1,000 minutes. You can change this setting from 1 to 10,000.
+plugins.anomaly_detection.batch_task_piece_interval_seconds | 5 | Add a time interval between two pieces of the same historical analysis task. This interval prevents the task from consuming too much of the available resources and starving other operations like search and bulk index. You can change this setting from 1 to 600 seconds.
+plugins.anomaly_detection.max_top_entities_for_historical_analysis | 1,000 | The maximum number of top entities that you run for a high cardinality detector historical analysis. The range is from 1 to 10,000.
+plugins.anomaly_detection.max_running_entities_per_detector_for_historical_analysis | 10 | The number of entity tasks that you can run in parallel for a high cardinality detector analysis. The task slots available on your cluster also impact how many entities run in parallel. If a cluster has 3 data nodes, each data node has 10 task slots by default. Say you already have two high cardinality detectors and each of them run 10 entities. If you start a single-entity detector that takes 1 task slot, the number of task slots available is 10 * 3 - 10 * 2 - 1 = 9. If you now start a new high cardinality detector, the detector can only run 9 entities in parallel and not 10. You can tune this value from 1 to 1,000 based on your cluster's capability. If you set a higher value, the anomaly detection plugin runs historical analysis faster but also consumes more resources.
+plugins.anomaly_detection.max_cached_deleted_tasks | 1,000 | You can rerun historical analysis for a single detector as many times as you like. The anomaly detection plugin only keeps a limited number of old tasks, by default 1 old task. If you run historical analysis three times for a detector, the oldest task is deleted. Because historical analysis generates a number of anomaly results in a short span of time, it's necessary to clean up anomaly results for a deleted task. With this field, you can configure how many deleted tasks you can cache at most. The plugin cleans up a task's results when it's deleted. If the plugin fails to do this cleanup, it adds the task's results into a cache and an hourly cron job performs the cleanup. You can use this setting to limit how many old tasks are put into cache to avoid a DDoS attack. After an hour, if still you find an old task result in the cache, use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to delete the task result manually. You can tune this setting from 1 to 10,000.
+plugins.anomaly_detection.delete_anomaly_result_when_delete_detector | False | Whether the anomaly detection plugin deletes the anomaly result when you delete a detector. If you want to save some disk space, especially if you've high cardinality detectors generating a lot of results, set this field to true. Alternatively, you can use the [delete detector results API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api/#delete-detector-results) to manually delete the results.
+plugins.anomaly_detection.dedicated_cache_size | 10 | If the real-time analysis of a high cardinality detector starts successfully, the anomaly detection plugin guarantees keeping 10 (dynamically adjustable via this setting) entities' models in memory per node. If the number of entities exceeds this limit, the plugin puts the extra entities' models in a memory space shared by all detectors. The actual number of entities varies based on the memory that you've available and the frequencies of the entities. If you'd like the plugin to guarantee keeping more entities' models in memory and if you're cluster has sufficient memory, you can increase this setting value.
+plugins.anomaly_detection.max_concurrent_preview | 2 | The maximum number of concurrent previews. You can use this setting to limit resource usage.
+plugins.anomaly_detection.model_max_size_percent | 0.1 | The upper bound of the memory percentage for a model.

From eb10960552f225ee09611a0e6127f1b14b228f9f Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 7 Oct 2021 14:32:19 -0700
Subject: [PATCH 090/229] Fixed a broken link

---
 _opensearch/index-templates.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_opensearch/index-templates.md b/_opensearch/index-templates.md
index c258c518..3e9f18a0 100644
--- a/_opensearch/index-templates.md
+++ b/_opensearch/index-templates.md
@@ -195,7 +195,7 @@ You can use composable index templates to overcome these challenges. Composable
 
 You can combine component templates to compose an index template.
 
-Settings and mappings that you specify directly in the [create index]({{site.url}}{{site.baseurl}}/opensearch/rest-api/create-index/) request override any settings or mappings specified in an index template and its component templates.
+Settings and mappings that you specify directly in the [create index]({{site.url}}{{site.baseurl}}/opensearch/rest-api/index-apis/create-index/) request override any settings or mappings specified in an index template and its component templates.
 {: .note }
 
 ### Create a component template

From cd5e0ac390b37dd0826d727dbd13de6443234ac3 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 7 Oct 2021 15:15:58 -0700
Subject: [PATCH 091/229] Added instructions about ISM visual editor

---
 _im-plugin/ism/index.md    | 14 +++++++++++++-
 _im-plugin/ism/policies.md |  6 +++---
 2 files changed, 16 insertions(+), 4 deletions(-)

diff --git a/_im-plugin/ism/index.md b/_im-plugin/ism/index.md
index 4202b849..8004146c 100644
--- a/_im-plugin/ism/index.md
+++ b/_im-plugin/ism/index.md
@@ -31,7 +31,19 @@ To get started, choose **Index Management** in OpenSearch Dashboards.
 
 A policy is a set of rules that describes how an index should be managed. For information about creating a policy, see [Policies]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/).
 
-You can use the JSON editor or visual editor to create policies. Compared to the JSON editor, the visual editor offers a more structured way of defining policies by separating the process into creating error notifications, defining ISM templates, and adding states. We recommend using the visual editor if you want to see pre-defined fields, such as which actions you can assign to a state or under what conditions a state can transition into a destination state.
+You can use the visual editor or JSON editor to create policies. Compared to the JSON editor, the visual editor offers a more structured way of defining policies by separating the process into creating error notifications, defining ISM templates, and adding states. We recommend using the visual editor if you want to see pre-defined fields, such as which actions you can assign to a state or under what conditions a state can transition into a destination state.
+
+#### Visual editor
+
+1. Choose the **Index Policies** tab.
+2. Choose **Create policy**.
+3. Choose **Visual editor**.
+4. In the **Policy info** section, enter a policy ID and an optional description.
+5. In the **Error notification** section, set up an optional error notification that gets sent whenever a policy execution fails. For more information, see [Error notifications]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#error-notifications).
+6. In **ISM templates**, enter any ISM template patterns to automatically apply this policy to existing and future indices. For example, if you specify a template of `sample-index*`, the ISM plugin automatically applies this policy to any indices whose names start with `sample-index`.
+7. In **States**, add any states you want to include in the policy. Each state has [actions]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/#actions) the plugin executes when the index enters a certain state, and [transitions]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/#transitions), which have conditions that, when met, transition the index into a destination state. The first state you create in a policy is automatically set as the initial state. Each policy must have at least one state, but actions and transitions are optional.
+8. Choose **Create**.
+
 
 #### JSON editor
 
diff --git a/_im-plugin/ism/policies.md b/_im-plugin/ism/policies.md
index ec4bf737..dbde4874 100644
--- a/_im-plugin/ism/policies.md
+++ b/_im-plugin/ism/policies.md
@@ -39,7 +39,7 @@ Field | Description | Type | Required | Read Only
 
 ---
 
-## States  
+## States
 
 A state is the description of the status that the managed index is currently in. A managed index can be in only one state at a time. Each state has associated actions that are executed sequentially on entering a state and transitions that are checked after all the actions have been completed.
 
@@ -71,7 +71,7 @@ The `retry` operation has the following parameters:
 Parameter | Description | Type | Required | Default
 :--- | :--- |:--- |:--- |
 `count` | The number of retry counts. | `number` | Yes | -
-`backoff` | The backoff policy type to use when retrying. | `string` | No | Exponential
+`backoff` | The backoff policy type to use when retrying. Valid values are Exponential, Constant, and Linear. | `string` | No | Exponential
 `delay` | The time to wait between retries. Accepts time units for minutes, hours, and days. | `time unit` | No | 1 minute
 
 The following example action has a timeout period of one hour. The policy retries this action three times with an exponential backoff policy, with a delay of 10 minutes between each retry:
@@ -659,6 +659,6 @@ After 30 days, the policy moves this index into a `delete` state. The service se
 }
 ```
 
-This diagram shows the `states`, `transitions`, and `actions` of the above policy as a finite-state machine. For more information about finite-state machines, see [Wikipedia](https://en.wikipedia.org/wiki/Finite-state_machine).  
+This diagram shows the `states`, `transitions`, and `actions` of the above policy as a finite-state machine. For more information about finite-state machines, see [Wikipedia](https://en.wikipedia.org/wiki/Finite-state_machine).
 
 ![Policy State Machine]({{site.baseurl}}/images/ism.png)

From f97666c92acd727c5b250b63560ea13c796c60eb Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Sat, 9 Oct 2021 11:30:46 -0700
Subject: [PATCH 092/229] updated sql screenshot

---
 images/sql.png | Bin 314656 -> 273424 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/images/sql.png b/images/sql.png
index 39a7546addf0de8948c59dd27be317727eb44536..e3ebd656334e8681484399e65fccda268079cc32 100644
GIT binary patch
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From ffc1237805fffa061562f6ccb5a1c42af15e7c8c Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Sat, 9 Oct 2021 11:46:53 -0700
Subject: [PATCH 093/229] added note for Logstash

---
 _clients/logstash/index.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/_clients/logstash/index.md b/_clients/logstash/index.md
index f84d5244..2938c140 100644
--- a/_clients/logstash/index.md
+++ b/_clients/logstash/index.md
@@ -57,6 +57,9 @@ The OpenSearch Logstash plugin has two installation options at this time: Linux
 
 Make sure you have [Java Development Kit (JDK)](https://www.oracle.com/java/technologies/javase-downloads.html) version 8 or 11 installed.
 
+If you're migrating from from Elasticsearch or Open Distro for Elasticsearch, make sure you use the `opensearch` Logstash output plugin.
+{: .note }
+
 ### Tarball
 
 1. Download the Logstash tarball from [OpenSearch downloads](https://opensearch.org/downloads.html).

From de90dec19a0f5b69b0bb0db2ddd6abac1c808d7c Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 11 Oct 2021 10:32:54 -0700
Subject: [PATCH 094/229] incorporated feedback

---
 _clients/logstash/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/logstash/index.md b/_clients/logstash/index.md
index 2938c140..d8f3ec2d 100644
--- a/_clients/logstash/index.md
+++ b/_clients/logstash/index.md
@@ -57,7 +57,7 @@ The OpenSearch Logstash plugin has two installation options at this time: Linux
 
 Make sure you have [Java Development Kit (JDK)](https://www.oracle.com/java/technologies/javase-downloads.html) version 8 or 11 installed.
 
-If you're migrating from from Elasticsearch or Open Distro for Elasticsearch, make sure you use the `opensearch` Logstash output plugin.
+If you're migrating from an existing Logstash installation, you can install the [OpenSearch output plugin](https://rubygems.org/gems/logstash-output-opensearch/) manually and [update pipeline.conf](https://opensearch.org/docs/latest/clients/logstash/ship-to-opensearch/). We include this plugin by default in our tarball and Docker downloads.
 {: .note }
 
 ### Tarball

From e2c6f4c8e96df4decd9ae44c5be0e75e3426eb0e Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Mon, 11 Oct 2021 11:04:59 -0700
Subject: [PATCH 095/229] Add Dashboards header for legacy Kibana OSS scripts

---
 _troubleshoot/index.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/_troubleshoot/index.md b/_troubleshoot/index.md
index fc11a6b6..f4e5820c 100644
--- a/_troubleshoot/index.md
+++ b/_troubleshoot/index.md
@@ -16,6 +16,21 @@ This page contains a list of common issues and workarounds.
 If you encounter the error `FATAL  Error: Request Timeout after 30000ms` during startup, try running OpenSearch Dashboards on a more powerful machine. We recommend four CPU cores and 8 GB of RAM.
 
 
+## Requests to OpenSearch Dashboards fail with "Request must contain a osd-xsrf header"
+
+If you run legacy Kibana OSS scripts against OpenSearch Dashboards---for example, curl commands that import saved objects from a file---they might fail with the following error:
+
+```json
+{"status": 400, "body": "Request must contain a osd-xsrf header."}
+```
+
+In this case, your scripts likely included the `"kbn-xsrf: true"` header. Switch it to the `osd-xsrf: true` header:
+
+```
+curl -XPOST -u 'admin:admin' 'https://DASHBOARDS_ENDPOINT/api/saved_objects/_import' -H 'osd-xsrf:true' --form file=@export.ndjson
+```
+
+
 ## Multi-tenancy issues in OpenSearch Dashboards
 
 If you're testing multiple users in OpenSearch Dashboards and encounter unexpected changes in tenant, use Google Chrome in an Incognito window or Firefox in a Private window.

From e821f4dd1fc243077c3426aaeb4040b28dc91601 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Mon, 11 Oct 2021 14:10:47 -0700
Subject: [PATCH 096/229] Add CCR to plugins summary

---
 index.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/index.md b/index.md
index 87301cf4..17a8ce1b 100755
--- a/index.md
+++ b/index.md
@@ -34,8 +34,9 @@ Component | Purpose
 [Index State Management]({{site.url}}{{site.baseurl}}/im-plugin/) | Automate index operations
 [KNN]({{site.url}}{{site.baseurl}}/search-plugins/knn/) | Find “nearest neighbors” in your vector data
 [Performance Analyzer]({{site.url}}{{site.baseurl}}/monitoring-plugins/pa/) | Monitor and optimize your cluster
-[Anomaly Detection]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/) | Identify atypical data and receive automatic notifications
-[Asynchronous Search]({{site.url}}{{site.baseurl}}/search-plugins/async/) | Run search requests in the background
+[Anomaly detection]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/) | Identify atypical data and receive automatic notifications
+[Asynchronous search]({{site.url}}{{site.baseurl}}/search-plugins/async/) | Run search requests in the background
+[Cross-cluster replication]({{site.url}}{{site.baseurl}}/replication-plugin/index/) | Replicate your data across multiple OpenSearch clusters
 
 Most OpenSearch plugins have corresponding OpenSearch Dashboards plugins that provide a convenient, unified user interface.
 

From b97b254678c0dd2404fa127291c977af0dfb6630 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Mon, 11 Oct 2021 15:28:19 -0700
Subject: [PATCH 097/229] Present tense

---
 _troubleshoot/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_troubleshoot/index.md b/_troubleshoot/index.md
index f4e5820c..681d0b63 100644
--- a/_troubleshoot/index.md
+++ b/_troubleshoot/index.md
@@ -24,7 +24,7 @@ If you run legacy Kibana OSS scripts against OpenSearch Dashboards---for example
 {"status": 400, "body": "Request must contain a osd-xsrf header."}
 ```
 
-In this case, your scripts likely included the `"kbn-xsrf: true"` header. Switch it to the `osd-xsrf: true` header:
+In this case, your scripts likely include the `"kbn-xsrf: true"` header. Switch it to the `osd-xsrf: true` header:
 
 ```
 curl -XPOST -u 'admin:admin' 'https://DASHBOARDS_ENDPOINT/api/saved_objects/_import' -H 'osd-xsrf:true' --form file=@export.ndjson

From 866ab1a0396a3cdba3e85a11521ca329c9242823 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 13 Oct 2021 12:13:38 -0700
Subject: [PATCH 098/229] first draft

---
 _security-plugin/configuration/security-admin.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/_security-plugin/configuration/security-admin.md b/_security-plugin/configuration/security-admin.md
index ad205190..62d911fb 100755
--- a/_security-plugin/configuration/security-admin.md
+++ b/_security-plugin/configuration/security-admin.md
@@ -47,6 +47,21 @@ If you use the `-f` argument rather than `-cd`, you can load a single YAML file
   -key ../../../config/kirk-key.pem
 ```
 
+To resolve all environment variables before applying the security configurations, use the `-rev` parameter.
+
+```bash
+./securityadmin.sh -cd ../securityconfig/ \
+ -rev \
+ -cacert ../../../root-ca.pem \
+ -cert ../../../kirk.pem \
+ -key ../../../kirk.key.pem
+```
+
+Here’s an example of an environment variable in the `config.yml` file:
+
+```yml
+password: ${env.LDAP_PASSWORD}
+```
 
 ## Configure the admin certificate
 

From a8a6d5b0c5e187abc9f1b8c051d45ae9129a575f Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 13 Oct 2021 14:16:15 -0700
Subject: [PATCH 099/229] Helm new steps

---
 _opensearch/install/helm.md | 30 ++++++++++++++++++++++++++++--
 1 file changed, 28 insertions(+), 2 deletions(-)

diff --git a/_opensearch/install/helm.md b/_opensearch/install/helm.md
index 33899cb0..e76c8edf 100644
--- a/_opensearch/install/helm.md
+++ b/_opensearch/install/helm.md
@@ -31,12 +31,38 @@ The default Helm chart deploys a three-node cluster. We recommend that you have
 
 ## Install OpenSearch using Helm
 
-1. Clone the [helm-charts](https://github.com/opensearch-project/helm-charts) repository:
+1. Add `opensearch` [helm-charts](https://github.com/opensearch-project/helm-charts) repository to Helm:
 
    ```bash
-   git clone https://github.com/opensearch-project/helm-charts
+   helm repo add opensearch https://opensearch-project.github.io/helm-charts/
    ```
 
+1. Update the available charts locally from Charts repositories:
+
+   ```bash
+   helm repo update
+   ```
+
+1. To search for the OpenSearch-related Helm Charts:
+
+   ```bash
+   helm search repo opensearch
+   ```
+
+   ```bash
+   NAME                            	CHART VERSION	APP VERSION	DESCRIPTION                           
+   opensearch/opensearch           	1.0.7        	1.0.0      	A Helm chart for OpenSearch           
+   opensearch/opensearch-dashboards	1.0.4        	1.0.0      	A Helm chart for OpenSearch Dashboards
+   ```
+
+1. Deploy OpenSearch:
+
+   ```bash
+   helm install my-release opensearch/opensearch
+   ```
+
+You can also build the `opensearch-1.0.0.tgz` file manually:
+
 1. Change to the `opensearch` directory:
 
    ```bash

From 86cce61ca6796f8a610825fa13e82b9b19ad7c2c Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 13 Oct 2021 14:20:42 -0700
Subject: [PATCH 100/229] minor change

---
 _opensearch/install/helm.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_opensearch/install/helm.md b/_opensearch/install/helm.md
index e76c8edf..6021334f 100644
--- a/_opensearch/install/helm.md
+++ b/_opensearch/install/helm.md
@@ -58,7 +58,7 @@ The default Helm chart deploys a three-node cluster. We recommend that you have
 1. Deploy OpenSearch:
 
    ```bash
-   helm install my-release opensearch/opensearch
+   helm install my-deployment opensearch/opensearch
    ```
 
 You can also build the `opensearch-1.0.0.tgz` file manually:

From 57471d916cc46f00a17f9256525acaa95b49162b Mon Sep 17 00:00:00 2001
From: David Venable <dlv@amazon.com>
Date: Wed, 13 Oct 2021 19:42:43 -0500
Subject: [PATCH 101/229] Updated the Data Prepper reference for Data Prepper
 1.1.0. Some fields from 1.0.0 which were not present are also now present.
 Use Amazon OpenSearch Service instead of Amazon ES.

Signed-off-by: David Venable <dlv@amazon.com>
---
 .../trace/data-prepper-reference.md           | 31 ++++++++++++++-----
 1 file changed, 24 insertions(+), 7 deletions(-)

diff --git a/_monitoring-plugins/trace/data-prepper-reference.md b/_monitoring-plugins/trace/data-prepper-reference.md
index ec70503d..a54065e6 100644
--- a/_monitoring-plugins/trace/data-prepper-reference.md
+++ b/_monitoring-plugins/trace/data-prepper-reference.md
@@ -40,9 +40,19 @@ Source for the OpenTelemetry Collector.
 
 Option | Required | Description
 :--- | :--- | :---
-ssl | No | Boolean, whether to connect to the OpenTelemetry Collector over SSL.
-sslKeyCertChainFile | No | String, path to the security certificate (e.g. `"config/demo-data-prepper.crt"`.
-sslKeyFile | No | String, path to the security certificate key (e.g. `"config/demo-data-prepper.key"`).
+port | No | Integer, the port OTel trace source is running on. Default is `21890`.
+request_timeout | No | Integer, the request timeout in millis. Default is `10_000`.
+health_check_service | No | Boolean, enables a gRPC health check service under `grpc.health.v1/Health/Check`. Default is `false`.
+proto_reflection_service | No | Boolean, enables a reflection service for Protobuf services (see ProtoReflectionService and gRPC reflection docs). Default is `false`.
+unframed_requests | No | Boolean, enable requests not framed using the gRPC wire protocol.
+thread_count | No | Integer, the number of threads to keep in the ScheduledThreadPool. Default is `200`.
+max_connection_count | No | Integer, the maximum allowed number of open connections. Default is `500`.
+ssl | No | Boolean, enables connections to the OTel source port over TLS/SSL. Defaults to `true`.
+sslKeyCertChainFile | Conditionally | String, file-system path or AWS S3 path to the security certificate (e.g. `"config/demo-data-prepper.crt"` or `"s3://my-secrets-bucket/demo-data-prepper.crt"`). Required if ssl is set to `true`.
+sslKeyFile | Conditionally | String, file-system path or AWS S3 path to the security key (e.g. `"config/demo-data-prepper.key"` or `"s3://my-secrets-bucket/demo-data-prepper.key"`). Required if ssl is set to `true`.
+useAcmCertForSSL | No | Boolean, enables TLS/SSL using certificate and private key from AWS Certificate Manager (ACM). Default is `false`.
+acmCertificateArn | Conditionally | String, represents the ACM certificate ARN. ACM certificate take preference over S3 or local file system certificate. Required if `useAcmCertForSSL` is set to `true`.
+awsRegion | Conditionally | String, represents the AWS region to use ACM or S3. Required if `useAcmCertForSSL` is set to `true` or `sslKeyCertChainFile` and `sslKeyFile` are AWS S3 paths.
 
 
 ### file
@@ -114,11 +124,17 @@ Option | Required | Description
 :--- | :--- | :---
 time_out | No | Integer, forwarded request timeout in seconds. Defaults to 3 seconds.
 span_agg_count | No | Integer, batch size for number of spans per request. Defaults to 48.
-discovery_mode | No | String, peer discovery mode to be used. Allowable values are `static` and `dns`. Defaults to `static`.
+target_port | No | Integer, the destination port to forward requests to. Defaults to `21890`.
+discovery_mode | No | String, peer discovery mode to be used. Allowable values are `static`, `dns`, and `aws_cloud_map`. Defaults to `static`.
 static_endpoints | No | List, containing string endpoints of all Data Prepper instances.
 domain_name | No | String, single domain name to query DNS against. Typically used by creating multiple DNS A Records for the same domain.
 ssl | No | Boolean, indicating whether TLS should be used. Default is true.
-sslKeyCertChainFile | No | String, path to the security certificate
+awsCloudMapNamespaceName | Conditionally | String, name of your CloudMap Namespace. Required if `discovery_mode` is set to `aws_cloud_map`.
+awsCloudMapServiceName | Conditionally | String, service name within your CloudMap Namespace. Required if `discovery_mode` is set to `aws_cloud_map`.
+sslKeyCertChainFile | Conditionally | String, represents the SSL certificate chain file path or AWS S3 path. S3 path example `s3://<bucketName>/<path>`. Required if `ssl` is set to `true`.
+useAcmCertForSSL | No | Boolean, enables TLS/SSL using certificate and private key from AWS Certificate Manager (ACM). Default is `false`.
+awsRegion | Conditionally | String, represents the AWS region to use ACM, S3, or CloudMap. Required if `useAcmCertForSSL` is set to `true` or `sslKeyCertChainFile` and `sslKeyFile` are AWS S3 paths.
+acmCertificateArn | Conditionally | String represents the ACM certificate ARN. ACM certificate take preference over S3 or local file system certificate. Required if `useAcmCertForSSL` is set to `true`.
 
 ### string_converter
 
@@ -144,8 +160,9 @@ hosts | Yes | List of OpenSearch hosts to write to (e.g. `["https://localhost:92
 cert | No | String, path to the security certificate (e.g. `"config/root-ca.pem"`) if the cluster uses the OpenSearch security plugin.
 username | No | String, username for HTTP basic authentication.
 password | No | String, password for HTTP basic authentication.
-aws_sigv4 | No | Boolean, whether to use IAM signing to connect to an Amazon ES cluster. For your access key, secret key, and optional session token, Data Prepper uses the default credential chain (environment variables, Java system properties, `~/.aws/credential`, etc.).
-aws_region | No | String, AWS region for the cluster (e.g. `"us-east-1"`) if you are connecting to Amazon ES.
+aws_sigv4 | No | Boolean, whether to use IAM signing to connect to an Amazon OpenSearch Service domain. For your access key, secret key, and optional session token, Data Prepper uses the default credential chain (environment variables, Java system properties, `~/.aws/credential`, etc.).
+aws_region | No | String, AWS region (e.g. `"us-east-1"`) for the domain if you are connecting to Amazon OpenSearch Service.
+aws_sts_role | No | String, IAM role which the sink plugin will assume to sign request to Amazon OpenSearch Service. If not provided the plugin will use the default credentials.
 trace_analytics_raw | No | Boolean, default false. Whether to export as trace data to the `otel-v1-apm-span-*` index pattern (alias `otel-v1-apm-span`) for use with the Trace Analytics OpenSearch Dashboards plugin.
 trace_analytics_service_map | No | Boolean, default false. Whether to export as trace data to the `otel-v1-apm-service-map` index for use with the service map component of the Trace Analytics OpenSearch Dashboards plugin.
 index | No | String, name of the index to export to. Only required if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets.

From cc6f01b92c8efec3c09ffe1c3caf4e6a19e39e8c Mon Sep 17 00:00:00 2001
From: MrpPolo <mrpolo17@gmail.com>
Date: Thu, 14 Oct 2021 14:35:57 +0800
Subject: [PATCH 102/229] Update proxy.md

Update opensearch_dashboards setting to latest version.
---
 _security-plugin/configuration/proxy.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/_security-plugin/configuration/proxy.md b/_security-plugin/configuration/proxy.md
index bf15081a..bbbe23c2 100644
--- a/_security-plugin/configuration/proxy.md
+++ b/_security-plugin/configuration/proxy.md
@@ -201,7 +201,7 @@ opensearch.requestHeadersWhitelist: ["securitytenant","Authorization","x-forward
 You must also enable the authentication type in `opensearch_dashboards.yml`:
 
 ```yml
-plugins.security.auth.type: "proxy"
-plugins.security.proxycache.user_header: "x-proxy-user"
-plugins.security.proxycache.roles_header: "x-proxy-roles"
+opensearch_security.auth.type: "proxy"
+opensearch_security.proxycache.user_header: "x-proxy-user"
+opensearch_security.proxycache.roles_header: "x-proxy-roles"
 ```

From 72730e9d3639c2c38cd713b58d0c4ea933c19022 Mon Sep 17 00:00:00 2001
From: David Venable <dlv@amazon.com>
Date: Fri, 15 Oct 2021 16:54:56 -0500
Subject: [PATCH 103/229] Added links to the gRPC reflection documents in Data
 Prepper.

Signed-off-by: David Venable <dlv@amazon.com>
---
 _monitoring-plugins/trace/data-prepper-reference.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_monitoring-plugins/trace/data-prepper-reference.md b/_monitoring-plugins/trace/data-prepper-reference.md
index a54065e6..9eca2e99 100644
--- a/_monitoring-plugins/trace/data-prepper-reference.md
+++ b/_monitoring-plugins/trace/data-prepper-reference.md
@@ -43,7 +43,7 @@ Option | Required | Description
 port | No | Integer, the port OTel trace source is running on. Default is `21890`.
 request_timeout | No | Integer, the request timeout in millis. Default is `10_000`.
 health_check_service | No | Boolean, enables a gRPC health check service under `grpc.health.v1/Health/Check`. Default is `false`.
-proto_reflection_service | No | Boolean, enables a reflection service for Protobuf services (see ProtoReflectionService and gRPC reflection docs). Default is `false`.
+proto_reflection_service | No | Boolean, enables a reflection service for Protobuf services (see [gRPC reflection](https://github.com/grpc/grpc/blob/master/doc/server-reflection.md) and [gRPC Server Reflection Tutorial](https://github.com/grpc/grpc-java/blob/master/documentation/server-reflection-tutorial.md) docs). Default is `false`.
 unframed_requests | No | Boolean, enable requests not framed using the gRPC wire protocol.
 thread_count | No | Integer, the number of threads to keep in the ScheduledThreadPool. Default is `200`.
 max_connection_count | No | Integer, the maximum allowed number of open connections. Default is `500`.

From 0d6010716aa602a2f601cae6288e76195ddb2093 Mon Sep 17 00:00:00 2001
From: Sebas-h <Sebas-h@users.noreply.github.com>
Date: Mon, 18 Oct 2021 12:47:34 +0200
Subject: [PATCH 104/229] Fix authc configuration format.

---
 _security-plugin/configuration/configuration.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/_security-plugin/configuration/configuration.md b/_security-plugin/configuration/configuration.md
index 3403f886..f2179464 100755
--- a/_security-plugin/configuration/configuration.md
+++ b/_security-plugin/configuration/configuration.md
@@ -53,10 +53,10 @@ The `authc` section has the following format:
   http_enabled: <true|false>
   transport_enabled: <true|false>
   order: <integer>
-    http_authenticator:
-      ...
-    authentication_backend:
-      ...
+  http_authenticator:
+    ...
+  authentication_backend:
+    ...
 ```
 
 An entry in the `authc` section is called an *authentication domain*. It specifies where to get the user credentials and against which backend they should be authenticated.

From caa8ba67a9a99334728698522d9c30689eca2033 Mon Sep 17 00:00:00 2001
From: David Venable <dlv@amazon.com>
Date: Mon, 18 Oct 2021 09:58:22 -0500
Subject: [PATCH 105/229] Updated the documentation for the Java High-Level
 REST client to use OpenSearch.

Signed-off-by: David Venable <dlv@amazon.com>
---
 _clients/java-rest-high-level.md | 86 ++++++++++++++++++++++----------
 1 file changed, 61 insertions(+), 25 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 314725f4..742dd296 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -1,28 +1,28 @@
 ---
 layout: default
-title: Elasticsearch OSS Java high-level REST client
+title: OpenSearch Java high-level REST client
 nav_order: 60
 ---
 
-# Elasticsearch OSS Java high-level REST client
+# OpenSearch Java high-level REST client
 
-The Elasticsearch OSS Java high-level REST client allows you to interact with your OpenSearch clusters and indices through Java methods and data structures rather than HTTP methods and JSON.
+The OpenSearch Java high-level REST client allows you to interact with your OpenSearch clusters and indices through Java methods and data structures rather than HTTP methods and JSON.
 
 You submit requests to your cluster using request objects, which allows you to create indices, add data to documents, or complete other operations with your cluster. In return, you get back response objects that have all of the available information, such as the associated index or ID, from your cluster.
 
 ## Setup
 
-To start using the Elasticsearch OSS Java high-level REST client, ensure that you have the following dependency in your project's `pom.xml` file:
+To start using the OpenSearch Java high-level REST client, ensure that you have the following dependency in your project's `pom.xml` file:
 
 ```
 <dependency>
-  <groupId>org.elasticsearch.client</groupId>
-  <artifactId>elasticsearch-rest-high-level-client</artifactId>
-  <version>7.10.2</version>
+  <groupId>org.opensearch.client</groupId>
+  <artifactId>opensearch-rest-high-level-client</artifactId>
+  <version>1.1.0</version>
 </dependency>
 ```
 
-You can now start your OpenSearch cluster. The 7.10.2 Elasticsearch OSS high-level REST client works with the 1.x versions of OpenSearch.
+You can now start your OpenSearch cluster. The OpenSearch 1.x high-level REST client works with the 1.x versions of OpenSearch.
 
 ## Sample code
 
@@ -33,22 +33,21 @@ import org.apache.http.auth.UsernamePasswordCredentials;
 import org.apache.http.client.CredentialsProvider;
 import org.apache.http.impl.client.BasicCredentialsProvider;
 import org.apache.http.impl.nio.client.HttpAsyncClientBuilder;
-import org.elasticsearch.action.admin.indices.delete.DeleteIndexRequest;
-import org.elasticsearch.action.delete.DeleteRequest;
-import org.elasticsearch.action.delete.DeleteResponse;
-import org.elasticsearch.action.get.GetRequest;
-import org.elasticsearch.action.get.GetResponse;
-import org.elasticsearch.action.index.IndexRequest;
-import org.elasticsearch.action.index.IndexResponse;
-import org.elasticsearch.action.support.master.AcknowledgedResponse;
-import org.elasticsearch.client.RequestOptions;
-import org.elasticsearch.client.RestClient;
-import org.elasticsearch.client.RestClientBuilder;
-import org.elasticsearch.client.RestHighLevelClient;
-import org.elasticsearch.client.indices.CreateIndexRequest;
-import org.elasticsearch.client.indices.CreateIndexResponse;
-import org.elasticsearch.common.settings.Settings;
-import org.elasticsearch.common.xcontent.XContentType;
+import org.opensearch.action.admin.indices.delete.DeleteIndexRequest;
+import org.opensearch.action.delete.DeleteRequest;
+import org.opensearch.action.delete.DeleteResponse;
+import org.opensearch.action.get.GetRequest;
+import org.opensearch.action.get.GetResponse;
+import org.opensearch.action.index.IndexRequest;
+import org.opensearch.action.index.IndexResponse;
+import org.opensearch.action.support.master.AcknowledgedResponse;
+import org.opensearch.client.RequestOptions;
+import org.opensearch.client.RestClient;
+import org.opensearch.client.RestClientBuilder;
+import org.opensearch.client.RestHighLevelClient;
+import org.opensearch.client.indices.CreateIndexRequest;
+import org.opensearch.client.indices.CreateIndexResponse;
+import org.opensearch.common.settings.Settings;
 
 import java.io.IOException;
 import java.util.HashMap;
@@ -59,7 +58,7 @@ public class RESTClientSample {
 
     //Point to keystore with appropriate certificates for security.
     System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
-    System.setProperty("javax.net.ssl.trustStorePassword", password-to-keystore);
+    System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
 
     //Establish credentials to use basic authentication.
     //Only for demo purposes. Do not specify your credentials in code.
@@ -122,3 +121,40 @@ public class RESTClientSample {
   }
 }
 ```
+
+# Elasticsearch OSS Java high-level REST client
+
+You may also continue to use the Elasticsearch OSS Java high-level REST client. Existing clients which have not yet migrated to using the OpenSearch Java high-level REST client should continue to work.
+
+The 7.10.2 Elasticsearch OSS high-level REST client works with the 1.x versions of OpenSearch.
+
+## Migrating to the OpenSearch Java high-level REST client
+
+Migrating to the OpenSearch high-level REST client from the Elasticsearch OSS client is often a straightforward process of changing Maven groupIds and Java packages.
+
+
+## Maven Dependencies
+
+Change:
+
+```
+<dependency>
+  <groupId>org.elasticsearch.client</groupId>
+  <artifactId>elasticsearch-rest-high-level-client</artifactId>
+  <version>7.10.2</version>
+</dependency>
+```
+
+to:
+
+```
+<dependency>
+  <groupId>org.opensearch.client</groupId>
+  <artifactId>opensearch-rest-high-level-client</artifactId>
+  <version>1.1.0</version>
+</dependency>
+```
+
+## Java code
+
+Once you have the OpenSearch client setup in your project, you should change existing Java package imports to `org.opensearch` from `org.elasticsearch`.

From e0823b420936eec59678c7a02fa1264033459156 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Tue, 19 Oct 2021 09:49:06 -0700
Subject: [PATCH 106/229] Add install section to make those pages easier to
 find

---
 index.md | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/index.md b/index.md
index 17a8ce1b..192a3ace 100755
--- a/index.md
+++ b/index.md
@@ -60,10 +60,18 @@ Docker
 1. In a new terminal session, run:
 
    ```bash
-   curl -XGET --insecure https://localhost:9200 -u admin:admin
+   curl -XGET --insecure -u 'admin:admin' 'https://localhost:9200'
    ```
 
-To learn more, see [Install and configure OpenSearch]({{site.url}}{{site.baseurl}}/opensearch/install/) and [Install and configure OpenSearch Dashboards]({{site.url}}{{site.baseurl}}/dashboards/install/).
+To learn more, see [Docker image]({{site.url}}{{site.baseurl}}/opensearch/install/docker/) and [Docker security configuration]({{site.url}}{{site.baseurl}}/opensearch/install/docker-security/).
+
+
+## Installation
+
+For more comprehensive installation instructions for other download types, such as tarballs, see these pages:
+
+- [Install and configure OpenSearch]({{site.url}}{{site.baseurl}}/opensearch/install/)
+- [Install and configure OpenSearch Dashboards]({{site.url}}{{site.baseurl}}/dashboards/install/)
 
 
 ## The secure path forward

From 611dd6215144aec8b15c7168c1083580a6a310fd Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Tue, 19 Oct 2021 09:52:27 -0700
Subject: [PATCH 107/229] Slight clarification

---
 _opensearch/install/tar.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/_opensearch/install/tar.md b/_opensearch/install/tar.md
index 70151f5f..965e804e 100644
--- a/_opensearch/install/tar.md
+++ b/_opensearch/install/tar.md
@@ -24,12 +24,14 @@ The tarball supports most Linux distributions, including CentOS 7, Amazon Linux
    cd opensearch-{{site.opensearch_version}}
    ```
 
-1. Run OpenSearch:
+1. Run OpenSearch with the demo security configuration:
 
    ```bash
    ./opensearch-tar-install.sh
    ```
 
+   If you configure the security plugin for production use (or disable it), you can run OpenSearch using `./bin/opensearch`.
+
 1. Open a second terminal session, and send requests to the server to verify that OpenSearch is up and running:
 
    ```bash

From 24dcb0ab5c3892c5e8378408cba3c3a388f5259b Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Tue, 19 Oct 2021 10:31:35 -0700
Subject: [PATCH 108/229] Added a page about how to use DQL

---
 _dashboards/dql.md | 134 +++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 134 insertions(+)
 create mode 100644 _dashboards/dql.md

diff --git a/_dashboards/dql.md b/_dashboards/dql.md
new file mode 100644
index 00000000..0d1e130e
--- /dev/null
+++ b/_dashboards/dql.md
@@ -0,0 +1,134 @@
+---
+layout: default
+title: Dashboards Query Language
+nav_order: 99
+---
+
+# Dashboards Query Language
+
+Similar to the [Query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/index) that lets you use the HTTP request body to search for data, you can use the Dashbaords Query Language (DQL) in OpenSearch Dashboards to search for data and visualizations.
+
+For example, if you want to see all visualizations that relate to Windows 8, enter `win 8` into the search field, and Dashboards refreshes to display all data related to Windows 8.
+
+Just like query DSL, DQL comes in a handful of varieties, so use whichever best fits your use case.
+
+---
+
+#### Table of contents
+1. TOC
+{:toc}
+
+---
+
+## Terms query
+
+The most basic query is to just specify the term you're searching for.
+
+```
+machine.os.keyword:win 8
+```
+
+DQL also supports wildcards, so you can search for any terms that match your pattern.
+
+```
+machine.os.keyword:win*
+```
+
+To check if a field exists or has any data, use a wildcard to see if Dashboards returns any results.
+
+```
+machine.os.keyword:*
+```
+
+## Boolean query
+
+To mix and match, or even combine, multiple queries for more refined results, you can use the boolean operators `and`, `or`, and `not`. DQL is not case sensitive, so `AND` and `and` are the same.
+
+```
+machine.os.keyword:win 8 and response.keyword:200
+```
+
+The following example demonstrates how to use multiple operators in one query.
+
+```
+machine.os.keyword:win 8 or response.keyword:200 and host.keyword:www.example.com
+```
+
+Remember that logical precedence for boolean operators follows the order `not`, `and`, and `or`, so if you have an expression like the previous example, `response.keyword:200 and host.keyword:www.example.com` gets evaluated first, and then Dashboards uses that result to compare with `machine.os.keyword:win 8`.
+
+To avoid confusion, we recommend using parentheses to dictate the order you want to evaluate in. If you want to evaluate `machine.os.keyword:win 8 or response.keyword:200` first, your expression becomes:
+
+```
+(machine.os.keyword:win 8 or response.keyword:200) and host.keyword:www.example.com
+```
+
+## Date and range queries
+
+DQL also supports inequalities if you're using numeric inequalities.
+
+```
+bytes >= 15 and memory < 15
+```
+
+Similarly, you can use the same method to find a date before or after your query. `>` indicates a search for a date after your specified date, and `<` returns dates before.
+
+```
+@timestamp > "2020-12-14T09:35:33"
+```
+
+## Nested field query
+
+If you have a document with nested fields, you have to specify which parts of the document you want to retrieve.
+
+Suppose that you have the following document:
+
+```json
+{
+  "superheroes":[
+    {
+      "hero-name": "Superman",
+      "real-identity": "Clark Kent",
+      "age": 28
+    },
+    {
+      "hero-name": "Batman",
+      "real-identity": "Bruce Wayne",
+      "age": 26
+    },
+    {
+      "hero-name": "Flash",
+      "real-identity": "Barry Allen",
+      "age": 28
+    },
+    {
+      "hero-name": "Robin",
+      "real-identity": "Dick Grayson",
+      "age": 15
+    }
+  ]
+}
+```
+
+The following example demonstrates how to use DQL to retrieve a specific field.
+
+```
+superheroes: {hero-name: Superman}
+```
+
+If you want to retrieve multiple objects from your document, just specify all of the fields you want to retrieve.
+
+```
+superheroes: {hero-name: Superman} and superheroes: {hero-name: Batman}
+```
+
+The previous boolean and range queries still work, so you can submit a more refined query.
+
+```
+superheroes: {hero-name: Superman and age < 50}
+```
+
+If your document has an object nested within another object, you can still retrieve data by specifying all of the levels.
+
+```
+justice-league.superheroes: {hero-name:Superman}
+```

From f6cede1ff5166f29c8db1e583db28a0d8dd1818f Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Tue, 19 Oct 2021 11:31:13 -0700
Subject: [PATCH 109/229] Tweaked some examples

---
 _dashboards/dql.md | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/_dashboards/dql.md b/_dashboards/dql.md
index 0d1e130e..ff8f59c4 100644
--- a/_dashboards/dql.md
+++ b/_dashboards/dql.md
@@ -8,7 +8,7 @@ nav_order: 99
 
 Similar to the [Query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/index) that lets you use the HTTP request body to search for data, you can use the Dashbaords Query Language (DQL) in OpenSearch Dashboards to search for data and visualizations.
 
-For example, if you want to see all visualizations that relate to Windows 8, enter `win 8` into the search field, and Dashboards refreshes to display all data related to Windows 8.
+For example, if you want to see all visualizations of visits to a host based in the US, enter `geo.dest:US` into the search field, and Dashboards refreshes to display all related data.
 
 Just like query DSL, DQL comes in a handful of varieties, so use whichever best fits your use case.
 
@@ -25,19 +25,19 @@ Just like query DSL, DQL comes in a handful of varieties, so use whichever best
 The most basic query is to just specify the term you're searching for.
 
 ```
-machine.os.keyword:win 8
+host.keyword:www.example.com
 ```
 
 DQL also supports wildcards, so you can search for any terms that match your pattern.
 
 ```
-machine.os.keyword:win*
+host.keyword:www.example.*
 ```
 
 To check if a field exists or has any data, use a wildcard to see if Dashboards returns any results.
 
 ```
-machine.os.keyword:*
+host.keyword:*
 ```
 
 ## Boolean query
@@ -45,21 +45,21 @@ machine.os.keyword:*
 To mix and match, or even combine, multiple queries for more refined results, you can use the boolean operators `and`, `or`, and `not`. DQL is not case sensitive, so `AND` and `and` are the same.
 
 ```
-machine.os.keyword:win 8 and response.keyword:200
+host.keyword:www.example.com and response.keyword:200
 ```
 
 The following example demonstrates how to use multiple operators in one query.
 
 ```
-machine.os.keyword:win 8 or response.keyword:200 and host.keyword:www.example.com
+geo.dest:US or response.keyword:200 and host.keyword:www.example.com
 ```
 
-Remember that logical precedence for boolean operators follows the order `not`, `and`, and `or`, so if you have an expression like the previous example, `response.keyword:200 and host.keyword:www.example.com` gets evaluated first, and then Dashboards uses that result to compare with `machine.os.keyword:win 8`.
+Remember that boolean operators follow the logical precedence order of `not`, `and`, and `or`, so if you have an expression like the previous example, `response.keyword:200 and host.keyword:www.example.com` gets evaluated first, and then Dashboards uses that result to compare with `geo.dest:US`.
 
-To avoid confusion, we recommend using parentheses to dictate the order you want to evaluate in. If you want to evaluate `machine.os.keyword:win 8 or response.keyword:200` first, your expression becomes:
+To avoid confusion, we recommend using parentheses to dictate the order you want to evaluate in. If you want to evaluate `geo.dest:US or response.keyword:200` first, your expression becomes:
 
 ```
-(machine.os.keyword:win 8 or response.keyword:200) and host.keyword:www.example.com
+(geo.dest:US or response.keyword:200) and host.keyword:www.example.com
 ```
 
 ## Date and range queries

From 211da242d6bb96ae8e96927c3f715976d5a2f8e4 Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Tue, 19 Oct 2021 11:42:46 -0700
Subject: [PATCH 110/229] Update approximate-knn.md

---
 _search-plugins/knn/approximate-knn.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_search-plugins/knn/approximate-knn.md b/_search-plugins/knn/approximate-knn.md
index 90691b37..6d2e8434 100644
--- a/_search-plugins/knn/approximate-knn.md
+++ b/_search-plugins/knn/approximate-knn.md
@@ -36,7 +36,7 @@ PUT my-knn-index-1
     "properties": {
         "my_vector1": {
           "type": "knn_vector",
-          "dimension": 4,
+          "dimension": 2,
           "method": {
             "name": "hnsw",
             "space_type": "l2",

From 833e88704c9366b36f808d46cefcbe9e3237fecf Mon Sep 17 00:00:00 2001
From: aetter <aetter@users.noreply.github.com>
Date: Tue, 19 Oct 2021 14:26:09 -0700
Subject: [PATCH 111/229] Trivial change to kick off a build

---
 index.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/index.md b/index.md
index 192a3ace..53a95df5 100755
--- a/index.md
+++ b/index.md
@@ -66,6 +66,8 @@ Docker
 To learn more, see [Docker image]({{site.url}}{{site.baseurl}}/opensearch/install/docker/) and [Docker security configuration]({{site.url}}{{site.baseurl}}/opensearch/install/docker-security/).
 
 
+---
+
 ## Installation
 
 For more comprehensive installation instructions for other download types, such as tarballs, see these pages:

From be895309a4828fef4dafb80a507b6cc1386bef97 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Tue, 19 Oct 2021 16:05:01 -0700
Subject: [PATCH 112/229] Addressed comments

---
 _dashboards/dql.md | 16 ++++++++++++----
 1 file changed, 12 insertions(+), 4 deletions(-)

diff --git a/_dashboards/dql.md b/_dashboards/dql.md
index ff8f59c4..3cacc66a 100644
--- a/_dashboards/dql.md
+++ b/_dashboards/dql.md
@@ -10,7 +10,9 @@ Similar to the [Query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/ind
 
 For example, if you want to see all visualizations of visits to a host based in the US, enter `geo.dest:US` into the search field, and Dashboards refreshes to display all related data.
 
-Just like query DSL, DQL comes in a handful of varieties, so use whichever best fits your use case.
+Just like the query DSL, DQL has a handful of query types, so use whichever best fits your use case.
+
+This section uses the OpenSearch Dashbaords sample web log data. To add sample data in Dashboards, log in to OpenSearch Dashboards, choose **Home**, **Add sample data**, and then **Add data**.
 
 ---
 
@@ -25,13 +27,19 @@ Just like query DSL, DQL comes in a handful of varieties, so use whichever best
 The most basic query is to just specify the term you're searching for.
 
 ```
-host.keyword:www.example.com
+host:www.example.com
 ```
 
-DQL also supports wildcards, so you can search for any terms that match your pattern.
+To access an object's nested field, list the complete path to the field separated by periods. For example, to retrieve the `lat` field in the `coordinates` object:
 
 ```
-host.keyword:www.example.*
+coordinates.lat:43.7102
+```
+
+DQL also supports leading and trailing wildcards, so you can search for any terms that match your pattern.
+
+```
+host.keyword:*.example.com/*
 ```
 
 To check if a field exists or has any data, use a wildcard to see if Dashboards returns any results.

From f856815737e398f1be62279a93378bba1a490fbd Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 20 Oct 2021 09:57:28 -0700
Subject: [PATCH 113/229] Typo

---
 _dashboards/dql.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_dashboards/dql.md b/_dashboards/dql.md
index 3cacc66a..f23f8653 100644
--- a/_dashboards/dql.md
+++ b/_dashboards/dql.md
@@ -12,7 +12,7 @@ For example, if you want to see all visualizations of visits to a host based in
 
 Just like the query DSL, DQL has a handful of query types, so use whichever best fits your use case.
 
-This section uses the OpenSearch Dashbaords sample web log data. To add sample data in Dashboards, log in to OpenSearch Dashboards, choose **Home**, **Add sample data**, and then **Add data**.
+This section uses the OpenSearch Dashboards sample web log data. To add sample data in Dashboards, log in to OpenSearch Dashboards, choose **Home**, **Add sample data**, and then **Add data**.
 
 ---
 

From efd492c8be4cfa445a2d1cecff6d6bf96036ce2d Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Wed, 20 Oct 2021 11:12:26 -0700
Subject: [PATCH 114/229] Changed title to sentence casing

---
 _dashboards/dql.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_dashboards/dql.md b/_dashboards/dql.md
index f23f8653..3e71145f 100644
--- a/_dashboards/dql.md
+++ b/_dashboards/dql.md
@@ -1,6 +1,6 @@
 ---
 layout: default
-title: Dashboards Query Language
+title: Dashboards query language
 nav_order: 99
 ---
 

From 380a209ffa9f0b1d8e40cd0afea8dd2f62e16360 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 20 Oct 2021 11:25:46 -0700
Subject: [PATCH 115/229] ansible steps

---
 _opensearch/install/ansible.md | 55 ++++++++++++++++++++++++++++++++++
 1 file changed, 55 insertions(+)
 create mode 100644 _opensearch/install/ansible.md

diff --git a/_opensearch/install/ansible.md b/_opensearch/install/ansible.md
new file mode 100644
index 00000000..867bb8f7
--- /dev/null
+++ b/_opensearch/install/ansible.md
@@ -0,0 +1,55 @@
+---
+layout: default
+title: Ansible playbook
+parent: Install OpenSearch
+nav_order: 60
+---
+
+# Ansible playbook
+
+You can use an Ansible playbook to install and configure a production-ready OpenSearch cluster along with OpenSearch Dashboards.
+
+The Ansible playbook only supports deployment of OpenSearch / OpenSearch Dashboards to CentOS7 hosts.
+{: .note }
+
+## Prerequisites
+
+Make sure you have [Ansible](https://www.ansible.com/) and [Java 8](https://www.java.com/en/download/manual.jsp) installed.
+
+## Run OpenSearch and OpenSearch Dashboards using Ansible playbook
+
+1. Clone the OpenSearch [ansible-playbook](https://github.com/opensearch-project/ansible-playbook) repository:
+
+   ```bash
+   git clone https://github.com/opensearch-project/ansible-playbook
+   ```
+
+1. Run the Ansible playbook with root privileges:
+
+   ```bash
+   ansible-playbook -i inventories/opensearch/hosts opensearch.yml --extra-vars "admin_password=Test@123 opensearch-dashboards-server_password=Test@6789"
+   ```
+
+   You can set the passwords for the reserved users (`admin` and `opensearch-dashboards-server`) using the `admin_password` and `opensearch-dashboards-server_password` variables.
+
+1. After the deployment process is complete, you can access OpenSearch / OpenSearch Dashboards with username `admin` and the password that you set for the `admin_password` variable.
+
+   ```bash
+   curl -XGET https://localhost:9200 -u 'admin:Test@123' --insecure
+   ```
+
+## Configuration
+
+You can modify the default configuration values in the `inventories/opensearch/group_vars/all/all.yml` file.
+For example, you can increase the Java memory heap size:
+
+```bash
+xms_value: 8
+xmx_value: 8
+```
+
+You can configure node properties in the `inventories/opensearch/hosts` file. Specify the IP addresses of the nodes that you want the Ansible playbook to connect to with the `ansible_host` property:
+
+```bash
+ansible_host=<Public IP address> ansible_user=root ip=<Private IP address / 0.0.0.0>
+```

From 8d066f218c8456cbd5a5cf4c3613d0b9f8274d7b Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 20 Oct 2021 13:48:03 -0700
Subject: [PATCH 116/229] incorporated feedback

---
 _opensearch/install/helm.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_opensearch/install/helm.md b/_opensearch/install/helm.md
index 6021334f..ccbd4502 100644
--- a/_opensearch/install/helm.md
+++ b/_opensearch/install/helm.md
@@ -37,13 +37,13 @@ The default Helm chart deploys a three-node cluster. We recommend that you have
    helm repo add opensearch https://opensearch-project.github.io/helm-charts/
    ```
 
-1. Update the available charts locally from Charts repositories:
+1. Update the available charts locally from charts repositories:
 
    ```bash
    helm repo update
    ```
 
-1. To search for the OpenSearch-related Helm Charts:
+1. To search for the OpenSearch-related Helm charts:
 
    ```bash
    helm search repo opensearch

From 19ddf35e40208f422c93f316893b03d9e23f3496 Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Wed, 20 Oct 2021 14:22:42 -0700
Subject: [PATCH 117/229] Minor language tweaks

---
 _clients/java-rest-high-level.md | 37 +++++---------------------------
 1 file changed, 5 insertions(+), 32 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 742dd296..27c1283b 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -122,39 +122,12 @@ public class RESTClientSample {
 }
 ```
 
-# Elasticsearch OSS Java high-level REST client
+## Elasticsearch OSS Java high-level REST client
 
-You may also continue to use the Elasticsearch OSS Java high-level REST client. Existing clients which have not yet migrated to using the OpenSearch Java high-level REST client should continue to work.
+We recommend using the OpenSearch client to connect to OpenSearch clusters, but if you must use the Elasticsearch OSS Java high-level REST client, version 7.10.2 of the Elasticsearch OSS client also works with the 1.x versions of OpenSearch.
 
-The 7.10.2 Elasticsearch OSS high-level REST client works with the 1.x versions of OpenSearch.
+### Migrating to the OpenSearch Java high-level REST client
 
-## Migrating to the OpenSearch Java high-level REST client
+Migrating from the Elasticsearch OSS client to the OpenSearch high-level REST client is as simple as changing your Maven dependency to one that references [OpenSearch's dependency](#setup).
 
-Migrating to the OpenSearch high-level REST client from the Elasticsearch OSS client is often a straightforward process of changing Maven groupIds and Java packages.
-
-
-## Maven Dependencies
-
-Change:
-
-```
-<dependency>
-  <groupId>org.elasticsearch.client</groupId>
-  <artifactId>elasticsearch-rest-high-level-client</artifactId>
-  <version>7.10.2</version>
-</dependency>
-```
-
-to:
-
-```
-<dependency>
-  <groupId>org.opensearch.client</groupId>
-  <artifactId>opensearch-rest-high-level-client</artifactId>
-  <version>1.1.0</version>
-</dependency>
-```
-
-## Java code
-
-Once you have the OpenSearch client setup in your project, you should change existing Java package imports to `org.opensearch` from `org.elasticsearch`.
+Afterward, change all references of `org.elasticsearch` to `org.opensearch`, and you're ready to start submitting requests to your OpenSearch cluster.

From e39f18da896232e4dcdbba82ee307b7a88f06f14 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 21 Oct 2021 15:57:33 -0700
Subject: [PATCH 118/229] Hopefully this resolves the conflict

---
 _clients/java-rest-high-level.md | 63 ++++++++++++++++++--------------
 1 file changed, 36 insertions(+), 27 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 5d418d3b..27c1283b 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -1,28 +1,28 @@
 ---
 layout: default
-title: Elasticsearch OSS Java high-level REST client
-nav_order: 97
+title: OpenSearch Java high-level REST client
+nav_order: 60
 ---
 
-# Elasticsearch OSS Java high-level REST client
+# OpenSearch Java high-level REST client
 
-The Elasticsearch OSS Java high-level REST client allows you to interact with your OpenSearch clusters and indices through Java methods and data structures rather than HTTP methods and JSON.
+The OpenSearch Java high-level REST client allows you to interact with your OpenSearch clusters and indices through Java methods and data structures rather than HTTP methods and JSON.
 
 You submit requests to your cluster using request objects, which allows you to create indices, add data to documents, or complete other operations with your cluster. In return, you get back response objects that have all of the available information, such as the associated index or ID, from your cluster.
 
 ## Setup
 
-To start using the Elasticsearch OSS Java high-level REST client, ensure that you have the following dependency in your project's `pom.xml` file:
+To start using the OpenSearch Java high-level REST client, ensure that you have the following dependency in your project's `pom.xml` file:
 
 ```
 <dependency>
-  <groupId>org.elasticsearch.client</groupId>
-  <artifactId>elasticsearch-rest-high-level-client</artifactId>
-  <version>7.10.2</version>
+  <groupId>org.opensearch.client</groupId>
+  <artifactId>opensearch-rest-high-level-client</artifactId>
+  <version>1.1.0</version>
 </dependency>
 ```
 
-You can now start your OpenSearch cluster. The 7.10.2 Elasticsearch OSS high-level REST client works with the 1.x versions of OpenSearch.
+You can now start your OpenSearch cluster. The OpenSearch 1.x high-level REST client works with the 1.x versions of OpenSearch.
 
 ## Sample code
 
@@ -33,22 +33,21 @@ import org.apache.http.auth.UsernamePasswordCredentials;
 import org.apache.http.client.CredentialsProvider;
 import org.apache.http.impl.client.BasicCredentialsProvider;
 import org.apache.http.impl.nio.client.HttpAsyncClientBuilder;
-import org.elasticsearch.action.admin.indices.delete.DeleteIndexRequest;
-import org.elasticsearch.action.delete.DeleteRequest;
-import org.elasticsearch.action.delete.DeleteResponse;
-import org.elasticsearch.action.get.GetRequest;
-import org.elasticsearch.action.get.GetResponse;
-import org.elasticsearch.action.index.IndexRequest;
-import org.elasticsearch.action.index.IndexResponse;
-import org.elasticsearch.action.support.master.AcknowledgedResponse;
-import org.elasticsearch.client.RequestOptions;
-import org.elasticsearch.client.RestClient;
-import org.elasticsearch.client.RestClientBuilder;
-import org.elasticsearch.client.RestHighLevelClient;
-import org.elasticsearch.client.indices.CreateIndexRequest;
-import org.elasticsearch.client.indices.CreateIndexResponse;
-import org.elasticsearch.common.settings.Settings;
-import org.elasticsearch.common.xcontent.XContentType;
+import org.opensearch.action.admin.indices.delete.DeleteIndexRequest;
+import org.opensearch.action.delete.DeleteRequest;
+import org.opensearch.action.delete.DeleteResponse;
+import org.opensearch.action.get.GetRequest;
+import org.opensearch.action.get.GetResponse;
+import org.opensearch.action.index.IndexRequest;
+import org.opensearch.action.index.IndexResponse;
+import org.opensearch.action.support.master.AcknowledgedResponse;
+import org.opensearch.client.RequestOptions;
+import org.opensearch.client.RestClient;
+import org.opensearch.client.RestClientBuilder;
+import org.opensearch.client.RestHighLevelClient;
+import org.opensearch.client.indices.CreateIndexRequest;
+import org.opensearch.client.indices.CreateIndexResponse;
+import org.opensearch.common.settings.Settings;
 
 import java.io.IOException;
 import java.util.HashMap;
@@ -59,7 +58,7 @@ public class RESTClientSample {
 
     //Point to keystore with appropriate certificates for security.
     System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
-    System.setProperty("javax.net.ssl.trustStorePassword", password-to-keystore);
+    System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
 
     //Establish credentials to use basic authentication.
     //Only for demo purposes. Do not specify your credentials in code.
@@ -93,7 +92,7 @@ public class RESTClientSample {
     HashMap<String, Object> mapping = new HashMap<String, Object>();
     mapping.put("properties", ageMapping);
     createIndexRequest.mapping(mapping);
-    CreateIndexResponse createIndexResponse = client.indices().create(createIndexRequest, RequestOptions.DEFAULT
+    CreateIndexResponse createIndexResponse = client.indices().create(createIndexRequest, RequestOptions.DEFAULT);
 
     //Adding data to the index.
     IndexRequest request = new IndexRequest("custom-index"); //Add a document to the custom-index we created.
@@ -122,3 +121,13 @@ public class RESTClientSample {
   }
 }
 ```
+
+## Elasticsearch OSS Java high-level REST client
+
+We recommend using the OpenSearch client to connect to OpenSearch clusters, but if you must use the Elasticsearch OSS Java high-level REST client, version 7.10.2 of the Elasticsearch OSS client also works with the 1.x versions of OpenSearch.
+
+### Migrating to the OpenSearch Java high-level REST client
+
+Migrating from the Elasticsearch OSS client to the OpenSearch high-level REST client is as simple as changing your Maven dependency to one that references [OpenSearch's dependency](#setup).
+
+Afterward, change all references of `org.elasticsearch` to `org.opensearch`, and you're ready to start submitting requests to your OpenSearch cluster.

From 6a1cc2c2763ce2f1d198540ef1e8459f6c7276bb Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 21 Oct 2021 16:34:14 -0700
Subject: [PATCH 119/229] Added note recommending new client and changed POM
 dependency

---
 _clients/java-rest-high-level.md | 5 +++--
 _clients/java.md                 | 8 +++++---
 2 files changed, 8 insertions(+), 5 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 27c1283b..896484a2 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -6,9 +6,10 @@ nav_order: 60
 
 # OpenSearch Java high-level REST client
 
-The OpenSearch Java high-level REST client allows you to interact with your OpenSearch clusters and indices through Java methods and data structures rather than HTTP methods and JSON.
+Although the OpenSearch Java high-level REST client is still usable, we recommend that you use the [OpenSearch Java client]({{site.url}}{{site.baseurl}}/clients/java/), which replaces the existing Java high-level REST client.
+{: .note}
 
-You submit requests to your cluster using request objects, which allows you to create indices, add data to documents, or complete other operations with your cluster. In return, you get back response objects that have all of the available information, such as the associated index or ID, from your cluster.
+The OpenSearch Java high-level REST client lets you interact with your OpenSearch clusters and indices through Java methods and data structures rather than HTTP methods and JSON.
 
 ## Setup
 
diff --git a/_clients/java.md b/_clients/java.md
index 06a63692..ac493b8f 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -6,7 +6,9 @@ nav_order: 65
 
 # Java client
 
-The OpenSearch Java client allows you to interact with your OpenSearch clusters through Java methods and data structures rather than HTTP methods and raw JSON. For example, you can submit requests to your cluster using objects to create indices, add data to documents, or complete some other operation using the client's built-in methods.
+The OpenSearch Java client allows you to interact with your OpenSearch clusters through Java methods and data structures rather than HTTP methods and raw JSON.
+
+For example, you can submit requests to your cluster using objects to create indices, add data to documents, or complete some other operation using the client's built-in methods.
 
 ## Setup
 
@@ -15,8 +17,8 @@ To start using the OpenSearch Java client, ensure that you have the following de
 ```
 <dependency>
   <groupId>org.opensearch.client</groupId>
-  <artifactId>opensearch-rest-client</artifactId>
-  <version>1.0.0</version>
+  <artifactId>opensearch-java</artifactId>
+  <version>0.1.0</version>
 </dependency>
 ```
 

From 62d037ae632ff126ca9126442740785f452422a4 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 21 Oct 2021 17:37:52 -0700
Subject: [PATCH 120/229] Added versioning to high-level rest and tweaked some
 code

---
 _clients/java-rest-high-level.md |  2 +-
 _clients/java.md                 | 66 ++++++++++++++++++++++++++------
 2 files changed, 56 insertions(+), 12 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 896484a2..677ef280 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -19,7 +19,7 @@ To start using the OpenSearch Java high-level REST client, ensure that you have
 <dependency>
   <groupId>org.opensearch.client</groupId>
   <artifactId>opensearch-rest-high-level-client</artifactId>
-  <version>1.1.0</version>
+  <version>{{site.opensearch_version}}</version>
 </dependency>
 ```
 
diff --git a/_clients/java.md b/_clients/java.md
index ac493b8f..c186d794 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -24,8 +24,49 @@ To start using the OpenSearch Java client, ensure that you have the following de
 
 You can now start your OpenSearch cluster.
 
+The following example uses credentials that come with the default OpenSearch configuration. If you're using the OpenSearch Java client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
+
 ## Sample code
 
+This section uses a class called `IndexData`, which is a simple Java class that stores basic data and methods. For your own OpenSearch cluster, you might find that you need a more robust class to store your data.
+
+### IndexData class
+
+```java
+static class IndexData {
+  private String firstName;
+  private String lastName;
+
+  public IndexData(String firstName, String lastName) {
+    this.firstName = firstName;
+    this.lastName = lastName;
+  }
+
+  public String getFirstName() {
+    return firstName;
+  }
+
+  public void setFirstName(String firstName) {
+    this.firstName = firstName;
+  }
+
+  public String getLastName() {
+    return lastName;
+  }
+
+  public void setLastName(String lastName) {
+    this.lastName = lastName;
+  }
+
+  @Override
+  public String toString() {
+    return String.format("IndexData{first name='%s', last name='%s'}", firstName, lastName);
+  }
+}
+```
+
+### OpenSearch client example
+
 ```java
 import org.apache.http.HttpHost;
 import org.apache.http.auth.AuthScope;
@@ -47,25 +88,25 @@ import org.opensearch.clients.opensearch.indices.put_settings.IndexSettingsBody;
 
 import java.io.IOException;
 
-
-public class Main {
-  public static void main(String[] args) throws IOException{
+public class OpenSearchClientExample {
+  public static void main(String[] args) {
+    try{
     System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
     System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
 
     //Only for demo purposes. Don't specify your credentials in code.
     final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
     credentialsProvider.setCredentials(AuthScope.ANY,
-        new UsernamePasswordCredentials("admin", "admin"));
+      new UsernamePasswordCredentials("admin", "admin"));
 
     //Initialize the client with SSL and TLS enabled
     RestClient restClient = RestClient.builder(new HttpHost("localhost", 9200, "https")).
-        setHttpClientConfigCallback(new RestClientBuilder.HttpClientConfigCallback() {
-          @Override
-          public HttpAsyncClientBuilder customizeHttpClient(HttpAsyncClientBuilder httpClientBuilder) {
-            return httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider);
-          }
-        }).build();
+      setHttpClientConfigCallback(new RestClientBuilder.HttpClientConfigCallback() {
+        @Override
+        public HttpAsyncClientBuilder customizeHttpClient(HttpAsyncClientBuilder httpClientBuilder) {
+        return httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider);
+        }
+      }).build();
     Transport transport = new RestClientTransport(restClient, new JacksonJsonpMapper());
     OpenSearchClient client = new OpenSearchClient(transport);
 
@@ -99,7 +140,10 @@ public class Main {
     DeleteResponse deleteResponse = client.indices().delete(deleteRequest);
 
     restClient.close();
+    }
+    catch (IOException e){
+      System.out.println(e.toString());
+    }
   }
 }
-
 ```

From e5539d555dfabe7a1d8d63c97c418238864cb5bf Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 22 Oct 2021 11:20:21 -0700
Subject: [PATCH 121/229] Added some basic operation to docker quickstart

---
 index.md | 30 ++++++++++++++++++++++++++++++
 1 file changed, 30 insertions(+)

diff --git a/index.md b/index.md
index 53a95df5..b7c29db8 100755
--- a/index.md
+++ b/index.md
@@ -63,6 +63,36 @@ Docker
    curl -XGET --insecure -u 'admin:admin' 'https://localhost:9200'
    ```
 
+1. [Create]({{site.url}}{{site.baseurl}}/opensearch/rest-api/index-apis/create-index/) your first index.
+
+   ```bash
+   curl -XPUT --insecure -u 'admin:admin' 'https://localhost:9200/my-first-index'
+   ```
+
+1. [Add some data]({{site.url}}{{site.baseurl}}/opensearch/index-data/) to your newly created index.
+
+   ```bash
+   curl -XPUT --insecure -u 'admin:admin' 'https://localhost:9200/my-first-index/_doc/1' -H 'Content-Type: application/json' -d '{"Description": "To be or not to be, that is the question."}'
+   ```
+
+1. [Retrieve the data]({{site.url}}{{site.baseurl}}/opensearch/index-data/#read-data) to see that it was added properly.
+
+   ```bash
+   curl -XGET --insecure -u 'admin:admin' 'https://localhost:9200/my-first-index/_doc/1'
+   ```
+
+1. After verifying that the data is correct, [delete the document]({{site.url}}{{site.baseurl}}/opensearch/index-data/#delete-data).
+
+   ```bash
+   curl -XDELETE --insecure -u 'admin:admin' 'https://localhost:9200/my-first-index/_doc/1'
+   ```
+
+1. Finally, [delete the index]({{site.url}}{{site.baseurl}}/opensearch/rest-api/index-apis/delete-index).
+
+   ```bash
+   curl -XDELETE --insecure -u 'admin:admin' 'https://localhost:9200/my-first-index/'
+   ```
+
 To learn more, see [Docker image]({{site.url}}{{site.baseurl}}/opensearch/install/docker/) and [Docker security configuration]({{site.url}}{{site.baseurl}}/opensearch/install/docker-security/).
 
 

From 0d78441e768a61c9553157b609676a2e975e607a Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 22 Oct 2021 11:48:16 -0700
Subject: [PATCH 122/229] Added finally block

---
 _clients/java.md | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/_clients/java.md b/_clients/java.md
index c186d794..64d887dd 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -140,10 +140,17 @@ public class OpenSearchClientExample {
     DeleteResponse deleteResponse = client.indices().delete(deleteRequest);
 
     restClient.close();
-    }
-    catch (IOException e){
+    } catch (IOException e){
       System.out.println(e.toString());
-    }
+    } finally {
+			try {
+				if (client != null) {
+					client.close();
+				}
+			} catch (IOException e) {
+				System.out.println(e.toString());
+			}
+		}
   }
 }
 ```

From 9022db56eb3840d75f4feb0bd7ae7829cea30292 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 22 Oct 2021 11:57:44 -0700
Subject: [PATCH 123/229] Added Gradle dependency

---
 _clients/java.md | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/_clients/java.md b/_clients/java.md
index 64d887dd..22c42bbe 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -22,6 +22,15 @@ To start using the OpenSearch Java client, ensure that you have the following de
 </dependency>
 ```
 
+If you're using Gradle, add the following dependencies to your project.
+
+```
+dependencies {
+    implementation 'org.opensearch.client:opensearch-rest-client: {{site.opensearch_version}}'
+    implementation 'org.opensearch.client:opensearch-java:0.1.0'
+}
+```
+
 You can now start your OpenSearch cluster.
 
 The following example uses credentials that come with the default OpenSearch configuration. If you're using the OpenSearch Java client with your own OpenSearch cluster, be sure to change the code to use your own credentials.

From f6250421a7b372f1e5ef654436bd89733d1c3faa Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 22 Oct 2021 14:22:15 -0700
Subject: [PATCH 124/229] Spacing and title fixes

---
 _clients/java-rest-high-level.md |  4 ++--
 _clients/java.md                 | 18 +++++++++---------
 2 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 677ef280..d441a36d 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -1,10 +1,10 @@
 ---
 layout: default
-title: OpenSearch Java high-level REST client
+title: Java high-level REST client
 nav_order: 60
 ---
 
-# OpenSearch Java high-level REST client
+# Java high-level REST client
 
 Although the OpenSearch Java high-level REST client is still usable, we recommend that you use the [OpenSearch Java client]({{site.url}}{{site.baseurl}}/clients/java/), which replaces the existing Java high-level REST client.
 {: .note}
diff --git a/_clients/java.md b/_clients/java.md
index 22c42bbe..c51a664f 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -1,6 +1,6 @@
 ---
 layout: default
-title: OpenSearch Java client
+title: Java client
 nav_order: 65
 ---
 
@@ -152,14 +152,14 @@ public class OpenSearchClientExample {
     } catch (IOException e){
       System.out.println(e.toString());
     } finally {
-			try {
-				if (client != null) {
-					client.close();
-				}
-			} catch (IOException e) {
-				System.out.println(e.toString());
-			}
-		}
+      try {
+        if (client != null) {
+          client.close();
+        }
+      } catch (IOException e) {
+        System.out.println(e.toString());
+      }
+    }
   }
 }
 ```

From 3a655c4a204983ad53911ec792445fa06d8b0da3 Mon Sep 17 00:00:00 2001
From: jcgraybill <65628360+jcgraybill@users.noreply.github.com>
Date: Tue, 26 Oct 2021 10:41:52 -0700
Subject: [PATCH 125/229] Add new plugins to installation page

Adding newly-available plugins to the installation page, remove large section of commented-out content, revise/fix some content that was left over from the Open Distro plugins page, reorder page.

Signed-off-by: jcgraybill <65628360+jcgraybill@users.noreply.github.com>
---
 _opensearch/install/plugins.md | 264 ++++++---------------------------
 1 file changed, 46 insertions(+), 218 deletions(-)

diff --git a/_opensearch/install/plugins.md b/_opensearch/install/plugins.md
index bd0d2d01..f322ec89 100644
--- a/_opensearch/install/plugins.md
+++ b/_opensearch/install/plugins.md
@@ -5,9 +5,9 @@ parent: Install OpenSearch
 nav_order: 90
 ---
 
-# Standalone OpenSearch plugin installation
+# OpenSearch plugin installation
 
-If you don't want to use the all-in-one OpenSearch installation options, you can install the individual plugins on a compatible OpenSearch cluster, just like any other plugin.
+You can install individual plugins on an OpenSearch cluster.
 
 
 ---
@@ -19,7 +19,29 @@ If you don't want to use the all-in-one OpenSearch installation options, you can
 
 ---
 
-## Plugin compatibility
+## Install a plugin
+
+```
+bin/opensearch-plugin install <plugin-name>
+```
+Restart your OpenSearch node after installing a plugin.
+
+## Remove a plugin
+
+```
+bin/opensearch-plugin remove <plugin-name>
+```
+Restart your OpenSearch node after removing a plugin.
+
+## List installed plugins
+
+To check which plugins are currently installed:
+
+```
+bin/opensearch-plugin list
+```
+
+## Available plugins
 
 <table>
   <thead style="text-align: left">
@@ -32,7 +54,21 @@ If you don't want to use the all-in-one OpenSearch installation options, you can
   <tr>
     <td>1.1.0</td>
     <td>
-      <pre>opensearch-alerting                  1.1.0.0
+      <pre>analysis-icu                         1.1.0
+analysis-kuromoji                    1.1.0
+analysis-nori                        1.1.0
+analysis-phonetic                    1.1.0
+analysis-smartcn                     1.1.0
+analysis-stempel                     1.1.0
+analysis-ukrainian                   1.1.0
+discovery-azure-classic              1.1.0
+discovery-ec2                        1.1.0
+discovery-gce                        1.1.0
+ingest-attachment                    1.1.0
+mapper-annotated-text                1.1.0
+mapper-murmur3                       1.1.0
+mapper-size                          1.1.0
+opensearch-alerting                  1.1.0.0
 opensearch-anomaly-detection         1.1.0.0
 opensearch-asynchronous-search       1.1.0.0
 opensearch-cross-cluster-replication 1.1.0.0
@@ -44,6 +80,12 @@ opensearch-performance-analyzer      1.1.0.0
 opensearch-reports-scheduler         1.1.0.0
 opensearch-security                  1.1.0.0
 opensearch-sql                       1.1.0.0
+repository-azure                     1.1.0
+repository-gcs                       1.1.0
+repository-hdfs                      1.1.0
+repository-s3                        1.1.0
+store-smb                            1.1.0
+transport-nio                        1.1.0
 </pre>
     </td>
   </tr>
@@ -83,217 +125,3 @@ opensearch-sql                  1.0.0.0
   </tr>
   </tbody>
 </table>
-
-To install plugins manually, you must have the exact version of OpenSearch installed, down to the minor version.
-
-{% comment %}
-
-To get a list of available OpenSearch versions on CentOS 7 and Amazon Linux 2, run the following command:
-
-```bash
-sudo yum list opensearch-oss --showduplicates
-```
-
-Then you can specify the version that you need:
-
-```bash
-sudo yum install opensearch-oss-6.7.1
-```
-
-
-
-
-## Install plugins
-
-Navigate to the OpenSearch home directory (most likely, it is `/usr/share/opensearch`), and run the install command for each plugin.
-
-
-### Security
-
-```bash
-sudo bin/opensearch-plugin install https://d3g5vo6xdbdb9a.cloudfront.net/downloads/opensearch-plugins/opensearch-security/opensearch-security-{{site.opensearch_major_minor_version}}.1.0.zip
-```
-
-After installing the security plugin, you can run `sudo sh /usr/share/opensearch/plugins/opensearch-security/tools/install_demo_configuration.sh` to quickly get started with demo certificates. Otherwise, you must configure it manually and run [securityadmin.sh]({{site.url}}{{site.baseurl}}/security-plugin/configuration/security-admin/).
-
-The security plugin has a corresponding [OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/opensearch-dashboards/install/plugins) that you probably want to install as well.
-
-
-### Job scheduler
-
-```bash
-sudo bin/opensearch-plugin install https://d3g5vo6xdbdb9a.cloudfront.net/downloads/opensearch-plugins/opensearch-job-scheduler/opensearch-job-scheduler-{{site.opensearch_major_minor_version}}.0.0.zip
-```
-
-
-### Alerting
-
-```bash
-sudo bin/opensearch-plugin install https://d3g5vo6xdbdb9a.cloudfront.net/downloads/opensearch-plugins/opensearch-alerting/opensearch-alerting-{{site.opensearch_major_minor_version}}.1.0.zip
-```
-
-To install Alerting, you must first install the Job Scheduler plugin. Alerting has a corresponding [OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/opensearch-dashboards/install/plugins/) that you probably want to install as well.
-
-
-### SQL
-
-```bash
-sudo bin/opensearch-plugin install https://d3g5vo6xdbdb9a.cloudfront.net/downloads/opensearch-plugins/opensearch-sql/opensearch-sql-{{site.opensearch_major_minor_version}}.2.0.zip
-```
-
-
-### Reports scheduler
-
-```bash
-sudo bin/opensearch-plugin install https://d3g5vo6xdbdb9a.cloudfront.net/downloads/opensearch-plugins/opensearch-reports-scheduler/opensearch-reports-scheduler-{{site.opensearch_major_minor_version}}.0.0.zip
-```
-
-
-### Index State Management
-
-```bash
-sudo bin/opensearch-plugin install https://d3g5vo6xdbdb9a.cloudfront.net/downloads/opensearch-plugins/opensearch-index-management/opensearch-index-management-{{site.opensearch_major_minor_version}}.2.0.zip
-```
-
-To install Index State Management, you must first install the Job Scheduler plugin. ISM has a corresponding [OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/opensearch-dashboards/install/plugins/) that you probably want to install as well.
-
-
-### k-NN
-
-k-NN is only available as part of the all-in-one installs: Docker, RPM, and Debian.
-
-
-### Anomaly detection
-
-```bash
-sudo bin/opensearch-plugin install https://d3g5vo6xdbdb9a.cloudfront.net/downloads/opensearch-plugins/opensearch-anomaly-detection/opensearch-anomaly-detection-{{site.opensearch_major_minor_version}}.0.0.zip
-```
-
-
-### Asynchronous search
-
-```bash
-sudo bin/opensearch-plugin install https://d3g5vo6xdbdb9a.cloudfront.net/downloads/opensearch-plugins/opensearch-asynchronous-search/opensearch-asynchronous-search-{{site.opensearch_major_minor_version}}.0.1.zip
-```
-
-
-### Performance Analyzer
-
-```bash
-sudo bin/opensearch-plugin install https://d3g5vo6xdbdb9a.cloudfront.net/downloads/opensearch-plugins/performance-analyzer/opensearch-performance-analyzer-{{site.opensearch_major_minor_version}}.0.0.zip
-```
-
-Performance Analyzer requires some manual configuration after installing the plugin:
-
-1. Create `/usr/lib/systemd/system/opensearch-performance-analyzer.service` based on [this file](https://github.com/opensearch-project/performance-analyzer/blob/master/packaging/opensearch-performance-analyzer.service).
-
-1. Make the CLI executable:
-
-   ```bash
-   sudo chmod +x /usr/share/opensearch/bin/performance-analyzer-agent-cli
-   ```
-
-1. Run the appropriate `postinst` script for your Linux distribution:
-
-   ```bash
-   # Debian-based distros
-   sudo sh /usr/share/opensearch/plugins/opensearch-performance-analyzer/install/deb/postinst.sh 1
-
-   # RPM distros
-   sudo sh /usr/share/opensearch/plugins/opensearch-performance-analyzer/install/rpm/postinst.sh 1
-   ```
-
-1. Make Performance Analyzer accessible outside of the host machine
-
-   ```bash
-   cd /usr/share/opensearch # navigate to the OpenSearch home directory
-   cd plugins/opensearch_performance_analyzer/pa_config/
-   vi performance-analyzer.properties
-   ```
-
-   Uncomment the line `#webservice-bind-host` and set it to `0.0.0.0`:
-
-   ```bash
-   # ======================== OpenSearch performance analyzer plugin config =========================
-
-   # NOTE: this is an example for Linux. Please modify the config accordingly if you are using it under other OS.
-
-   # WebService bind host; default to all interfaces
-   webservice-bind-host = 0.0.0.0
-
-   # Metrics data location
-   metrics-location = /dev/shm/performanceanalyzer/
-
-   # Metrics deletion interval (minutes) for metrics data.
-   # Interval should be between 1 to 60.
-   metrics-deletion-interval = 1
-
-   # If set to true, the system cleans up the files behind it. So at any point, we should expect only 2
-   # metrics-db-file-prefix-path files. If set to false, no files are cleaned up. This  can be useful, if you are archiving
-   # the files and wouldn't like for them to be cleaned up.
-   cleanup-metrics-db-files = true
-
-   # WebService exposed by App's port
-   webservice-listener-port = 9600
-
-   # Metric DB File Prefix Path location
-   metrics-db-file-prefix-path = /tmp/metricsdb_
-
-   https-enabled = false
-
-   #Setup the correct path for certificates
-   certificate-file-path = specify_path
-
-   private-key-file-path = specify_path
-
-   # Plugin Stats Metadata file name, expected to be in the same location
-   plugin-stats-metadata = plugin-stats-metadata
-
-   # Agent Stats Metadata file name, expected to be in the same location
-   agent-stats-metadata = agent-stats-metadata
-   ```
-
-1. Start the OpenSearch service:
-
-   ```bash
-   sudo systemctl start opensearch.service
-   ```
-
-1. Send a test request:
-
-   ```bash
-   curl -XGET "localhost:9600/_plugins/_performanceanalyzer/metrics?metrics=Latency,CPU_Utilization&agg=avg,max&dim=ShardID&nodes=all"
-   ```
-{% endcomment %}
-
-## List installed plugins
-
-To check your installed plugins:
-
-```bash
-sudo bin/opensearch-plugin list
-```
-
-
-## Remove plugins
-
-If you are removing Performance Analyzer, see below. Otherwise, you can remove the plugin with a single command:
-
-```bash
-sudo bin/opensearch-plugin remove <plugin-name>
-```
-
-Then restart OpenSearch on the node:
-
-```bash
-sudo systemctl restart opensearch.service
-```
-
-## Update plugins
-
-OpenSearch doesn't update plugins. Instead, you have to remove and reinstall them:
-
-```bash
-sudo bin/opensearch-plugin remove <plugin-name>
-sudo bin/opensearch-plugin install <plugin-name>
-```

From d9b98fad1bc1da720db546bae932145fa6990922 Mon Sep 17 00:00:00 2001
From: bowenlan-amzn <bowenlan23@gmail.com>
Date: Mon, 1 Nov 2021 09:58:51 -0700
Subject: [PATCH 126/229] ism doc changes

1. suggest setup error notification
2. mention rollover_skip index setting

Signed-off-by: bowenlan-amzn <bowenlan23@gmail.com>
---
 _im-plugin/ism/index.md    | 4 ++--
 _im-plugin/ism/policies.md | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/_im-plugin/ism/index.md b/_im-plugin/ism/index.md
index 8004146c..f8dabe06 100644
--- a/_im-plugin/ism/index.md
+++ b/_im-plugin/ism/index.md
@@ -39,7 +39,7 @@ You can use the visual editor or JSON editor to create policies. Compared to the
 2. Choose **Create policy**.
 3. Choose **Visual editor**.
 4. In the **Policy info** section, enter a policy ID and an optional description.
-5. In the **Error notification** section, set up an optional error notification that gets sent whenever a policy execution fails. For more information, see [Error notifications]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#error-notifications).
+5. In the **Error notification** section, set up an optional error notification that gets sent whenever a policy execution fails. Please set up this if you are using ISM for auto rollover. This helps to prevent unexpected huge index when rollover action failed. For more information, see [Error notifications]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#error-notifications).
 6. In **ISM templates**, enter any ISM template patterns to automatically apply this policy to existing and future indices. For example, if you specify a template of `sample-index*`, the ISM plugin automatically applies this policy to any indices whose names start with `sample-index`.
 7. In **States**, add any states you want to include in the policy. Each state has [actions]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/#actions) the plugin executes when the index enters a certain state, and [transitions]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/#transitions), which have conditions that, when met, transition the index into a destination state. The first state you create in a policy is automatically set as the initial state. Each policy must have at least one state, but actions and transitions are optional.
 8. Choose **Create**.
@@ -76,7 +76,7 @@ PUT _plugins/_ism/policies/policy_id
 
 If you have more than one template that matches an index pattern, ISM uses the priority value to determine which template to apply.
 
-For an example ISM template policy, see [Sample policy with ISM template]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#sample-policy-with-ism-template).
+For an example ISM template policy, see [Sample policy with ISM template for auto rollover]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#sample-policy-with-ism-template-for-auto-rollover).
 
 Older versions of the plugin include the `policy_id` in an index template, so when an index is created that matches the index template pattern, the index will have the policy attached to it:
 
diff --git a/_im-plugin/ism/policies.md b/_im-plugin/ism/policies.md
index 1d8f44b1..b8d64a66 100644
--- a/_im-plugin/ism/policies.md
+++ b/_im-plugin/ism/policies.md
@@ -517,9 +517,9 @@ The destination system **must** return a response otherwise the `error_notificat
 
 You can use the same options for `ctx` variables as the [notification](#notification) operation.
 
-## Sample policy with ISM template
+## Sample policy with ISM template for auto rollover
 
-The following sample template policy is for a rollover use case.
+If you want to skip the rollover action for an index, you can set this index setting `index.plugins.index_state_management.rollover_skip` to true.
 
 1. Create a policy with an `ism_template` field:
 

From 7ded80ce113e2c70721195d80daaa332538a43cd Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Mon, 1 Nov 2021 14:34:04 -0700
Subject: [PATCH 127/229] Minor language tweaks

---
 _im-plugin/ism/index.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_im-plugin/ism/index.md b/_im-plugin/ism/index.md
index f8dabe06..8fcf9d36 100644
--- a/_im-plugin/ism/index.md
+++ b/_im-plugin/ism/index.md
@@ -39,7 +39,7 @@ You can use the visual editor or JSON editor to create policies. Compared to the
 2. Choose **Create policy**.
 3. Choose **Visual editor**.
 4. In the **Policy info** section, enter a policy ID and an optional description.
-5. In the **Error notification** section, set up an optional error notification that gets sent whenever a policy execution fails. Please set up this if you are using ISM for auto rollover. This helps to prevent unexpected huge index when rollover action failed. For more information, see [Error notifications]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#error-notifications).
+5. In the **Error notification** section, set up an optional error notification that gets sent whenever a policy execution fails. For more information, see [Error notifications]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#error-notifications). If you're using auto rollovers in your policy, we recommend setting up error notifications, which help prevent unexpectedly large indices if rollovers fail. 
 6. In **ISM templates**, enter any ISM template patterns to automatically apply this policy to existing and future indices. For example, if you specify a template of `sample-index*`, the ISM plugin automatically applies this policy to any indices whose names start with `sample-index`.
 7. In **States**, add any states you want to include in the policy. Each state has [actions]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/#actions) the plugin executes when the index enters a certain state, and [transitions]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/#transitions), which have conditions that, when met, transition the index into a destination state. The first state you create in a policy is automatically set as the initial state. Each policy must have at least one state, but actions and transitions are optional.
 8. Choose **Create**.
@@ -76,7 +76,7 @@ PUT _plugins/_ism/policies/policy_id
 
 If you have more than one template that matches an index pattern, ISM uses the priority value to determine which template to apply.
 
-For an example ISM template policy, see [Sample policy with ISM template for auto rollover]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#sample-policy-with-ism-template-for-auto-rollover).
+For an example ISM template policy, see [Sample policy with ISM template with auto rollover]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#sample-policy-with-ism-template-with-auto-rollover).
 
 Older versions of the plugin include the `policy_id` in an index template, so when an index is created that matches the index template pattern, the index will have the policy attached to it:
 

From a31f0efa72c8758cd577474190256ba2451dcff8 Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Mon, 1 Nov 2021 14:37:01 -0700
Subject: [PATCH 128/229] Minor language tweak again

---
 _im-plugin/ism/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_im-plugin/ism/index.md b/_im-plugin/ism/index.md
index 8fcf9d36..4fb68ef4 100644
--- a/_im-plugin/ism/index.md
+++ b/_im-plugin/ism/index.md
@@ -76,7 +76,7 @@ PUT _plugins/_ism/policies/policy_id
 
 If you have more than one template that matches an index pattern, ISM uses the priority value to determine which template to apply.
 
-For an example ISM template policy, see [Sample policy with ISM template with auto rollover]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#sample-policy-with-ism-template-with-auto-rollover).
+For an example ISM template policy, see [Sample policy with ISM template for auto rollover]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#sample-policy-with-ism-template-for-auto-rollover).
 
 Older versions of the plugin include the `policy_id` in an index template, so when an index is created that matches the index template pattern, the index will have the policy attached to it:
 

From 2f35a61805aae7f28411443d08fb16d65956ee35 Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Mon, 1 Nov 2021 14:39:26 -0700
Subject: [PATCH 129/229] Added a hyperlink to update cluster settings API

---
 _im-plugin/ism/policies.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/_im-plugin/ism/policies.md b/_im-plugin/ism/policies.md
index b8d64a66..58918b5a 100644
--- a/_im-plugin/ism/policies.md
+++ b/_im-plugin/ism/policies.md
@@ -519,7 +519,9 @@ You can use the same options for `ctx` variables as the [notification](#notifica
 
 ## Sample policy with ISM template for auto rollover
 
-If you want to skip the rollover action for an index, you can set this index setting `index.plugins.index_state_management.rollover_skip` to true.
+The following sample template policy is for a rollover use case.
+
+If you want to skip rollovers for an index, use the [update cluster settings API]({{site.url}}{{site.baseurl}}/opensearch/configuration/#update-cluster-settings-using-the-api) to set `index.plugins.index_state_management.rollover_skip` to true.
 
 1. Create a policy with an `ism_template` field:
 

From 7f7f786d80270052f2cdfcb85c72fd4aaa93b7c5 Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Mon, 1 Nov 2021 14:47:55 -0700
Subject: [PATCH 130/229] Update index.md

---
 _im-plugin/ism/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_im-plugin/ism/index.md b/_im-plugin/ism/index.md
index 4fb68ef4..62da2eb6 100644
--- a/_im-plugin/ism/index.md
+++ b/_im-plugin/ism/index.md
@@ -39,7 +39,7 @@ You can use the visual editor or JSON editor to create policies. Compared to the
 2. Choose **Create policy**.
 3. Choose **Visual editor**.
 4. In the **Policy info** section, enter a policy ID and an optional description.
-5. In the **Error notification** section, set up an optional error notification that gets sent whenever a policy execution fails. For more information, see [Error notifications]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#error-notifications). If you're using auto rollovers in your policy, we recommend setting up error notifications, which help prevent unexpectedly large indices if rollovers fail. 
+5. In the **Error notification** section, set up an optional error notification that gets sent whenever a policy execution fails. For more information, see [Error notifications]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies#error-notifications). If you're using auto rollovers in your policy, we recommend setting up error notifications, which notify you of unexpectedly large indices if rollovers fail. 
 6. In **ISM templates**, enter any ISM template patterns to automatically apply this policy to existing and future indices. For example, if you specify a template of `sample-index*`, the ISM plugin automatically applies this policy to any indices whose names start with `sample-index`.
 7. In **States**, add any states you want to include in the policy. Each state has [actions]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/#actions) the plugin executes when the index enters a certain state, and [transitions]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/#transitions), which have conditions that, when met, transition the index into a destination state. The first state you create in a policy is automatically set as the initial state. Each policy must have at least one state, but actions and transitions are optional.
 8. Choose **Create**.

From 95dc1be29c7531f8fdc2584304c529a9fb41754f Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 2 Nov 2021 12:03:02 -0700
Subject: [PATCH 131/229] Added Ansible playbook docs

---
 _opensearch/install/ansible.md | 51 +++++++++++++++++++---------------
 1 file changed, 29 insertions(+), 22 deletions(-)

diff --git a/_opensearch/install/ansible.md b/_opensearch/install/ansible.md
index 867bb8f7..3302454a 100644
--- a/_opensearch/install/ansible.md
+++ b/_opensearch/install/ansible.md
@@ -9,14 +9,14 @@ nav_order: 60
 
 You can use an Ansible playbook to install and configure a production-ready OpenSearch cluster along with OpenSearch Dashboards.
 
-The Ansible playbook only supports deployment of OpenSearch / OpenSearch Dashboards to CentOS7 hosts.
+The Ansible playbook only supports deployment of OpenSearch and OpenSearch Dashboards to CentOS7 hosts.
 {: .note }
 
 ## Prerequisites
 
 Make sure you have [Ansible](https://www.ansible.com/) and [Java 8](https://www.java.com/en/download/manual.jsp) installed.
 
-## Run OpenSearch and OpenSearch Dashboards using Ansible playbook
+## Configuration
 
 1. Clone the OpenSearch [ansible-playbook](https://github.com/opensearch-project/ansible-playbook) repository:
 
@@ -24,32 +24,39 @@ Make sure you have [Ansible](https://www.ansible.com/) and [Java 8](https://www.
    git clone https://github.com/opensearch-project/ansible-playbook
    ```
 
+2. Configure the node properties in the `inventories/opensearch/hosts` file:
+
+   ```bash
+   ansible_host=<Public IP address> ansible_user=root ip=<Private IP address / 0.0.0.0>
+   ```
+
+   where:
+
+   - `ansible_host` is the IP address of the target node that you want the Ansible playbook to install OpenSearch and OpenSearch DashBoards on.
+   - `ip` is the IP address that you want OpenSearch and OpenSearch DashBoards to bind to. You can specify the private IP of the target node, or localhost, or 0.0.0.0.
+
+3. You can modify the default configuration values in the `inventories/opensearch/group_vars/all/all.yml` file. For example, you can increase the Java memory heap size:
+
+   ```bash
+   xms_value: 8
+   xmx_value: 8
+   ```
+
+Make sure you have direct SSH access into the root user of the target node.
+{: .note }
+
+## Run OpenSearch and OpenSearch Dashboards using Ansible playbook
+
 1. Run the Ansible playbook with root privileges:
 
    ```bash
-   ansible-playbook -i inventories/opensearch/hosts opensearch.yml --extra-vars "admin_password=Test@123 opensearch-dashboards-server_password=Test@6789"
+   ansible-playbook -i inventories/opensearch/hosts opensearch.yml --extra-vars "admin_password=Test@123 kibanaserver_password=Test@6789"
    ```
 
-   You can set the passwords for the reserved users (`admin` and `opensearch-dashboards-server`) using the `admin_password` and `opensearch-dashboards-server_password` variables.
+   You can set the passwords for reserved users (`admin` and `kibanaserver`) using the `admin_password` and `kibanaserver_password` variables.
 
-1. After the deployment process is complete, you can access OpenSearch / OpenSearch Dashboards with username `admin` and the password that you set for the `admin_password` variable.
+2. After the deployment process is complete, you can access OpenSearch and OpenSearch Dashboards with the username `admin` and the password that you set for the `admin_password` variable:
 
    ```bash
-   curl -XGET https://localhost:9200 -u 'admin:Test@123' --insecure
+   curl https://localhost:9200 -u 'admin:Test@123' --insecure
    ```
-
-## Configuration
-
-You can modify the default configuration values in the `inventories/opensearch/group_vars/all/all.yml` file.
-For example, you can increase the Java memory heap size:
-
-```bash
-xms_value: 8
-xmx_value: 8
-```
-
-You can configure node properties in the `inventories/opensearch/hosts` file. Specify the IP addresses of the nodes that you want the Ansible playbook to connect to with the `ansible_host` property:
-
-```bash
-ansible_host=<Public IP address> ansible_user=root ip=<Private IP address / 0.0.0.0>
-```

From 610334f9ebd9a87fd581fbd4ae840a0aed49101f Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 2 Nov 2021 12:57:04 -0700
Subject: [PATCH 132/229] incorporated feedback

---
 _opensearch/install/ansible.md | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/_opensearch/install/ansible.md b/_opensearch/install/ansible.md
index 3302454a..47a91a8d 100644
--- a/_opensearch/install/ansible.md
+++ b/_opensearch/install/ansible.md
@@ -55,8 +55,12 @@ Make sure you have direct SSH access into the root user of the target node.
 
    You can set the passwords for reserved users (`admin` and `kibanaserver`) using the `admin_password` and `kibanaserver_password` variables.
 
-2. After the deployment process is complete, you can access OpenSearch and OpenSearch Dashboards with the username `admin` and the password that you set for the `admin_password` variable:
+2. After the deployment process is complete, you can access OpenSearch and OpenSearch Dashboards with the username `admin` and the password that you set for the `admin_password` variable.
+
+   If you bind `ip` to a private IP or localhost, make sure you're logged into the server that deployed the playbook to access OpenSearch and OpenSearch Dashboards:
 
    ```bash
    curl https://localhost:9200 -u 'admin:Test@123' --insecure
    ```
+
+   If you bind `ip` to 0.0.0.0, then replace `localhost` with the public IP or the private IP (if it's in the same network).

From a7e0e28e6fa50906718e564a43a9ffdbe689ec06 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 3 Nov 2021 12:19:16 -0700
Subject: [PATCH 133/229] Updated footer

---
 _includes/footer.html | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/_includes/footer.html b/_includes/footer.html
index 1966ff1b..9cb5dc35 100644
--- a/_includes/footer.html
+++ b/_includes/footer.html
@@ -3,10 +3,10 @@
   <div class="subfooter">
     <div class="container">
       <h1 class="visuallyhidden">OpenSearch Links</h1>
-    
+
       {% for column in site.data.footer.columns %}
         <div class="col {% if forloop.index > 2 %}last-child{% endif %}">
-        
+
           <h2>{{ column.title }}</h2>
           <ul>
             {% for link in column.links %}
@@ -27,9 +27,9 @@
         <path d="M48.0814 38C50.2572 34.4505 52.3615 29.7178 51.9475 23.0921C51.0899 9.36725 38.6589 -1.04463 26.9206 0.0837327C22.3253 0.525465 17.6068 4.2712 18.026 10.9805C18.2082 13.8961 19.6352 15.6169 21.9544 16.9399C24.1618 18.1992 26.9978 18.9969 30.2128 19.9011C34.0962 20.9934 38.6009 22.2203 42.063 24.7717C46.2125 27.8295 49.0491 31.3743 48.0814 38Z" fill="currentColor" />
         <path d="M3.91861 14C1.74276 17.5495 -0.361506 22.2822 0.0524931 28.9079C0.910072 42.6327 13.3411 53.0446 25.0794 51.9163C29.6747 51.4745 34.3932 47.7288 33.974 41.0195C33.7918 38.1039 32.3647 36.3831 30.0456 35.0601C27.8382 33.8008 25.0022 33.0031 21.7872 32.0989C17.9038 31.0066 13.3991 29.7797 9.93694 27.2283C5.78746 24.1704 2.95092 20.6257 3.91861 14Z" fill="currentColor" />
         </svg></a>
-        
+
       <p class="copyright">&copy; {{ 'now' | date: "%Y" }}
-        <a href="https://aws.amazon.com/"> Amazon Web Services</a> and individual contributors. OpenSearch is a
+        <a href="https://opensearch.org/"> OpenSearch</a> contributors. OpenSearch is a
         <a href="/trademark-usage.html">registered trademark</a> of Amazon Web Services.</a> <br /><br />
 
         © 2005-2021
@@ -37,7 +37,7 @@
           Foundation</a> and individual contributors. Django is a
           <a href="https://www.djangoproject.com/trademarks/">registered
           trademark</a> of the Django Software Foundation.<br />
-        This website was forked from the BSD-licensed <a href="https://github.com/django/djangoproject.com/">djangoproject.com</a> originally designed by <a href="https://www.threespot.com">Threespot</a> <span class="ampersand">&amp;</span> <a  href="http://andrevv.com/">andrevv</a>.<br /> We ♡ Django and the Django community. If you need a <a href="https://www.djangoproject.com/">high-level Python framework</a>, check it out. 
+        This website was forked from the BSD-licensed <a href="https://github.com/django/djangoproject.com/">djangoproject.com</a> originally designed by <a href="https://www.threespot.com">Threespot</a> <span class="ampersand">&amp;</span> <a  href="http://andrevv.com/">andrevv</a>.<br /> We ♡ Django and the Django community. If you need a <a href="https://www.djangoproject.com/">high-level Python framework</a>, check it out.
       </p>
     </div>
   </div>

From 38aaea7e726302e7bb8a26d69bf23bb88aec26be Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 3 Nov 2021 19:35:34 -0700
Subject: [PATCH 134/229] added AWS link to footer

---
 _includes/footer.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_includes/footer.html b/_includes/footer.html
index 9cb5dc35..16995615 100644
--- a/_includes/footer.html
+++ b/_includes/footer.html
@@ -30,7 +30,7 @@
 
       <p class="copyright">&copy; {{ 'now' | date: "%Y" }}
         <a href="https://opensearch.org/"> OpenSearch</a> contributors. OpenSearch is a
-        <a href="/trademark-usage.html">registered trademark</a> of Amazon Web Services.</a> <br /><br />
+        <a href="/trademark-usage.html">registered trademark</a> of <a href="https://aws.amazon.com/"> Amazon Web Services</a>. <br /><br />
 
         © 2005-2021
           <a href="https://www.djangoproject.com/foundation/"> Django Software

From e71aed6d70d313be2006090ef7bca9775c490da9 Mon Sep 17 00:00:00 2001
From: CEHENKLE <henkle@amazon.com>
Date: Fri, 5 Nov 2021 11:57:18 -0700
Subject: [PATCH 135/229] updating points of contact

Signed-off-by: CEHENKLE <henkle@amazon.com>
---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index a9bd14e2..5d535197 100644
--- a/README.md
+++ b/README.md
@@ -26,7 +26,6 @@ Community contributions remain essential in keeping this documentation comprehen
 
 If you encounter problems or have questions when contributing to the documentation, these people can help:
 
-- [aetter](https://github.com/aetter)
 - [ashwinkumar12345](https://github.com/ashwinkumar12345)
 - [keithhc2](https://github.com/keithhc2)
 - [snyder114](https://github.com/snyder114)

From 051ed49aafc45f819ad019d692f4e4248655b7e6 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 5 Nov 2021 12:43:00 -0700
Subject: [PATCH 136/229] Updated so snapshots now includes Mustache templates
 as names

---
 _im-plugin/ism/policies.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_im-plugin/ism/policies.md b/_im-plugin/ism/policies.md
index 58918b5a..b22d0802 100644
--- a/_im-plugin/ism/policies.md
+++ b/_im-plugin/ism/policies.md
@@ -314,13 +314,13 @@ The `snapshot` operation has the following parameters:
 Parameter | Description | Type | Required | Default
 :--- | :--- |:--- |:--- |
 `repository` | The repository name that you register through the native snapshot API operations.  | `string` | Yes | -
-`snapshot` | The name of the snapshot. | `string` | Yes | -
+`snapshot` | The name of the snapshot. Accepts strings and the Mustache variables `{{ctx.IndexName}}` and `{{ctx.IndexUuid}}`. If the Mustache variables are invalid, then the snapshot name is defaulted to the index's name. | `string` or Mustache template | Yes | -
 
 ```json
 {
   "snapshot": {
     "repository": "my_backup",
-    "snapshot": "my_snapshot"
+    "snapshot": "{{ctx.IndexUuid}}"
   }
 }
 ```

From f917f4628eeb0bddbc036224f5067494f95d027b Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Fri, 5 Nov 2021 13:23:50 -0700
Subject: [PATCH 137/229] Tweak about using users' credentials with clusters

---
 _clients/java-rest-high-level.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index d441a36d..df0c298b 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -25,6 +25,8 @@ To start using the OpenSearch Java high-level REST client, ensure that you have
 
 You can now start your OpenSearch cluster. The OpenSearch 1.x high-level REST client works with the 1.x versions of OpenSearch.
 
+The following example uses credentials that come with the default OpenSearch configuration. If you’re using the high-level REST client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
+
 ## Sample code
 
 ```java

From aa844bd64960b0008316b9ce19a56e778ceb9229 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 5 Nov 2021 14:10:44 -0700
Subject: [PATCH 138/229] Tweak to Mustache templates

---
 _im-plugin/ism/policies.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_im-plugin/ism/policies.md b/_im-plugin/ism/policies.md
index b22d0802..82fe477a 100644
--- a/_im-plugin/ism/policies.md
+++ b/_im-plugin/ism/policies.md
@@ -314,7 +314,7 @@ The `snapshot` operation has the following parameters:
 Parameter | Description | Type | Required | Default
 :--- | :--- |:--- |:--- |
 `repository` | The repository name that you register through the native snapshot API operations.  | `string` | Yes | -
-`snapshot` | The name of the snapshot. Accepts strings and the Mustache variables `{{ctx.IndexName}}` and `{{ctx.IndexUuid}}`. If the Mustache variables are invalid, then the snapshot name is defaulted to the index's name. | `string` or Mustache template | Yes | -
+`snapshot` | The name of the snapshot. Accepts strings and the Mustache variables `{{ctx.index}}` and `{{ctx.indexUuid}}`. If the Mustache variables are invalid, then the snapshot name defaults to the index's name. | `string` or Mustache template | Yes | -
 
 ```json
 {

From 4ae3cc02b6e4b3b5ebe4571ee9c979019298458e Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 5 Nov 2021 14:21:13 -0700
Subject: [PATCH 139/229] One more Mustache

---
 _im-plugin/ism/policies.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_im-plugin/ism/policies.md b/_im-plugin/ism/policies.md
index 82fe477a..890636f1 100644
--- a/_im-plugin/ism/policies.md
+++ b/_im-plugin/ism/policies.md
@@ -320,7 +320,7 @@ Parameter | Description | Type | Required | Default
 {
   "snapshot": {
     "repository": "my_backup",
-    "snapshot": "{{ctx.IndexUuid}}"
+    "snapshot": "{{ctx.indexUuid}}"
   }
 }
 ```

From 987bc7c4ab9f9d65b700afce655e59d8cbb4a63b Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 8 Nov 2021 11:41:49 -0800
Subject: [PATCH 140/229] validation api

---
 _monitoring-plugins/ad/api.md                 |  91 ++++++++++++++++++
 _monitoring-plugins/ad/index.md               |   7 +-
 .../access-control/permissions.md             |   2 +
 images/review_ad.png                          | Bin 0 -> 79610 bytes
 4 files changed, 99 insertions(+), 1 deletion(-)
 create mode 100644 images/review_ad.png

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 9abf4b0f..1abd8eb8 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -332,6 +332,97 @@ Options | Description | Type | Required
 
 ---
 
+## Validate detector
+Introduced 1.2
+{: .label .label-purple }
+
+Returns whether the detector configuration has any issues that might prevent OpenSearch from creating the detector.
+
+You can use the validate API to identify issues in your model configuration before creating the detector.
+
+The request body consists of the detector configuration and follows the same format as the request body of the create detector API:
+
+#### Request
+
+```json
+POST _plugins/_anomaly_detection/detectors/_validate
+POST _plugins/_anomaly_detection/detectors/_validate/detector
+{
+  "name": "test-detector",
+  "description": "Test detector",
+  "time_field": "timestamp",
+  "indices": [
+    "server_log*"
+  ],
+  "feature_attributes": [
+    {
+      "feature_name": "test",
+      "feature_enabled": true,
+      "aggregation_query": {
+        "test": {
+          "sum": {
+            "field": "value"
+          }
+        }
+      }
+    }
+  ],
+  "filter_query": {
+    "bool": {
+      "filter": [
+        {
+          "range": {
+            "value": {
+              "gt": 1
+            }
+          }
+        }
+      ],
+      "adjust_pure_negative": true,
+      "boost": 1
+    }
+  },
+  "detection_interval": {
+    "period": {
+      "interval": 1,
+      "unit": "Minutes"
+    }
+  },
+  "window_delay": {
+    "period": {
+      "interval": 1,
+      "unit": "Minutes"
+    }
+  }
+}
+```
+
+If the validate API doesn’t find any issue in the detector configuration, it returns an empty response:
+
+#### Sample response
+
+```json
+{}
+```
+
+If the validate API finds an issue, it returns a message explaining what's wrong with the configuration. In this example, the feature query is aggregating over a field that doesn’t exist in the data source:
+
+#### Sample response
+
+```json
+{
+  "detector": {
+    "feature_attributes": {
+      "message": "Feature has invalid query returning empty aggregated data: average_total_rev",
+      "sub_issues": {
+        "average_total_rev": "Feature has invalid query returning empty aggregated data"
+      }
+    }
+  }
+}
+```
+---
+
 ## Get detector
 Introduced 1.0
 {: .label .label-purple }
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index 88161545..afc6d0e7 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -110,7 +110,12 @@ We recommend experimenting with historical analysis with different feature sets
 
 ## Step 4: Review and create
 
-Review your model configuration and select **Create detector**.
+Review your detector settings and model configurations to make sure that they're valid and then proceed to select **Create detector**.
+
+![Anomaly detection results]({{site.url}}{{site.baseurl}}/images/review_ad.png)
+
+If you see any validation errors, edit the settings to fix the errors and then return back to this page.
+{: .note }
 
 ## Step 5: Observe the results
 
diff --git a/_security-plugin/access-control/permissions.md b/_security-plugin/access-control/permissions.md
index 19858bb5..869c2a15 100644
--- a/_security-plugin/access-control/permissions.md
+++ b/_security-plugin/access-control/permissions.md
@@ -80,8 +80,10 @@ These permissions are for the cluster and can't be applied granularly. For examp
 - cluster:admin/opendistro/ad/detector/search
 - cluster:admin/opendistro/ad/detector/stats
 - cluster:admin/opendistro/ad/detector/write
+- cluster:admin/opendistro/ad/detector/validate
 - cluster:admin/opendistro/ad/detectors/get
 - cluster:admin/opendistro/ad/result/search
+- cluster:admin/opendistro/ad/result/topAnomalies
 - cluster:admin/opendistro/ad/tasks/search
 - cluster:admin/opendistro/alerting/alerts/ack (acknowledge)
 - cluster:admin/opendistro/alerting/alerts/get
diff --git a/images/review_ad.png b/images/review_ad.png
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HcmV?d00001


From b01c44840a0c905733676d589e0f31da4c241990 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 8 Nov 2021 13:17:49 -0800
Subject: [PATCH 141/229] minor changes

---
 _monitoring-plugins/ad/api.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 1abd8eb8..4f6fb3e3 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -338,9 +338,9 @@ Introduced 1.2
 
 Returns whether the detector configuration has any issues that might prevent OpenSearch from creating the detector.
 
-You can use the validate API to identify issues in your model configuration before creating the detector.
+You can use the validate API to identify issues in your detector configuration before creating the detector.
 
-The request body consists of the detector configuration and follows the same format as the request body of the create detector API:
+The request body consists of the detector configuration and follows the same format as the request body of the [create detector API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api#create-anomaly-detector). You can pass an additional detector parameter to validate a specific detector.
 
 #### Request
 
@@ -405,7 +405,7 @@ If the validate API doesn’t find any issue in the detector configuration, it r
 {}
 ```
 
-If the validate API finds an issue, it returns a message explaining what's wrong with the configuration. In this example, the feature query is aggregating over a field that doesn’t exist in the data source:
+If the validate API finds an issue, it returns a message explaining what's wrong with the configuration. In this example, the feature query aggregates over a field that doesn’t exist in the data source:
 
 #### Sample response
 

From 8fb4c250a0757ae243698f45cadea965a7d365d9 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 8 Nov 2021 14:08:34 -0800
Subject: [PATCH 142/229] minor changes

---
 _monitoring-plugins/ad/api.md   | 2 +-
 _monitoring-plugins/ad/index.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 4f6fb3e3..08668404 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -340,7 +340,7 @@ Returns whether the detector configuration has any issues that might prevent Ope
 
 You can use the validate API to identify issues in your detector configuration before creating the detector.
 
-The request body consists of the detector configuration and follows the same format as the request body of the [create detector API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api#create-anomaly-detector). You can pass an additional detector parameter to validate a specific detector.
+The request body consists of the detector configuration and follows the same format as the request body of the [create detector API]({{site.url}}{{site.baseurl}}/monitoring-plugins/ad/api#create-anomaly-detector). 
 
 #### Request
 
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index afc6d0e7..bd219106 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -110,7 +110,7 @@ We recommend experimenting with historical analysis with different feature sets
 
 ## Step 4: Review and create
 
-Review your detector settings and model configurations to make sure that they're valid and then proceed to select **Create detector**.
+Review your detector settings and model configurations to make sure that they're valid and then select **Create detector**.
 
 ![Anomaly detection results]({{site.url}}{{site.baseurl}}/images/review_ad.png)
 

From 46861d8c8d261b6560b75d65bafb5e16f96215c8 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Mon, 8 Nov 2021 15:11:06 -0800
Subject: [PATCH 143/229] Add DCO workflow

Signed-off-by: Miki <mehranb@amazon.com>
---
 .github/workflows/dco.yml | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)
 create mode 100644 .github/workflows/dco.yml

diff --git a/.github/workflows/dco.yml b/.github/workflows/dco.yml
new file mode 100644
index 00000000..d4c9ff2c
--- /dev/null
+++ b/.github/workflows/dco.yml
@@ -0,0 +1,18 @@
+name: Developer Certificate of Origin Check
+
+on: [pull_request]
+
+jobs:
+  check:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Get PR Commits
+      id: 'get-pr-commits'
+      uses: tim-actions/get-pr-commits@v1.1.0
+      with:
+        token: ${{ secrets.GITHUB_TOKEN }}
+    - name: DCO Check
+      uses: tim-actions/dco@v1.1.0
+      with:
+        commits: ${{ steps.get-pr-commits.outputs.commits }}
\ No newline at end of file

From f0c8609c80e75aeed09bc1e3800ada34c5b80606 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 10 Nov 2021 11:46:32 -0800
Subject: [PATCH 144/229] ..

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _monitoring-plugins/ad/api.md   | 25 +++++++++++++-----
 _monitoring-plugins/ad/index.md | 46 ++++++++++++++++++++++-----------
 2 files changed, 50 insertions(+), 21 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 9abf4b0f..af3b4946 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -24,7 +24,7 @@ Introduced 1.0
 
 Creates an anomaly detector.
 
-This command creates a single-entity detector named `test-detector` that finds anomalies based on the sum of the `value` field:
+This command creates a single-entity detector named `test-detector` that finds anomalies based on the sum of the `value` field and stores the result in a custom `opensearch-ad-plugin-result-test` index:
 
 #### Request
 
@@ -76,7 +76,8 @@ POST _plugins/_anomaly_detection/detectors
       "interval": 1,
       "unit": "Minutes"
     }
-  }
+  },
+  "result_index" : "opensearch-ad-plugin-result-test"
 }
 ```
 
@@ -1974,20 +1975,26 @@ Introduced 1.0
 
 Returns all results for a search query.
 
-To search anomaly results for `grade` greater than 0 for real-time analysis:
+Specify the `only_query_custom_result_index` parameter (default value is `false`) to search both the custom result index and default result index. To search only the custom result index, set this parameter to `true`:
+
+```json
+POST _plugins/_anomaly_detection/detectors/results/_search/<custom_result_index>?only_query_custom_result_index=true
+```
+
+The following example searches anomaly results for grade greater than 0 for real-time analysis:
 
 #### Request
 
 ```json
-GET _plugins/_anomaly_detection/detectors/results/_search
-POST _plugins/_anomaly_detection/detectors/results/_search
+GET_plugins/_anomaly_detection/detectors/results/_search/opensearch-ad-plugin-result-test
+POST _plugins/_anomaly_detection/detectors/results/_search/opensearch-ad-plugin-result-test
 {
   "query": {
     "bool": {
       "filter": [
         {
           "term": {
-            "detector_id": "Zi5zTXwBwf_U8gjUTfJG"
+            "detector_id": "EWy02nwBm38sXcF2AiFJ"
           }
         },
         {
@@ -2010,6 +2017,10 @@ POST _plugins/_anomaly_detection/detectors/results/_search
 }
 ```
 
+If you specify the custom result index like in this example, the search results API searches both the default result indices and custom result indices.
+
+If you don't specify the custom result index and you just use the `_plugins/_anomaly_detection/detectors/results/_search` URL, the anomaly detection plugin searches only the default result indices.
+
 Real-time detection doesn't persist the task ID in the anomaly result, so the task ID will be null.
 
 #### Sample response
@@ -2907,6 +2918,8 @@ Introduced 1.1
 
 Deletes the results of a detector based on a query.
 
+This command doesn't delete any custom result indices. You need to manually delete any custom result indices that you don’t need anymore.
+
 #### Request
 
 ```json
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index 88161545..cfb5cd4a 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -25,21 +25,37 @@ To first test with sample streaming data, you can try out one of the preconfigur
 A detector is an individual anomaly detection task. You can define multiple detectors, and all the detectors can run simultaneously, with each analyzing data from different sources.
 
 1. Choose **Create detector**.
-1. Enter a name and brief description. Make sure the name is unique and descriptive enough to help you to identify the purpose of the detector.
-1. For **Data source**, choose the index you want to use as the data source. You can optionally use index patterns to choose multiple indices.
-1. (Optional) For **Data filter**, filter the index you chose as the data source. From the **Data filter** menu, choose **Add data filter**, and then design your filter query by selecting **Field**, **Operator**, and **Value**, or choose **Use query DSL** and add your own JSON filter query.
-1. Select the **Timestamp field** in your index.
-1. For **Operation settings**, define the **Detector interval**, which is the time interval at which the detector collects data.
-- The detector aggregates the data in this interval, then feeds the aggregated result into the anomaly detection model.
-The shorter you set this interval, the fewer data points the detector aggregates.
-The anomaly detection model uses a shingling process, a technique that uses consecutive data points to create a sample for the model. This process needs a certain number of aggregated data points from contiguous intervals.
-- We recommend setting the detector interval based on your actual data. If it's too long it might delay the results, and if it's too short it might miss some data. It also won't have a sufficient number of consecutive data points for the shingle process.
-1. (Optional) To add extra processing time for data collection, specify a **Window delay** value. This value tells the detector that the data is not ingested into OpenSearch in real time but with a certain delay.
-Set the window delay to shift the detector interval to account for this delay.
-- For example, say the detector interval is 10 minutes and data is ingested into your cluster with a general delay of 1 minute.
-Assume the detector runs at 2:00. The detector attempts to get the last 10 minutes of data from 1:50 to 2:00, but because of the 1-minute delay, it only gets 9 minutes of data and misses the data from 1:59 to 2:00.
-Setting the window delay to 1 minute shifts the interval window to 1:49 - 1:59, so the detector accounts for all 10 minutes of the detector interval time.
-1. Choose **Next**.
+1. Add in the detector details.
+   - Enter a name and brief description. Make sure the name is unique and descriptive enough to help you to identify the purpose of the detector.
+1. Specify the data source.   
+   - For **Data source**, choose the index you want to use as the data source. You can optionally use index patterns to choose multiple indices.
+   - (Optional) For **Data filter**, filter the index you chose as the data source. From the **Data filter** menu, choose **Add data filter**, and then design your filter query by selecting **Field**, **Operator**, and **Value**, or choose **Use query DSL** and add your own JSON filter query.
+1. Specify a timestamp.    
+   - Select the **Timestamp field** in your index.
+1. Define operation settings.
+   - For **Operation settings**, define the **Detector interval**, which is the time interval at which the detector collects data.
+      - The detector aggregates the data in this interval, then feeds the aggregated result into the anomaly detection model.
+      The shorter you set this interval, the fewer data points the detector aggregates.
+      The anomaly detection model uses a shingling process, a technique that uses consecutive data points to create a sample for the model. This process needs a certain number of aggregated data points from contiguous intervals.
+
+      - We recommend setting the detector interval based on your actual data. If it's too long it might delay the results, and if it's too short it might miss some data. It also won't have a sufficient number of consecutive data points for the shingle process.
+
+   - (Optional) To add extra processing time for data collection, specify a **Window delay** value.
+      - This value tells the detector that the data is not ingested into OpenSearch in real time but with a certain delay. Set the window delay to shift the detector interval to account for this delay.
+      - For example, say the detector interval is 10 minutes and data is ingested into your cluster with a general delay of 1 minute. Assume the detector runs at 2:00. The detector attempts to get the last 10 minutes of data from 1:50 to 2:00, but because of the 1-minute delay, it only gets 9 minutes of data and misses the data from 1:59 to 2:00. Setting the window delay to 1 minute shifts the interval window to 1:49 - 1:59, so the detector accounts for all 10 minutes of the detector interval time.
+1. Specify custom result index.
+   - If you want to store the anomaly detection results in your own index, choose **Enable custom result index** and specify the custom index to store the result.
+      - If the custom index you specify doesn’t already exist, the anomaly detection plugin creates this index when you create the detector and start your real-time or historical analysis.
+      - If the custom index already exists, the plugin checks if the index mapping of the custom index matches the anomaly result file. You need to make sure the custom index has valid mapping as shown here: [anomaly-results.json](https://github.com/opensearch-project/anomaly-detection/blob/main/src/main/resources/mappings/anomaly-results.json).
+   - To use the custom result index option, you need the following permissions:
+      - `indices:admin/create` - If the custom index already exists, you don't need this.
+      - `indices:data/write/index` - You need the `write` permission for the anomaly detection plugin to write results into the custom index for a single-entity detector.
+      - `indices:data/write/delete` - Because the detector might generate a large number of anomaly results, you need the `delete` permission to delete old data and save disk space.
+      - `indices:data/write/bulk*` -  You need the `bulk*` permission because the anomaly detection plugin uses the bulk API to write results into the custom index.
+   - Managing the custom result index:
+      - The anomaly detection dashboard queries all detectors’ results from all custom result indices. Having too many custom result indices might impact the performance of the anomaly detection plugin.
+      - We recommend you use [Index State Management]({{site.url}}{{site.baseurl}}/im-plugin/ism/index/) to rollover old result indices. You can also manually delete or archive any old result indices.
+1. Choose **Next**.   
 
 After you define the detector, the next step is to configure the model.
 

From 2f319949347a81038a17ac9f6cf9446ecb37a8fc Mon Sep 17 00:00:00 2001
From: Israel Calvete <icalvete@gmail.com>
Date: Thu, 11 Nov 2021 18:33:23 +0100
Subject: [PATCH 145/229] Validate Ruby client.

---
 _clients/index.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/_clients/index.md b/_clients/index.md
index 2f3513dd..aa262b88 100644
--- a/_clients/index.md
+++ b/_clients/index.md
@@ -31,6 +31,7 @@ Client | Recommended version
 [Java high-level REST client](https://search.maven.org/artifact/org.elasticsearch.client/elasticsearch-rest-high-level-client/7.13.4/jar) | 7.13.4
 [Python Elasticsearch client](https://pypi.org/project/elasticsearch/7.13.4/) | 7.13.4
 [Elasticsearch Node.js client](https://www.npmjs.com/package/@elastic/elasticsearch/v/7.13.0) | 7.13.0
+[Ruby Elasticsearch client](https://rubygems.org/gems/elasticsearch/versions/7.13.0) | 7.13.0
 
 If you test a legacy client and verify that it works, please [submit a PR](https://github.com/opensearch-project/documentation-website/pulls) and add it to this table.
 

From 1091285780b96832ebece8c6146559b0bfceb7f4 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Thu, 11 Nov 2021 13:59:50 -0800
Subject: [PATCH 146/229] Incorporated feedback

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _monitoring-plugins/ad/api.md   | 34 +++++++++++++++++++++++++++------
 _monitoring-plugins/ad/index.md |  8 ++++++--
 2 files changed, 34 insertions(+), 8 deletions(-)

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index af3b4946..e8a03522 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -1975,18 +1975,38 @@ Introduced 1.0
 
 Returns all results for a search query.
 
-Specify the `only_query_custom_result_index` parameter (default value is `false`) to search both the custom result index and default result index. To search only the custom result index, set this parameter to `true`:
+You have the following search options:
 
-```json
-POST _plugins/_anomaly_detection/detectors/results/_search/<custom_result_index>?only_query_custom_result_index=true
-```
+- To search only the default result index, simply use the search API:
+
+  ```json
+  POST _plugins/_anomaly_detection/detectors/results/_search/
+  ```
+
+- To search both the custom result index and default result index, you can either add the custom result index to the search API:
+
+  ```json
+  POST _plugins/_anomaly_detection/detectors/results/_search/<custom_result_index>
+  ```
+
+  Or, add the custom result index and set the `only_query_custom_result_index` parameter to `false`:
+
+  ```json
+  POST _plugins/_anomaly_detection/detectors/results/_search/<custom_result_index>?only_query_custom_result_index=false
+  ```  
+
+- To search only the custom result index, add the custom result index to the search API and set the `only_query_custom_result_index` parameter to `true`:
+
+  ```json
+  POST _plugins/_anomaly_detection/detectors/results/_search/<custom_result_index>?only_query_custom_result_index=true
+  ```
 
 The following example searches anomaly results for grade greater than 0 for real-time analysis:
 
 #### Request
 
 ```json
-GET_plugins/_anomaly_detection/detectors/results/_search/opensearch-ad-plugin-result-test
+GET _plugins/_anomaly_detection/detectors/results/_search/opensearch-ad-plugin-result-test
 POST _plugins/_anomaly_detection/detectors/results/_search/opensearch-ad-plugin-result-test
 {
   "query": {
@@ -2918,7 +2938,9 @@ Introduced 1.1
 
 Deletes the results of a detector based on a query.
 
-This command doesn't delete any custom result indices. You need to manually delete any custom result indices that you don’t need anymore.
+The delete detector results API only deletes anomaly result documents in the default result index. It doesn't support deleting anomaly result documents stored in any custom result indices.
+
+You need to manually delete anomaly result documents that you don't need from custom result indices.
 
 #### Request
 
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index cfb5cd4a..a29be684 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -44,7 +44,11 @@ A detector is an individual anomaly detection task. You can define multiple dete
       - This value tells the detector that the data is not ingested into OpenSearch in real time but with a certain delay. Set the window delay to shift the detector interval to account for this delay.
       - For example, say the detector interval is 10 minutes and data is ingested into your cluster with a general delay of 1 minute. Assume the detector runs at 2:00. The detector attempts to get the last 10 minutes of data from 1:50 to 2:00, but because of the 1-minute delay, it only gets 9 minutes of data and misses the data from 1:59 to 2:00. Setting the window delay to 1 minute shifts the interval window to 1:49 - 1:59, so the detector accounts for all 10 minutes of the detector interval time.
 1. Specify custom result index.
-   - If you want to store the anomaly detection results in your own index, choose **Enable custom result index** and specify the custom index to store the result.
+   - If you want to store the anomaly detection results in your own index, choose **Enable custom result index** and specify the custom index to store the result. The anomaly detection plugin adds an `opensearch-ad-plugin-result-` prefix to the index name that you input. For example, if you input `abc` as the result index name, the final index name is `opensearch-ad-plugin-result-abc`.
+
+   You can use the dash “-” sign to separate the namespace to manage custom result index permissions. For example, if you use `opensearch-ad-plugin-result-financial-us-group1` as the result index, you can create a permission role based on the pattern `opensearch-ad-plugin-result-financial-us-*` to represent the "financial" department at a granular level for the "us" area. 
+   {: .note }
+
       - If the custom index you specify doesn’t already exist, the anomaly detection plugin creates this index when you create the detector and start your real-time or historical analysis.
       - If the custom index already exists, the plugin checks if the index mapping of the custom index matches the anomaly result file. You need to make sure the custom index has valid mapping as shown here: [anomaly-results.json](https://github.com/opensearch-project/anomaly-detection/blob/main/src/main/resources/mappings/anomaly-results.json).
    - To use the custom result index option, you need the following permissions:
@@ -54,7 +58,7 @@ A detector is an individual anomaly detection task. You can define multiple dete
       - `indices:data/write/bulk*` -  You need the `bulk*` permission because the anomaly detection plugin uses the bulk API to write results into the custom index.
    - Managing the custom result index:
       - The anomaly detection dashboard queries all detectors’ results from all custom result indices. Having too many custom result indices might impact the performance of the anomaly detection plugin.
-      - We recommend you use [Index State Management]({{site.url}}{{site.baseurl}}/im-plugin/ism/index/) to rollover old result indices. You can also manually delete or archive any old result indices.
+      - You can use [Index State Management]({{site.url}}{{site.baseurl}}/im-plugin/ism/index/) to rollover old result indices. You can also manually delete or archive any old result indices. We recommend reusing a custom result index for multiple detectors.
 1. Choose **Next**.   
 
 After you define the detector, the next step is to configure the model.

From 2882c841cd2784e5c2ee97b0558c99fdf94a17c3 Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Thu, 11 Nov 2021 14:52:40 -0800
Subject: [PATCH 147/229] Escaped quotes

Signed-off by: Keith Chan <chankei@amazon.com>
---
 _search-plugins/ppl/commands.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_search-plugins/ppl/commands.md b/_search-plugins/ppl/commands.md
index fa472d06..6ab816ab 100644
--- a/_search-plugins/ppl/commands.md
+++ b/_search-plugins/ppl/commands.md
@@ -498,7 +498,7 @@ Field | Description | Required
 To get all documents from the `accounts` index where `account_number` is 1 or gender is `F`:
 
 ```sql
-search source=accounts | where account_number=1 or gender="F" | fields account_number, gender;
+search source=accounts | where account_number=1 or gender=\"F\" | fields account_number, gender;
 ```
 
 | account_number | gender

From a11d931a992b957de86d210f66a14fc2d7534c2c Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Thu, 11 Nov 2021 15:09:19 -0800
Subject: [PATCH 148/229] Escaped more characters

Signed-off by: Keith Chan <chankei@amazon.com>
---
 _search-plugins/ppl/commands.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_search-plugins/ppl/commands.md b/_search-plugins/ppl/commands.md
index 6ab816ab..b84f26d0 100644
--- a/_search-plugins/ppl/commands.md
+++ b/_search-plugins/ppl/commands.md
@@ -57,7 +57,7 @@ search source=accounts;
 To get all documents from the `accounts` index that have either `account_number` equal to 1 or have `gender` as `F`:
 
 ```sql
-search source=accounts account_number=1 or gender="F";
+search source=accounts account_number=1 or gender=\"F\";
 ```
 
 | account_number | firstname | address | balance | gender | city | employer | state | age | email | lastname |

From c128c2937403e5377b10922e3c2097fbbd8d7aef Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Thu, 11 Nov 2021 15:23:12 -0800
Subject: [PATCH 149/229] Fixed typos

Signed off by: Signed-off-by: Keith Chan <chankei@amazon.com>
---
 _search-plugins/ppl/commands.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/_search-plugins/ppl/commands.md b/_search-plugins/ppl/commands.md
index b84f26d0..727b3955 100644
--- a/_search-plugins/ppl/commands.md
+++ b/_search-plugins/ppl/commands.md
@@ -79,7 +79,7 @@ Field | Description | Type | Required | Default
 :--- | :--- |:--- |:--- |:---
 `int` |  Retain the specified number of duplicate events for each combination. The number must be greater than 0. If you do not specify a number, only the first occurring event is kept and all other duplicates are removed from the results. | `string` | No | 1
 `keepempty` | If true, keep the document if any field in the field list has a null value or a field missing. | `nested list of objects` | No | False
-`consecutive` | If true, remove only consecutive events with duplicate combinations of values. | No | False | -
+`consecutive` | If true, remove only consecutive events with duplicate combinations of values. | `Boolean` | No | False
 `field-list` | Specify a comma-delimited field list. At least one field is required. | Yes | - | -
 
 *Example 1*: Dedup by one field
@@ -213,12 +213,12 @@ search source=accounts | eval doubleAge = age * 2, ddAge = doubleAge * 2 | field
 
 ## fields
 
-Use the `field` command to keep or remove fields from a search result.
+Use the `fields` command to keep or remove fields from a search result.
 
 ### Syntax
 
 ```sql
-field [+|-] <field-list>
+fields [+|-] <field-list>
 ```
 
 Field | Description | Required | Default

From 52fac96ad2fb4388cc7b440fac7cf51cf61fecca Mon Sep 17 00:00:00 2001
From: Keith Chan <12404772+keithhc2@users.noreply.github.com>
Date: Thu, 11 Nov 2021 15:35:40 -0800
Subject: [PATCH 150/229] Fixed `field-list` in `dedup`

Signed-off-by: Keith Chan <chankei@amazon.com>
---
 _search-plugins/ppl/commands.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_search-plugins/ppl/commands.md b/_search-plugins/ppl/commands.md
index 727b3955..7f180cc4 100644
--- a/_search-plugins/ppl/commands.md
+++ b/_search-plugins/ppl/commands.md
@@ -80,7 +80,7 @@ Field | Description | Type | Required | Default
 `int` |  Retain the specified number of duplicate events for each combination. The number must be greater than 0. If you do not specify a number, only the first occurring event is kept and all other duplicates are removed from the results. | `string` | No | 1
 `keepempty` | If true, keep the document if any field in the field list has a null value or a field missing. | `nested list of objects` | No | False
 `consecutive` | If true, remove only consecutive events with duplicate combinations of values. | `Boolean` | No | False
-`field-list` | Specify a comma-delimited field list. At least one field is required. | Yes | - | -
+`field-list` | Specify a comma-delimited field list. At least one field is required. | `string` or comma-separated list of strings | Yes | -
 
 *Example 1*: Dedup by one field
 

From 8332843c5acff32d034e341048d8fc1b72fce045 Mon Sep 17 00:00:00 2001
From: Liz Snyder <31932630+lizsnyder@users.noreply.github.com>
Date: Fri, 12 Nov 2021 05:39:43 -0800
Subject: [PATCH 151/229] Fix link

---
 _opensearch/install/helm.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_opensearch/install/helm.md b/_opensearch/install/helm.md
index ccbd4502..e66bf3a8 100644
--- a/_opensearch/install/helm.md
+++ b/_opensearch/install/helm.md
@@ -20,7 +20,7 @@ Resource | Description
 The specification in the default Helm chart supports many standard use cases and setups. You can modify the default chart to configure your desired specifications and set Transport Layer Security (TLS) and role-based access control (RBAC).
 
 For information about the default configuration, steps to configure security, and configurable parameters, see the
-[README](https://github.com/opensearch-project/helm-charts/tree/main/charts).
+[README](https://github.com/opensearch-project/helm-charts/blob/main/README.md).
 
 The instructions here assume you have a Kubernetes cluster with Helm preinstalled. See the [Kubernetes documentation](https://kubernetes.io/docs/setup/) for steps to configure a Kubernetes cluster and the [Helm documentation](https://helm.sh/docs/intro/install/) to install Helm.
 {: .note }

From b9c7520ebdc4f075d6597b0fddcf76e7e04028a9 Mon Sep 17 00:00:00 2001
From: Ryan Bogan <rbogan@amazon.com>
Date: Fri, 12 Nov 2021 20:23:23 +0000
Subject: [PATCH 152/229] Add support for codeowners to repo

Signed-off-by: Ryan Bogan <rbogan@amazon.com>
---
 .github/CODEOWNERS | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 .github/CODEOWNERS

diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
new file mode 100644
index 00000000..ee246a32
--- /dev/null
+++ b/.github/CODEOWNERS
@@ -0,0 +1,2 @@
+# This should match the owning team set up in https://github.com/orgs/opensearch-project/teams
+*   @opensearch-project/docs
\ No newline at end of file

From bb030d08dc98fbef984971e3152be19e45dc1bb4 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Mon, 15 Nov 2021 12:09:27 -0800
Subject: [PATCH 153/229] 1.2 updates

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _config.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_config.yml b/_config.yml
index 63d4cb50..12a4d91c 100644
--- a/_config.yml
+++ b/_config.yml
@@ -5,8 +5,8 @@ baseurl: "/docs/latest" # the subpath of your site, e.g. /blog
 url: "https://opensearch.org" # the base hostname & protocol for your site, e.g. http://example.com
 permalink: /:path/
 
-opensearch_version: 1.1.0
-opensearch_major_minor_version: 1.1
+opensearch_version: 1.2.0
+opensearch_major_minor_version: 1.2
 lucene_version: 8_9_0
 
 # Build settings

From cf9e27ecfa2d2dada1088b080eda415c1b33d4ed Mon Sep 17 00:00:00 2001
From: John Mazanec <jmazane@amazon.com>
Date: Mon, 15 Nov 2021 16:03:19 -0800
Subject: [PATCH 154/229] Update index to include faiss feature

Signed-off-by: John Mazanec <jmazane@amazon.com>
---
 _search-plugins/knn/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_search-plugins/knn/index.md b/_search-plugins/knn/index.md
index 5948f1f4..4e67dced 100644
--- a/_search-plugins/knn/index.md
+++ b/_search-plugins/knn/index.md
@@ -18,7 +18,7 @@ This plugin supports three different methods for obtaining the k-nearest neighbo
 
 1. **Approximate k-NN**
 
-    The first method takes an approximate nearest neighbor approach---it uses the HNSW algorithm to return the approximate k-nearest neighbors to a query vector. This algorithm sacrifices indexing speed and search accuracy in return for lower latency and more scalable search. To learn more about the algorithm, please refer to [nmslib's documentation](https://github.com/nmslib/nmslib/) or [the paper introducing the algorithm](https://arxiv.org/abs/1603.09320).
+    The first method takes an approximate nearest neighbor approach---it uses one of several different algorithms to return the approximate k-nearest neighbors to a query vector. Usually, these algorithm sacrifices indexing speed and search accuracy in return for performance benefits such as lower latency, smaller memory footprints and more scalable search. To learn more about the algorithms, please refer to [nmslib](https://github.com/nmslib/nmslib/)'s and [faiss](https://github.com/facebookresearch/faiss/wiki)'s documentation.
 
     Approximate k-NN is the best choice for searches over large indices (i.e. hundreds of thousands of vectors or more) that require low latency. You should not use approximate k-NN if you want to apply a filter on the index before the k-NN search, which greatly reduces the number of vectors to be searched. In this case, you should use either the script scoring method or painless extensions.
 

From 66df9f9cd560d0cd8675495f1ae1d74dbf883df8 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Mon, 15 Nov 2021 16:09:14 -0800
Subject: [PATCH 155/229] Added new IM 1.2 settings

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _im-plugin/index-rollups/settings.md | 22 ++++++++++++++++++++++
 _im-plugin/ism/settings.md           |  1 +
 2 files changed, 23 insertions(+)
 create mode 100644 _im-plugin/index-rollups/settings.md

diff --git a/_im-plugin/index-rollups/settings.md b/_im-plugin/index-rollups/settings.md
new file mode 100644
index 00000000..6f600e1c
--- /dev/null
+++ b/_im-plugin/index-rollups/settings.md
@@ -0,0 +1,22 @@
+---
+layout: default
+title: Settings
+parent: Index rollups
+nav_order: 30
+---
+
+# Index rollup settings
+
+We don't recommend changing these settings; the defaults should work well for most use cases.
+
+All settings are available using the OpenSearch `_cluster/settings` operation. None require a restart, and all can be marked `persistent` or `transient`.
+
+Setting | Default | Description
+:--- | :--- | :---
+`plugins.rollup.search.backoff_millis` | 1000 milliseconds | The backoff time between retries for failed rollup jobs.
+`plugins.rollup.search.backoff_count` | 5 | How many retries the plugin should attempt for failed rollup jobs.
+`plugins.rollup.search.search_all_jobs` | false | Whether OpenSearch should return all jobs that match the specified search term. If disabled, OpenSearch returns just one of the jobs that matches the term, as opposed to all.
+`plugins.rollup.dashboards.enabled` | true | Whether rollups are enabled in OpenSearch Dashboards.
+`plugins.rollup.enabled` | true | Whether the rollup plugin is enabled.
+`plugins.ingest.backoff_millis` | 1000 milliseconds | The backoff time between data ingestions for rollup jobs.
+`plugins.ingest.backoff_count` | 5 | How many retries the plugin should attempt for failed ingestions.
diff --git a/_im-plugin/ism/settings.md b/_im-plugin/ism/settings.md
index 77ce3a92..38ca75c4 100644
--- a/_im-plugin/ism/settings.md
+++ b/_im-plugin/ism/settings.md
@@ -17,6 +17,7 @@ Setting | Default | Description
 :--- | :--- | :---
 `plugins.index_state_management.enabled` | True | Specifies whether ISM is enabled or not.
 `plugins.index_state_management.job_interval` | 5 minutes | The interval at which the managed index jobs are run.
+`plugins.index_state_management.jitter` | 0.6 | A delay that is added to a job's base run time to prevent a surge of activity from all indices at the same time. A value of 0.6 means 60% of run time is added to the base run time. For example, if you have a base run time of 30 minutes, a value of 0.6 means 18 minutes gets added to your run time, for a total of 48 minutes. Maximum is 1, which means an additional run time of 100%. This maximum cannot exceed `plugins.jobscheduler.jitter_limit`, which also has a default of 0.6. For example, if `plugins.index_state_management.jitter` is set to 0.8, ISM uses `plugins.jobscheduler.jitter_limit` of 0.6 instead.
 `plugins.index_state_management.coordinator.sweep_period` | 10 minutes | How often the routine background sweep is run.
 `plugins.index_state_management.coordinator.backoff_millis` | 50 milliseconds | The backoff time between retries for failures in the `ManagedIndexCoordinator` (such as when we update managed indices).
 `plugins.index_state_management.coordinator.backoff_count` | 2 | The count of retries for failures in the `ManagedIndexCoordinator`.

From e6f868c3359eb26fa764b29e7349adbe4698f391 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Mon, 15 Nov 2021 16:54:04 -0800
Subject: [PATCH 156/229] Addressed feedback

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _im-plugin/index-rollups/settings.md | 2 +-
 _im-plugin/ism/settings.md           | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/_im-plugin/index-rollups/settings.md b/_im-plugin/index-rollups/settings.md
index 6f600e1c..fae08dad 100644
--- a/_im-plugin/index-rollups/settings.md
+++ b/_im-plugin/index-rollups/settings.md
@@ -15,7 +15,7 @@ Setting | Default | Description
 :--- | :--- | :---
 `plugins.rollup.search.backoff_millis` | 1000 milliseconds | The backoff time between retries for failed rollup jobs.
 `plugins.rollup.search.backoff_count` | 5 | How many retries the plugin should attempt for failed rollup jobs.
-`plugins.rollup.search.search_all_jobs` | false | Whether OpenSearch should return all jobs that match the specified search term. If disabled, OpenSearch returns just one of the jobs that matches the term, as opposed to all.
+`plugins.rollup.search.search_all_jobs` | false | Whether OpenSearch should return all jobs that match all specified search terms. If disabled, OpenSearch returns just one, as opposed to all, of the jobs that matches the search terms.
 `plugins.rollup.dashboards.enabled` | true | Whether rollups are enabled in OpenSearch Dashboards.
 `plugins.rollup.enabled` | true | Whether the rollup plugin is enabled.
 `plugins.ingest.backoff_millis` | 1000 milliseconds | The backoff time between data ingestions for rollup jobs.
diff --git a/_im-plugin/ism/settings.md b/_im-plugin/ism/settings.md
index 38ca75c4..31fbe5a2 100644
--- a/_im-plugin/ism/settings.md
+++ b/_im-plugin/ism/settings.md
@@ -17,7 +17,7 @@ Setting | Default | Description
 :--- | :--- | :---
 `plugins.index_state_management.enabled` | True | Specifies whether ISM is enabled or not.
 `plugins.index_state_management.job_interval` | 5 minutes | The interval at which the managed index jobs are run.
-`plugins.index_state_management.jitter` | 0.6 | A delay that is added to a job's base run time to prevent a surge of activity from all indices at the same time. A value of 0.6 means 60% of run time is added to the base run time. For example, if you have a base run time of 30 minutes, a value of 0.6 means 18 minutes gets added to your run time, for a total of 48 minutes. Maximum is 1, which means an additional run time of 100%. This maximum cannot exceed `plugins.jobscheduler.jitter_limit`, which also has a default of 0.6. For example, if `plugins.index_state_management.jitter` is set to 0.8, ISM uses `plugins.jobscheduler.jitter_limit` of 0.6 instead.
+`plugins.index_state_management.jitter` | 0.6 | A randomized delay that is added to a job's base run time to prevent a surge of activity from all indices at the same time. A value of 0.6 means a delay of 0-60% of a job interval is added to the base interval. For example, if you have a base interval time of 30 minutes, a value of 0.6 means an amount anywhere between 0 to 18 minutes gets added to your job interval. Maximum is 1, which means an additional interval time of 100%. This maximum cannot exceed `plugins.jobscheduler.jitter_limit`, which also has a default of 0.6. For example, if `plugins.index_state_management.jitter` is set to 0.8, ISM uses `plugins.jobscheduler.jitter_limit` of 0.6 instead.
 `plugins.index_state_management.coordinator.sweep_period` | 10 minutes | How often the routine background sweep is run.
 `plugins.index_state_management.coordinator.backoff_millis` | 50 milliseconds | The backoff time between retries for failures in the `ManagedIndexCoordinator` (such as when we update managed indices).
 `plugins.index_state_management.coordinator.backoff_count` | 2 | The count of retries for failures in the `ManagedIndexCoordinator`.

From 24c3712c99790812d2f7f73fd33e19d7b9acb24f Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Mon, 15 Nov 2021 17:02:32 -0800
Subject: [PATCH 157/229] Version updates

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _dashboards/install/plugins.md | 13 +++++++++++++
 _opensearch/install/plugins.md | 24 ++++++++++++------------
 2 files changed, 25 insertions(+), 12 deletions(-)

diff --git a/_dashboards/install/plugins.md b/_dashboards/install/plugins.md
index e0fc9d29..eb90229c 100644
--- a/_dashboards/install/plugins.md
+++ b/_dashboards/install/plugins.md
@@ -28,6 +28,19 @@ If you don't want to use the all-in-one installation options, you can install th
     </tr>
   </thead>
   <tbody>
+  <tr>
+  <td>1.2.0</td>
+  <td>
+  <pre>alertingDashboards          1.2.0.0
+anomalyDetectionDashboards  1.2.0.0
+ganttChartDashboards        1.2.0.0
+indexManagementDashboards   1.2.0.0
+queryWorkbenchDashboards    1.2.0.0
+reportsDashboards           1.2.0.0
+securityDashboards          1.2.0.0
+</pre>
+  </td>
+  </tr>
   <tr>
     <td>1.1.0</td>
     <td>
diff --git a/_opensearch/install/plugins.md b/_opensearch/install/plugins.md
index f322ec89..e73a671b 100644
--- a/_opensearch/install/plugins.md
+++ b/_opensearch/install/plugins.md
@@ -68,18 +68,18 @@ ingest-attachment                    1.1.0
 mapper-annotated-text                1.1.0
 mapper-murmur3                       1.1.0
 mapper-size                          1.1.0
-opensearch-alerting                  1.1.0.0
-opensearch-anomaly-detection         1.1.0.0
-opensearch-asynchronous-search       1.1.0.0
-opensearch-cross-cluster-replication 1.1.0.0
-opensearch-index-management          1.1.0.0
-opensearch-job-scheduler             1.1.0.0
-opensearch-knn                       1.1.0.0
-opensearch-notebooks                 1.1.0.0
-opensearch-performance-analyzer      1.1.0.0
-opensearch-reports-scheduler         1.1.0.0
-opensearch-security                  1.1.0.0
-opensearch-sql                       1.1.0.0
+opensearch-alerting                  1.2.0.0
+opensearch-anomaly-detection         1.2.0.0
+opensearch-asynchronous-search       1.2.0.0
+opensearch-cross-cluster-replication 1.2.0.0
+opensearch-index-management          1.2.0.0
+opensearch-job-scheduler             1.2.0.0
+opensearch-knn                       1.2.0.0
+opensearch-notebooks                 1.2.0.0
+opensearch-performance-analyzer      1.2.0.0
+opensearch-reports-scheduler         1.2.0.0
+opensearch-security                  1.2.0.0
+opensearch-sql                       1.2.0.0
 repository-azure                     1.1.0
 repository-gcs                       1.1.0
 repository-hdfs                      1.1.0

From 13413429fa9339c0a5fe7665dcca7a772db46a63 Mon Sep 17 00:00:00 2001
From: John Mazanec <jmazane@amazon.com>
Date: Mon, 15 Nov 2021 17:50:17 -0800
Subject: [PATCH 158/229] Update settings for faiss

Signed-off-by: John Mazanec <jmazane@amazon.com>
---
 _search-plugins/knn/settings.md | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

diff --git a/_search-plugins/knn/settings.md b/_search-plugins/knn/settings.md
index a39f4855..bbcb37c6 100644
--- a/_search-plugins/knn/settings.md
+++ b/_search-plugins/knn/settings.md
@@ -13,11 +13,13 @@ The k-NN plugin adds several new cluster settings.
 
 Setting | Default | Description
 :--- | :--- | :---
-`knn.algo_param.index_thread_qty` | 1 | The number of threads used for graph creation. Keeping this value low reduces the CPU impact of the k-NN plugin, but also reduces indexing performance.
-`knn.cache.item.expiry.enabled` | false | Whether to remove graphs that have not been accessed for a certain duration from memory.
-`knn.cache.item.expiry.minutes` | 3h | If enabled, the idle time before removing a graph from memory.
-`knn.circuit_breaker.unset.percentage` | 75.0 | The native memory usage threshold for the circuit breaker. Memory usage must be below this percentage of `knn.memory.circuit_breaker.limit` for `knn.circuit_breaker.triggered` to remain false.
+`knn.algo_param.index_thread_qty` | 1 | The number of threads used for native library index creation. Keeping this value low reduces the CPU impact of the k-NN plugin, but also reduces indexing performance.
+`knn.cache.item.expiry.enabled` | false | Whether to remove native library indices that have not been accessed for a certain duration from memory.
+`knn.cache.item.expiry.minutes` | 3h | If enabled, the idle time before removing a native library index from memory.
+`knn.circuit_breaker.unset.percentage` | 75% | The native memory usage threshold for the circuit breaker. Memory usage must be below this percentage of `knn.memory.circuit_breaker.limit` for `knn.circuit_breaker.triggered` to remain false.
 `knn.circuit_breaker.triggered` | false | True when memory usage exceeds the `knn.circuit_breaker.unset.percentage` value.
-`knn.memory.circuit_breaker.limit` | 50% | The native memory limit for graphs. At the default value, if a machine has 100 GB of memory and the JVM uses 32 GB, the k-NN plugin uses 50% of the remaining 68 GB (34 GB). If memory usage exceeds this value, k-NN removes the least recently used graphs.
+`knn.memory.circuit_breaker.limit` | 50% | The native memory limit for native library indices. At the default value, if a machine has 100 GB of memory and the JVM uses 32 GB, the k-NN plugin uses 50% of the remaining 68 GB (34 GB). If memory usage exceeds this value, k-NN removes the least recently used native library indices.
 `knn.memory.circuit_breaker.enabled` | true | Whether to enable the k-NN memory circuit breaker.
 `knn.plugin.enabled`| true | Enables or disables the k-NN plugin.
+`knn.model.index.number_of_shards`| 1 | Number of shards to use for the model system index, the OpenSearch index that stores the models used for Approximate k-NN Search.
+`knn.model.index.number_of_replicas`| 1 | Number of replica shards to use for the model system index. Generally, in a multi-node cluster, this should be at least 1 to increase stability.

From f37576fc83cd2814feabf842f580987f5c82b059 Mon Sep 17 00:00:00 2001
From: John Mazanec <jmazane@amazon.com>
Date: Mon, 15 Nov 2021 18:00:10 -0800
Subject: [PATCH 159/229] Update information about JNI library

Signed-off-by: John Mazanec <jmazane@amazon.com>
---
 _search-plugins/knn/jni-libraries.md | 17 +++++++++++++++++
 _search-plugins/knn/jni-library.md   | 13 -------------
 2 files changed, 17 insertions(+), 13 deletions(-)
 create mode 100644 _search-plugins/knn/jni-libraries.md
 delete mode 100644 _search-plugins/knn/jni-library.md

diff --git a/_search-plugins/knn/jni-libraries.md b/_search-plugins/knn/jni-libraries.md
new file mode 100644
index 00000000..474dada4
--- /dev/null
+++ b/_search-plugins/knn/jni-libraries.md
@@ -0,0 +1,17 @@
+---
+layout: default
+title: JNI libraries
+nav_order: 6
+parent: k-NN
+has_children: false
+---
+
+# JNI libraries
+
+To integrate [nmslib's](https://github.com/nmslib/nmslib/) and  [faiss's](https://github.com/facebookresearch/faiss/) Approximate k-NN functionality (implemented in C++) into the k-NN plugin (implemented in Java), we created a Java Native Interface, which lets the k-NN plugin make calls to the native libraries. To implement this, we create 3 libraries: `libopensearchknn_nmslib`, the JNI library that interfaces with nmslib, `libopensearchknn_faiss`, the JNI library that interfaces with faiss, and `libopensearchknn_common`, a library containing common shared functionality between native libraries.
+
+The libraries `libopensearchknn_faiss` and `libopensearchknn_nmslib` are lazily loaded when they are first called in the plugin. This means that if you are only planning on using one of the libraries, the other one will never be loaded.
+
+For building the libraries from source, please refer to the [DEVELOPER_GUIDE](https://github.com/opensearch-project/k-NN/blob/main/DEVELOPER_GUIDE.md).
+
+For more information about JNI, see [Java Native Interface](https://en.wikipedia.org/wiki/Java_Native_Interface) on Wikipedia.
diff --git a/_search-plugins/knn/jni-library.md b/_search-plugins/knn/jni-library.md
deleted file mode 100644
index 2a88b906..00000000
--- a/_search-plugins/knn/jni-library.md
+++ /dev/null
@@ -1,13 +0,0 @@
----
-layout: default
-title: JNI library
-nav_order: 6
-parent: k-NN
-has_children: false
----
-
-# JNI library
-
-To integrate [nmslib's](https://github.com/nmslib/nmslib/) approximate k-NN functionality (implemented in C++) into the k-NN plugin (implemented in Java), we created a Java Native Interface library, which lets the k-NN plugin leverage nmslib's functionality. To see how we build the JNI library binary and learn how to get the most of it in your production environment, see [JNI Library Artifacts](https://github.com/opensearch-project/k-NN#jni-library-artifacts).
-
-For more information about JNI, see [Java Native Interface](https://en.wikipedia.org/wiki/Java_Native_Interface) on Wikipedia.

From 8261044593f5201c7bf8f6643a1df8de9a939607 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 15 Nov 2021 20:04:48 -0800
Subject: [PATCH 160/229] added permission

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _monitoring-plugins/ad/index.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index a29be684..3b429a2c 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -46,7 +46,7 @@ A detector is an individual anomaly detection task. You can define multiple dete
 1. Specify custom result index.
    - If you want to store the anomaly detection results in your own index, choose **Enable custom result index** and specify the custom index to store the result. The anomaly detection plugin adds an `opensearch-ad-plugin-result-` prefix to the index name that you input. For example, if you input `abc` as the result index name, the final index name is `opensearch-ad-plugin-result-abc`.
 
-   You can use the dash “-” sign to separate the namespace to manage custom result index permissions. For example, if you use `opensearch-ad-plugin-result-financial-us-group1` as the result index, you can create a permission role based on the pattern `opensearch-ad-plugin-result-financial-us-*` to represent the "financial" department at a granular level for the "us" area. 
+   You can use the dash “-” sign to separate the namespace to manage custom result index permissions. For example, if you use `opensearch-ad-plugin-result-financial-us-group1` as the result index, you can create a permission role based on the pattern `opensearch-ad-plugin-result-financial-us-*` to represent the "financial" department at a granular level for the "us" area.
    {: .note }
 
       - If the custom index you specify doesn’t already exist, the anomaly detection plugin creates this index when you create the detector and start your real-time or historical analysis.
@@ -54,6 +54,7 @@ A detector is an individual anomaly detection task. You can define multiple dete
    - To use the custom result index option, you need the following permissions:
       - `indices:admin/create` - If the custom index already exists, you don't need this.
       - `indices:data/write/index` - You need the `write` permission for the anomaly detection plugin to write results into the custom index for a single-entity detector.
+      - `indices:data/read/search` - You need the `search` permission because the anomaly detection plugin needs to search custom result indices to show results on the anomaly detection UI.
       - `indices:data/write/delete` - Because the detector might generate a large number of anomaly results, you need the `delete` permission to delete old data and save disk space.
       - `indices:data/write/bulk*` -  You need the `bulk*` permission because the anomaly detection plugin uses the bulk API to write results into the custom index.
    - Managing the custom result index:

From 3f97194542398ace13a9098dee5afe3d187551b2 Mon Sep 17 00:00:00 2001
From: John Mazanec <jmazane@amazon.com>
Date: Mon, 15 Nov 2021 20:08:21 -0800
Subject: [PATCH 161/229] Update apis for faiss feature

Signed-off-by: John Mazanec <jmazane@amazon.com>
---
 _search-plugins/knn/api.md | 328 +++++++++++++++++++++++++++++++------
 1 file changed, 277 insertions(+), 51 deletions(-)

diff --git a/_search-plugins/knn/api.md b/_search-plugins/knn/api.md
index 1817bf55..35583ad2 100644
--- a/_search-plugins/knn/api.md
+++ b/_search-plugins/knn/api.md
@@ -1,6 +1,6 @@
 ---
 layout: default
-title: k-NN API
+title: API
 nav_order: 5
 parent: k-NN
 has_children: false
@@ -8,7 +8,7 @@ has_children: false
 
 # k-NN plugin API
 
-The k-NN plugin adds two API operations to help you better manage the plugin's functionality.
+The k-NN plugin adds several APIs for managing, monitoring and optimizing your k-NN workload.
 
 
 ## Stats
@@ -23,25 +23,35 @@ GET /_plugins/_knn/nodeId1,nodeId2/stats/statName1,statName2
 Statistic |  Description
 :--- | :---
 `circuit_breaker_triggered` | Indicates whether the circuit breaker is triggered. This statistic is only relevant to approximate k-NN search.
-`total_load_time` | The time in nanoseconds that k-NN has taken to load graphs into the cache. This statistic is only relevant to approximate k-NN search.
-`eviction_count` | The number of graphs that have been evicted from the cache due to memory constraints or idle time. This statistic is only relevant to approximate k-NN search. <br /> **Note**: Explicit evictions that occur because of index deletion aren't counted.
-`hit_count` | The number of cache hits. A cache hit occurs when a user queries a graph that's already loaded into memory. This statistic is only relevant to approximate k-NN search.
-`miss_count` | The number of cache misses. A cache miss occurs when a user queries a graph that isn't loaded into memory yet. This statistic is only relevant to approximate k-NN search.
-`graph_memory_usage` | Current cache size (total size of all graphs in memory) in kilobytes. This statistic is only relevant to approximate k-NN search.
-`graph_memory_usage_percentage` | The current weight of the cache as a percentage of the maximum cache capacity.
-`graph_index_requests` | The number of requests to add the `knn_vector` field of a document into a graph.
-`graph_index_errors` | The number of requests to add the `knn_vector` field of a document into a graph that have produced an error.
-`graph_query_requests` | The number of graph queries that have been made.
-`graph_query_errors` | The number of graph queries that have produced an error.
+`total_load_time` | The time in nanoseconds that k-NN has taken to load native library indices into the cache. This statistic is only relevant to approximate k-NN search.
+`eviction_count` | The number of native library indices that have been evicted from the cache due to memory constraints or idle time. This statistic is only relevant to approximate k-NN search. <br /> **Note**: Explicit evictions that occur because of index deletion aren't counted.
+`hit_count` | The number of cache hits. A cache hit occurs when a user queries a native library index that's already loaded into memory. This statistic is only relevant to approximate k-NN search.
+`miss_count` | The number of cache misses. A cache miss occurs when a user queries a native library index that isn't loaded into memory yet. This statistic is only relevant to approximate k-NN search.
+`graph_memory_usage` | The amount of native memory native library indices are using on the node in kilobytes.
+`graph_memory_usage_percentage` | The amount of native memory native library indices are using on the node as a percentage of the maximum cache capacity.
+`graph_index_requests` | The number of requests to add the `knn_vector` field of a document into a native library index.
+`graph_index_errors` | The number of requests to add the `knn_vector` field of a document into a native library index that have produced an error.
+`graph_query_requests` | The number of native library index queries that have been made.
+`graph_query_errors` | The number of native library index queries that have produced an error.
 `knn_query_requests` | The number of k-NN query requests received.
 `cache_capacity_reached` | Whether `knn.memory.circuit_breaker.limit` has been reached. This statistic is only relevant to approximate k-NN search.
-`load_success_count` | The number of times k-NN successfully loaded a graph into the cache. This statistic is only relevant to approximate k-NN search.
-`load_exception_count` | The number of times an exception occurred when trying to load a graph into the cache. This statistic is only relevant to approximate k-NN search.
-`indices_in_cache` | For each index that has graphs in the cache, this statistic provides the number of graphs that index has and the total `graph_memory_usage` that index is using, in kilobytes.
+`load_success_count` | The number of times k-NN successfully loaded a native library index into the cache. This statistic is only relevant to approximate k-NN search.
+`load_exception_count` | The number of times an exception occurred when trying to load a native library index into the cache. This statistic is only relevant to approximate k-NN search.
+`indices_in_cache` | For each OpenSearch index  with a `knn_vector` field and approximate k-NN turned on, this statistic provides the number of native library indices that OpenSearch index has and the total `graph_memory_usage` that the OpenSearch index is using, in kilobytes.
 `script_compilations` | The number of times the k-NN script has been compiled. This value should usually be 1 or 0, but if the cache containing the compiled scripts is filled, the k-NN script might be recompiled. This statistic is only relevant to k-NN score script search.
 `script_compilation_errors` | The number of errors during script compilation. This statistic is only relevant to k-NN score script search.
 `script_query_requests` | The total number of script queries. This statistic is only relevant to k-NN score script search.
 `script_query_errors` | The number of errors during script queries. This statistic is only relevant to k-NN score script search.
+`nmslib_initialized` | Boolean value indicating whether the *nmslib* JNI library has been loaded and initialized on the node.
+`faiss_initialized` | Boolean value indicating whether the *faiss* JNI library has been loaded and initialized on the node.
+`model_index_status` | Status of model system index. Valid values are "red", "yellow", "green". If the index does not exist, this will be null.
+`indexing_from_model_degraded` | Boolean value indicating if indexing from a model is degraded. This will happen if there is not enough JVM memory to cache the models.
+`training_requests` | The number of training requests made to the node.
+`training_errors` | The number of training errors that have occurred on the node.
+`training_memory_usage` | The amount of native memory training is using on the node in kilobytes.
+`training_memory_usage_percentage` | The amount of native memory training is using on the node as a percentage of the maximum cache capacity.
+
+**Note**: Some stats contain *graph* in the name. In these cases, *graph* is synonymous with *native library index*. The term *graph* is a legacy detail, coming from when the plugin only supported the HNSW algorithm, which consists of hierarchical graphs. 
 
 
 ### Usage
@@ -54,37 +64,45 @@ GET /_plugins/_knn/stats?pretty
         "successful" : 1,
         "failed" : 0
     },
-    "cluster_name" : "_run",
+    "cluster_name" : "my-cluster",
     "circuit_breaker_triggered" : false,
+    "model_index_status" : "YELLOW",
     "nodes" : {
-        "HYMrXXsBSamUkcAjhjeN0w" : {
-            "eviction_count" : 0,
-            "miss_count" : 1,
-            "graph_memory_usage" : 1,
-            "graph_memory_usage_percentage" : 3.68,
-            "graph_index_requests" : 7,
-            "graph_index_errors" : 1,
-            "knn_query_requests" : 4,
-            "graph_query_requests" : 30,
-            "graph_query_errors" : 15,
-            "indices_in_cache" : {
-                "myindex" : {
-                    "graph_memory_usage" : 2,
-                    "graph_memory_usage_percentage" : 3.68,
-                    "graph_count" : 2
-                }
-            },
-            "cache_capacity_reached" : false,
-            "load_exception_count" : 0,
-            "hit_count" : 0,
-            "load_success_count" : 1,
-            "total_load_time" : 2878745,
-            "script_compilations" : 1,
-            "script_compilation_errors" : 0,
-            "script_query_requests" : 534,
-            "script_query_errors" : 0
-        }
+      "JdfxIkOS1-43UxqNz98nw" : {
+        "graph_memory_usage_percentage" : 3.68,
+        "graph_query_requests" : 1420920,
+        "graph_memory_usage" : 2,
+        "cache_capacity_reached" : false,
+        "load_success_count" : 179,
+        "training_memory_usage" : 0,
+        "indices_in_cache" : {
+            "myindex" : {
+                "graph_memory_usage" : 2,
+                "graph_memory_usage_percentage" : 3.68,
+                "graph_count" : 2
+            }
+        },
+        "script_query_errors" : 0,
+        "hit_count" : 1420775,
+        "knn_query_requests" : 147092,
+        "total_load_time" : 2436679306,
+        "miss_count" : 179,
+        "training_memory_usage_percentage" : 0.0,
+        "graph_index_requests" : 656,
+        "faiss_initialized" : true,
+        "load_exception_count" : 0,
+        "training_errors" : 0,
+        "eviction_count" : 0,
+        "nmslib_initialized" : false,
+        "script_compilations" : 0,
+        "script_query_requests" : 0,
+        "graph_query_errors" : 0,
+        "indexing_from_model_degraded" : false,
+        "graph_index_errors" : 0,
+        "training_requests" : 17,
+        "script_compilation_errors" : 0
     }
+  }
 }
 ```
 
@@ -96,7 +114,7 @@ GET /_plugins/_knn/HYMrXXsBSamUkcAjhjeN0w/stats/circuit_breaker_triggered,graph_
         "successful" : 1,
         "failed" : 0
     },
-    "cluster_name" : "_run",
+    "cluster_name" : "my-cluster",
     "circuit_breaker_triggered" : false,
     "nodes" : {
         "HYMrXXsBSamUkcAjhjeN0w" : {
@@ -111,13 +129,13 @@ GET /_plugins/_knn/HYMrXXsBSamUkcAjhjeN0w/stats/circuit_breaker_triggered,graph_
 Introduced 1.0
 {: .label .label-purple }
 
-The Hierarchical Navigable Small World (HNSW) graphs used to perform an approximate k-Nearest Neighbor (k-NN) search are stored as `.hnsw` files with other Apache Lucene segment files. In order for you to perform a search on these graphs using the k-NN plugin, the plugin needs to load these files into native memory.
+The native library indices used to perform approximate k-Nearest Neighbor (k-NN) search are stored as special files with other Apache Lucene segment files. In order for you to perform a search on these indices using the k-NN plugin, the plugin needs to load these files into native memory.
 
-If the plugin hasn't loaded the graphs into native memory, it loads them when it receives a search request. The loading time can cause high latency during initial queries. To avoid this situation, users often run random queries during a warmup period. After this warmup period, the graphs are loaded into native memory and their production workloads can begin. This loading process is indirect and requires extra effort.
+If the plugin hasn't loaded the files into native memory, it loads them when it receives a search request. The loading time can cause high latency during initial queries. To avoid this situation, users often run random queries during a warmup period. After this warmup period, the files are loaded into native memory and their production workloads can begin. This loading process is indirect and requires extra effort.
 
-As an alternative, you can avoid this latency issue by running the k-NN plugin warmup API operation on whatever indices you're interested in searching. This operation loads all the graphs for all of the shards (primaries and replicas) of all the indices specified in the request into native memory.
+As an alternative, you can avoid this latency issue by running the k-NN plugin warmup API operation on whatever indices you're interested in searching. This operation loads all the native library files for all of the shards (primaries and replicas) of all the indices specified in the request into native memory.
 
-After the process finishes, you can start searching against the indices with no initial latency penalties. The warmup API operation is idempotent, so if a segment's graphs are already loaded into memory, this operation has no impact on those graphs. It only loads graphs that aren't currently in memory.
+After the process finishes, you can start searching against the indices with no initial latency penalties. The warmup API operation is idempotent, so if a segment's native library files are already loaded into memory, this operation has no impact. It only loads files that aren't currently in memory.
 
 
 ### Usage
@@ -150,8 +168,216 @@ After the operation has finished, use the [k-NN `_stats` API operation](#stats)
 
 For the warmup operation to function properly, follow these best practices:
 
-* Don't run merge operations on indices that you want to warm up. During merge, the k-NN plugin creates new segments, and old segments are sometimes deleted. For example, you could encounter a situation in which the warmup API operation loads graphs A and B into native memory, but segment C is created from segments A and B being merged. The graphs for A and B would no longer be in memory, and graph C would also not be in memory. In this case, the initial penalty for loading graph C is still present.
+* Don't run merge operations on indices that you want to warm up. During merge, the k-NN plugin creates new segments, and old segments are sometimes deleted. For example, you could encounter a situation in which the warmup API operation loads native library indices A and B into native memory, but segment C is created from segments A and B being merged. The native library indices for A and B would no longer be in memory, and native library index C would also not be in memory. In this case, the initial penalty for loading native library index C is still present.
 
-* Confirm that all graphs you want to warm up can fit into native memory. For more information about the native memory limit, see the [knn.memory.circuit_breaker.limit statistic]({{site.url}}{{site.baseurl}}/search-plugins/knn/settings#cluster-settings). High graph memory usage causes cache thrashing, which can lead to operations constantly failing and attempting to run again.
+* Confirm that all native library indices you want to warm up can fit into native memory. For more information about the native memory limit, see the [knn.memory.circuit_breaker.limit statistic]({{site.url}}{{site.baseurl}}/search-plugins/knn/settings#cluster-settings). High graph memory usage causes cache thrashing, which can lead to operations constantly failing and attempting to run again.
 
-* Don't index any documents that you want to load into the cache. Writing new information to segments prevents the warmup API operation from loading the graphs until they're searchable. This means that you would have to run the warmup operation again after indexing finishes.
+* Don't index any documents that you want to load into the cache. Writing new information to segments prevents the warmup API operation from loading the native library indices until they're searchable. This means that you would have to run the warmup operation again after indexing finishes.
+
+## Get Model
+Introduced 1.2
+{: .label .label-purple }
+
+Used to retrieve information about models present in the cluster. Some native library index configurations require [a training step](ADD ME) before indexing and querying can begin. The 
+output of training is a model that can then be used to initialize native library index files during indexing. The model
+is serialized in the [k-NN model system index](ADD ME).  
+
+```
+GET /_plugins/_knn/models/{model_id}
+```
+
+Response Field |  Description
+:--- | :---
+`model_id` | The id of the fetched model.
+`model_blob` | The base64 encoded string of the serialized model.
+`state` | Current state of the model. Either "created", "failed", "training".
+`timestamp` | Time when the model was created.
+`description` | User provided description of the model.
+`error` | Error message explaining why the model is in the failed state.
+`space_type` | Space type this model is trained for.
+`dimension` | Dimension this model is for.
+`engine` | Native library used to create model. Either "faiss" or "nmslib". 
+
+### Usage
+
+```json
+GET /_plugins/_knn/models/test-model?pretty
+{
+  "model_id" : "test-model",
+  "model_blob" : "SXdGbIAAAAAAAAAAAA...",
+  "state" : "created",
+  "timestamp" : "2021-11-15T18:45:07.505369036Z",
+  "description" : "Default",
+  "error" : "",
+  "space_type" : "l2",
+  "dimension" : 128,
+  "engine" : "faiss" 
+}
+```
+
+```json
+GET /_plugins/_knn/models/test-model?pretty&filter_path=model_id,state
+{
+  "model_id" : "test-model",
+  "state" : "created"
+}
+```
+
+## Search Model
+Introduced 1.2
+{: .label .label-purple }
+
+Use an OpenSearch query to search for models in the index.
+
+### Usage
+```json
+GET/POST /_plugins/_knn/models/_search?pretty&_source_excludes=model_blob
+{
+    "query": {
+         ...
+     }
+}
+
+{
+    "took" : 0,
+    "timed_out" : false,
+    "_shards" : {
+        "total" : 1,
+        "successful" : 1,
+        "skipped" : 0,
+        "failed" : 0
+    },
+    "hits" : {
+      "total" : {
+          "value" : 1,
+          "relation" : "eq"
+      },
+    "max_score" : 1.0,
+    "hits" : [
+      {
+        "_index" : ".opensearch-knn-models",
+        "_type" : "_doc",
+        "_id" : "test-model",
+        "_score" : 1.0,
+        "_source" : {
+          "engine" : "faiss",
+          "space_type" : "l2",
+          "description" : "Default",
+          "model_id" : "test-model",
+          "state" : "created",
+          "error" : "",
+          "dimension" : 128,
+          "timestamp" : "2021-11-15T18:45:07.505369036Z"
+        }
+      }
+    ]
+  }
+}
+```
+
+## Delete Model
+Introduced 1.2
+{: .label .label-purple }
+
+Used to delete a particular model in the cluster.
+
+### Usage
+
+```json
+DELETE /_plugins/_knn/models/{model_id}
+{
+  "model_id": {model_id},
+  "acknowledged": true
+}
+```
+
+
+
+### Usage
+
+## Train Model
+Introduced 1.2
+{: .label .label-purple }
+
+Create and train a model that can be used for initializing k-NN native library indices during indexing. This API will 
+pull training data from a `knn_vector` field in a training index and then create and train a model and then serialize it
+to the model system index. Training data must match the dimension passed into the body of the request. This request 
+will return when training begins. To monitor the state of the model, use the [get model API](ADD ME).  
+
+Query Parameter |  Description
+:--- | :---
+`model_id` | (Optional) The id of the fetched model. If not specified, a random id will be generated.
+`node_id` | (Optional) Preferred node to execute training. If set, this node will be used to perform training if it is deemed to be capable.
+
+Request Parameter |  Description
+:--- | :---
+`training_index` | Index from where training data from.
+`training_field` | `knn_vector` field from `training_index` to grab training data from. Dimension of this field must match `dimension` passed in to this request.  
+`dimension` | Dimension this model is for.
+`max_training_vector_count` | (Optional) Maximum number of vectors from the training index to use for training. Defaults to all of the vectors in the index.
+`search_size` | (Optional) Training data is pulled from the training index with scroll queries. Defines the number of results to return per scroll query. Defaults to 10,000.
+`description` | (Optional) User provided description of the model.
+`method` | Configuration of ANN method used for search. For more information on possible methods, refer to the [method documentation](ADD ME). Method must require training to be valid.
+   
+
+### Usage
+
+```json
+POST /_plugins/_knn/models/{model_id}/_train?preference={node_id}
+{
+    "training_index": "train-index-name",
+    "training_field": "train-field-name",
+    "dimension": 16,
+    "max_training_vector_count": 1200,
+    "search_size": 100,
+    "description": "My model",
+    "method": {
+        "name":"ivf",
+        "engine":"faiss",
+        "space_type": "l2",
+        "parameters":{
+            "nlists":128,
+            "encoder":{
+                "name":"pq",
+                "parameters":{
+                    "code_size":8
+                }
+            }
+        }
+    }
+}
+
+{
+    "model_id": "model_x"
+}
+```
+
+```json
+POST /_plugins/_knn/models/_train?preference={node_id}
+{
+    "training_index": "train-index-name",
+    "training_field": "train-field-name",
+    "dimension": 16,
+    "max_training_vector_count": 1200,
+    "search_size": 100,
+    "description": "My model",
+    "method": {
+        "name":"ivf",
+        "engine":"faiss",
+        "space_type": "l2",
+        "parameters":{
+            "nlists":128,
+            "encoder":{
+                "name":"pq",
+                "parameters":{
+                    "code_size":8
+                }
+            }
+        }
+    }
+}
+
+{
+    "model_id": "dcdwscddscsad"
+}
+```

From 3755a3f8f5757b73ca7bc7b937d1dc872e9c0352 Mon Sep 17 00:00:00 2001
From: John Mazanec <jmazane@amazon.com>
Date: Tue, 16 Nov 2021 12:52:05 -0800
Subject: [PATCH 162/229] Update performance tuning for faiss

Signed-off-by: John Mazanec <jmazane@amazon.com>
---
 _search-plugins/knn/performance-tuning.md | 39 +++++++----------------
 1 file changed, 11 insertions(+), 28 deletions(-)

diff --git a/_search-plugins/knn/performance-tuning.md b/_search-plugins/knn/performance-tuning.md
index 1d1f8a1a..dfda9584 100644
--- a/_search-plugins/knn/performance-tuning.md
+++ b/_search-plugins/knn/performance-tuning.md
@@ -8,9 +8,9 @@ nav_order: 8
 # Performance tuning
 
 This topic provides performance tuning recommendations to improve indexing and search performance for approximate k-NN. From a high level, k-NN works according to these principles:
-* Graphs are created per knn_vector field / (Lucene) segment pair.
+* Native library indices are created per knn_vector field / (Lucene) segment pair.
 * Queries execute on segments sequentially inside the shard (same as any other OpenSearch query).
-* Each graph in the segment returns <=k neighbors.
+* Each native library index in the segment returns <=k neighbors.
 * The coordinator node picks up final size number of neighbors from the neighbors returned by each shard.
 
 This topic also provides recommendations for comparing approximate k-NN to exact k-NN with score script.
@@ -35,13 +35,13 @@ Take the following steps to improve indexing performance, especially when you pl
 
 * **Disable replicas (no OpenSearch replica shard)**
 
-   Set replicas to `0` to prevent duplicate construction of graphs in both primary and replica shards. When you enable replicas after indexing finishes, the serialized graphs are directly copied. If you have no replicas, losing nodes might cause data loss, so it's important that the data lives elsewhere so this initial load can be retried in case of an issue.
+   Set replicas to `0` to prevent duplicate construction of native library indices in both primary and replica shards. When you enable replicas after indexing finishes, the serialized native library indices are directly copied. If you have no replicas, losing nodes might cause data loss, so it's important that the data lives elsewhere so this initial load can be retried in case of an issue.
 
 * **Increase the number of indexing threads**
 
-   If the hardware you choose has multiple cores, you can allow multiple threads in graph construction by speeding up the indexing process. Determine the number of threads to allot with the [knn.algo_param.index_thread_qty]({{site.url}}{{site.baseurl}}/search-plugins/knn/settings#cluster-settings) setting.
+   If the hardware you choose has multiple cores, you can allow multiple threads in native library index construction by speeding up the indexing process. Determine the number of threads to allot with the [knn.algo_param.index_thread_qty]({{site.url}}{{site.baseurl}}/search-plugins/knn/settings#cluster-settings) setting.
 
-  Keep an eye on CPU utilization and choose the correct number of threads. Because graph construction is costly, having multiple threads can cause additional CPU load.
+  Keep an eye on CPU utilization and choose the correct number of threads. Because native library index construction is costly, having multiple threads can cause additional CPU load.
 
 ## Search performance tuning
 
@@ -49,7 +49,7 @@ Take the following steps to improve search performance:
 
 * **Reduce segment count**
 
-   To improve search performance, you must keep the number of segments under control. Lucene's IndexSearcher searches over all of the segments in a shard to find the 'size' best results. However, because the complexity of search for the HNSW algorithm is logarithmic with respect to the number of vectors, searching over five graphs with 100 vectors each and then taking the top 'size' results from 5*k results will take longer than searching over one graph with 500 vectors and then taking the top size results from k results.
+   To improve search performance, you must keep the number of segments under control. Lucene's IndexSearcher searches over all of the segments in a shard to find the 'size' best results.
 
    Ideally, having one segment per shard provides the optimal performance with respect to search latency. You can configure an index to have multiple shards to avoid giant shards and achieve more parallelism.
 
@@ -57,9 +57,9 @@ Take the following steps to improve search performance:
 
 * **Warm up the index**
 
-   Graphs are constructed during indexing, but they're loaded into memory during the first search. In Lucene, each segment is searched sequentially (so, for k-NN, each segment returns up to k nearest neighbors of the query point), and the top 'size' number of results based on the score are returned from all the results returned by segements at a shard level (higher score = better result).
+   Native library indices are constructed during indexing, but they're loaded into memory during the first search. In Lucene, each segment is searched sequentially (so, for k-NN, each segment returns up to k nearest neighbors of the query point), and the top 'size' number of results based on the score are returned from all the results returned by segements at a shard level (higher score = better result).
 
-   Once a graph is loaded (graphs are loaded outside OpenSearch JVM), OpenSearch caches them in memory. Initial queries are expensive and take a few seconds, while subsequent queries are faster and take milliseconds (assuming the k-NN circuit breaker isn't hit).
+   Once a native library index is loaded (native library indices are loaded outside OpenSearch JVM), OpenSearch caches them in memory. Initial queries are expensive and take a few seconds, while subsequent queries are faster and take milliseconds (assuming the k-NN circuit breaker isn't hit).
 
    To avoid this latency penalty during your first queries, you can use the warmup API operation on the indices you want to search:
 
@@ -74,9 +74,9 @@ Take the following steps to improve search performance:
    }
    ```
 
-   The warmup API operation loads all graphs for all shards (primary and replica) for the specified indices into the cache, so there's no penalty to load graphs during initial searches.
+   The warmup API operation loads all native library indices for all shards (primary and replica) for the specified indices into the cache, so there's no penalty to load native library indices during initial searches.
 
-   **Note**: This API operation only loads the segments of the indices it ***sees*** into the cache. If a merge or refresh operation finishes after the API runs, or if you add new documents, you need to rerun the API to load those graphs into memory.
+   **Note**: This API operation only loads the segments of the indices it ***sees*** into the cache. If a merge or refresh operation finishes after the API runs, or if you add new documents, you need to rerun the API to load those native library indices into memory.
 
 * **Avoid reading stored fields**
 
@@ -84,27 +84,10 @@ Take the following steps to improve search performance:
 
 ## Improving recall
 
-Recall depends on multiple factors like number of vectors, number of dimensions, segments, and so on. Searching over a large number of small segments and aggregating the results leads to better recall than searching over a small number of large segments and aggregating results. The larger the graph, the more chances of losing recall if you're using smaller algorithm parameters. Choosing larger values for algorithm parameters should help solve this issue but sacrifices search latency and indexing time. That being said, it's important to understand your system's requirements for latency and accuracy, and then choose the number of segments you want your index to have based on experimentation.
-
-To configure recall, adjust the algorithm parameters of the HNSW algorithm exposed through index settings. Algorithm parameters that control recall are `m`, `ef_construction`, and `ef_search`. For more information about how algorithm parameters influence indexing and search recall, see [HNSW algorithm parameters](https://github.com/nmslib/hnswlib/blob/master/ALGO_PARAMS.md). Increasing these values can help recall and lead to better search results, but at the cost of higher memory utilization and increased indexing time.
+Recall depends on multiple factors like number of vectors, number of dimensions, segments, and so on. Searching over a large number of small segments and aggregating the results leads to better recall than searching over a small number of large segments and aggregating results. The larger the native library index, the more chances of losing recall if you're using smaller algorithm parameters. Choosing larger values for algorithm parameters should help solve this issue but sacrifices search latency and indexing time. That being said, it's important to understand your system's requirements for latency and accuracy, and then choose the number of segments you want your index to have based on experimentation.
 
 The default recall values work on a broader set of use cases, but make sure to run your own experiments on your data sets and choose the appropriate values. For index-level settings, see [Index settings]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index#index-settings).
 
-## Estimating memory usage
-
-In a typical OpenSearch cluster, a certain portion of RAM is set aside for the JVM heap. The k-NN plugin allocates graphs to a portion of the remaining RAM. This portion's size is determined by the `circuit_breaker_limit` cluster setting. By default, the limit is set at 50%.
-
-The memory required for graphs is estimated to be `1.1 * (4 * dimension + 8 * M)` bytes/vector.
-
-As an example, assume you have a million vectors with a dimension of 256 and M of 16. The memory requirement can be estimated as follows:
-
-```
-1.1 * (4 *256 + 8 * 16) * 1,000,000 ~= 1.26 GB
-```
-
-Having a replica doubles the total number of vectors.
-{: .note }
-
 ## Approximate nearest neighbor versus score script
 
 The standard k-NN query and custom scoring option perform differently. Test with a representative set of documents to see if the search results and latencies match your expectations.

From 9d086d984fc8787de6773361302c70f08c0fa9e8 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 16 Nov 2021 13:15:26 -0800
Subject: [PATCH 163/229] =?UTF-8?q?=E2=80=9C..=E2=80=9D?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _monitoring-plugins/ad/api.md   |  67 ++++++++++++++++++++++++++++++++
 _monitoring-plugins/ad/index.md |   6 +++
 images/multi-category-ad.png    | Bin 0 -> 314265 bytes
 3 files changed, 73 insertions(+)
 create mode 100644 images/multi-category-ad.png

diff --git a/_monitoring-plugins/ad/api.md b/_monitoring-plugins/ad/api.md
index 9abf4b0f..cb02fd51 100644
--- a/_monitoring-plugins/ad/api.md
+++ b/_monitoring-plugins/ad/api.md
@@ -2195,6 +2195,73 @@ POST _plugins/_anomaly_detection/detectors/results/_search
 
 ---
 
+## Search top anomalies
+Introduced 1.2
+{: .label .label-purple }
+
+Returns the top anomaly results for a high-cardinality detector, bucketed by categorical field values.
+
+You can pass a `historical` boolean parameter to specify whether you want to analyze real-time or historical results.
+
+#### Request
+
+```json
+GET _plugins/_anomaly_detection/detectors/<detectorId>/results/_topAnomalies?historical=false
+{
+  "size": 3,
+  "category_field": [
+    "ip"
+  ],
+  "order": "severity",
+  "task_id": "example-task-id",
+  "start_time_ms": 123456789000,
+  "end_time_ms": 987654321000
+}
+```
+
+#### Sample response
+
+```json
+{
+  "buckets": [
+    {
+      "key": {
+        "ip": "1.2.3.4"
+      },
+      "doc_count": 10,
+      "max_anomaly_grade": 0.8
+    },
+    {
+      "key": {
+        "ip": "5.6.7.8"
+      },
+      "doc_count": 12,
+      "max_anomaly_grade": 0.6
+    },
+    {
+      "key": {
+        "ip": "9.10.11.12"
+      },
+      "doc_count": 3,
+      "max_anomaly_grade": 0.5
+    }
+  ]
+}
+```
+
+You can specify the following options.
+
+Options | Description | Type | Required
+:--- | :--- |:--- |:--- |
+`size` |  Specify the number of top buckets that you want to see. Default is 10. The maximum number is 10,000. | `integer` | No
+`category_field` |  Specify the set of category fields that you want to aggregate on. Defaults to all category fields for the detector. | `list` | No
+`order` |  Specify `severity` (anomaly grade) or `occurrence` (number of anomalies). Default is `severity`. | `string` | No
+`task_id`  |  Specify a historical task ID to see results only from that specific task. Use only when `historical=true`, otherwise the anomaly detection plugin ignores this parameter. | `string` | No
+`start_time_ms` | Specify the time to start analyzing results, in Epoch milliseconds. | `long` | Yes
+`end_time_ms` |  Specify the time to end analyzing results, in Epoch milliseconds. | `long` | Yes
+
+---
+
 ## Get detector stats
 Introduced 1.0
 {: .label .label-purple }
diff --git a/_monitoring-plugins/ad/index.md b/_monitoring-plugins/ad/index.md
index 88161545..3e9427e6 100644
--- a/_monitoring-plugins/ad/index.md
+++ b/_monitoring-plugins/ad/index.md
@@ -139,6 +139,12 @@ If you set the category field, you see an additional **Heat map** chart. The hea
 Choose and drag over the anomaly line chart to zoom in and see a more detailed view of an anomaly.
 {: .note }
 
+If you have set multiple category fields, you can select a subset of fields to filter and sort the fields by. Selecting a subset of fields lets you see the top values of one field that share a common value with another field.
+
+For example, if you have a detector with the category fields `ip` and `endpoint`, you can select `endpoint` in the **View by** dropdown menu. Then, select a specific cell to overlay the top 20 values of `ip` on the charts. The anomaly detection plugin selects the top `ip` by default. You can see a maximum of 5 individual time-series values at the same time.
+
+![Anomaly detection results]({{site.url}}{{site.baseurl}}/images/multi-category-ad.png)
+
 ## Step 6: Set up alerts
 
 Under **Real-time results**, choose **Set up alerts** and configure a monitor to notify you when anomalies are detected. For steps to create a monitor and set up notifications based on your anomaly detector, see [Monitors]({{site.url}}{{site.baseurl}}/monitoring-plugins/alerting/monitors/).
diff --git a/images/multi-category-ad.png b/images/multi-category-ad.png
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From c36de56088ba894acbc13dfaa6185c1d07026707 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 16 Nov 2021 13:25:29 -0800
Subject: [PATCH 164/229] =?UTF-8?q?=E2=80=9C..=E2=80=9D?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _monitoring-plugins/ad/result-mapping.md | 319 +++++++++++++++++++++++
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 create mode 100644 _monitoring-plugins/ad/result-mapping.md

diff --git a/_monitoring-plugins/ad/result-mapping.md b/_monitoring-plugins/ad/result-mapping.md
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--- /dev/null
+++ b/_monitoring-plugins/ad/result-mapping.md
@@ -0,0 +1,319 @@
+---
+layout: default
+title: Anomaly result mapping
+parent: Anomaly detection
+nav_order: 6
+---
+
+# Anomaly result mapping
+
+If you enabled custom result index, the anomaly detection plugin stores the results in your own index.
+
+If the anomaly detector doesn’t detect an anomaly, the result has the following format:
+
+```json
+{
+  "detector_id": "kzcZ43wBgEQAbjDnhzGF",
+  "schema_version": 5,
+  "data_start_time": 1635898161367,
+  "data_end_time": 1635898221367,
+  "feature_data": [
+    {
+      "feature_id": "processing_bytes_max",
+      "feature_name": "processing bytes max",
+      "data": 2322
+    },
+    {
+      "feature_id": "processing_bytes_avg",
+      "feature_name": "processing bytes avg",
+      "data": 1718.6666666666667
+    },
+    {
+      "feature_id": "processing_bytes_min",
+      "feature_name": "processing bytes min",
+      "data": 1375
+    },
+    {
+      "feature_id": "processing_bytes_sum",
+      "feature_name": "processing bytes sum",
+      "data": 5156
+    },
+    {
+      "feature_id": "processing_time_max",
+      "feature_name": "processing time max",
+      "data": 31198
+    }
+  ],
+  "execution_start_time": 1635898231577,
+  "execution_end_time": 1635898231622,
+  "anomaly_score": 1.8124904404395776,
+  "anomaly_grade": 0,
+  "confidence": 0.9802940756605277,
+  "entity": [
+    {
+      "name": "process_name",
+      "value": "process_3"
+    }
+  ],
+  "model_id": "kzcZ43wBgEQAbjDnhzGF_entity_process_3",
+  "threshold": 1.2368549346675202
+}
+```
+
+## Response body fields
+
+Field | Description
+:--- | :---
+`detector_id` | A unique ID for identifying a detector.
+`schema_version` | The mapping version of the result index.
+`data_start_time` | The start of the detection range of the aggregated data.
+`data_end_time` | The end of the detection range of the aggregated data.
+`feature_data` | An array of the aggregated data points between the `data_start_time` and `data_end_time`.
+`execution_start_time` | The actual start time of the detector for a specific run that produces the anomaly result. This start time includes the window delay parameter that you can set to delay data collection. Window delay is the difference between the `execution_start_time` and `data_start_time`.
+`execution_end_time` | The actual end time of the detector for a specific run that produces the anomaly result.
+`anomaly_score` | Indicates relative severity of an anomaly. The higher the score, the more anomalous a data point is.
+`anomaly_grade` | A normalized version of the `anomaly_score` on a scale between 0 and 1.
+`confidence` | The probability of the accuracy of the `anomaly_score`. The closer this number is to 1, the higher the accuracy. During the probation period of a running detector, the confidence is low (< 0.9) because of its exposure to limited data.
+`entity` | An entity is a combination of specific category fields’ values. It includes the name and value of the category field. In the previous example, `process_name` is the category field and one of the processes such as `process_3` is the field's value. The `entity` field is only present for a high-cardinality detector (where you've selected a category field).
+`model_id` | A unique ID that identifies a model. If a detector is a single-stream detector (with no category field), it has only one model. If a detector is a high-cardinality detector (with one or more category fields), it might have multiple models, one for each entity.
+`threshold` | One of the criteria for a detector to classify a data point as an anomaly is that its `anomaly_score` must surpass a dynamic threshold. This field records the current threshold.
+
+If an anomaly detector detects an anomaly, the result has the following format:
+
+```json
+{
+  "detector_id": "fylE53wBc9MCt6q12tKp",
+  "schema_version": 0,
+  "data_start_time": 1635927900000,
+  "data_end_time": 1635927960000,
+  "feature_data": [
+    {
+      "feature_id": "processing_bytes_max",
+      "feature_name": "processing bytes max",
+      "data": 2291
+    },
+    {
+      "feature_id": "processing_bytes_avg",
+      "feature_name": "processing bytes avg",
+      "data": 1677.3333333333333
+    },
+    {
+      "feature_id": "processing_bytes_min",
+      "feature_name": "processing bytes min",
+      "data": 1054
+    },
+    {
+      "feature_id": "processing_bytes_sum",
+      "feature_name": "processing bytes sum",
+      "data": 5032
+    },
+    {
+      "feature_id": "processing_time_max",
+      "feature_name": "processing time max",
+      "data": 11422
+    }
+  ],
+  "anomaly_score": 1.1986675882872033,
+  "anomaly_grade": 0.26806225550178464,
+  "confidence": 0.9607519742565531,
+  "entity": [
+    {
+      "name": "process_name",
+      "value": "process_3"
+    }
+  ],
+  "approx_anomaly_start_time": 1635927900000,
+  "relevant_attribution": [
+    {
+      "feature_id": "processing_bytes_max",
+      "data": 0.03628638020431366
+    },
+    {
+      "feature_id": "processing_bytes_avg",
+      "data": 0.03384479053991436
+    },
+    {
+      "feature_id": "processing_bytes_min",
+      "data": 0.058812549572819096
+    },
+    {
+      "feature_id": "processing_bytes_sum",
+      "data": 0.10154576265526988
+    },
+    {
+      "feature_id": "processing_time_max",
+      "data": 0.7695105170276828
+    }
+  ],
+  "expected_values": [
+    {
+      "likelihood": 1,
+      "value_list": [
+        {
+          "feature_id": "processing_bytes_max",
+          "data": 2291
+        },
+        {
+          "feature_id": "processing_bytes_avg",
+          "data": 1677.3333333333333
+        },
+        {
+          "feature_id": "processing_bytes_min",
+          "data": 1054
+        },
+        {
+          "feature_id": "processing_bytes_sum",
+          "data": 6062
+        },
+        {
+          "feature_id": "processing_time_max",
+          "data": 23379
+        }
+      ]
+    }
+  ],
+  "threshold": 1.0993584705913992,
+  "execution_end_time": 1635898427895,
+  "execution_start_time": 1635898427803
+}
+```
+
+You can see the following additional fields:
+
+Field | Description
+:--- | :---
+`relevant_attribution` | Represents the contribution of each input variable. The sum of the attributions is normalized to 1.
+`expected_values` | The expected value for each feature.
+
+At times, the detector might detect an anomaly late.
+Let's say the detector sees a random mix of the triples {1, 2, 3} and {2, 4, 5} that correspond to `slow weeks` and `busy weeks`, respectively. For example 1, 2, 3, 1, 2, 3, 2, 4, 5, 1, 2, 3, 2, 4, 5, ... and so on.
+If the detector comes across a pattern {2, 2, X} and it's yet to see X, the detector infers that the pattern is anomalous, but it can't determine at this point which of the 2's is the cause. If X = 3, then the detector knows it's the first 2 in that unfinished triple, and if X = 5, then it's the second 2. If it's the first 2, then the detector detects the anomaly late.
+
+If a detector detects an anomaly late, the result has the following additional fields:
+
+Field | Description
+:--- | :---
+`past_values` | The actual input that triggered an anomaly. If `past_values` is null, the attributions or expected values are from the current input. If `past_values` is not null, the attributions or expected values are from a past input (for example, the previous two steps of the data [1,2,3]).
+`approx_anomaly_start_time` | The approximate time of the actual input that triggers an anomaly. This field helps you understand when a detector flags an anomaly. If the data is not continuous, the actual time that the detector detects the anomaly can be earlier. Single-stream detectors query previous anomaly results of a few data points while high-cardinality detectors don't do this because querying previous results is an expensive operation when performed on a lot of entities. So, the accuracy of this field is less for high-cardinality detectors as compared to single-stream detectors.
+
+```json
+{
+  "detector_id": "kzcZ43wBgEQAbjDnhzGF",
+  "confidence": 0.9746820962328963,
+  "relevant_attribution": [
+    {
+      "feature_id": "deny_max1",
+      "data": 0.07339452532666227
+    },
+    {
+      "feature_id": "deny_avg",
+      "data": 0.04934972719948845
+    },
+    {
+      "feature_id": "deny_min",
+      "data": 0.01803003656061806
+    },
+    {
+      "feature_id": "deny_sum",
+      "data": 0.14804918212089874
+    },
+    {
+      "feature_id": "accept_max5",
+      "data": 0.7111765287923325
+    }
+  ],
+  "task_id": "9Dck43wBgEQAbjDn4zEe",
+  "threshold": 1,
+  "model_id": "kzcZ43wBgEQAbjDnhzGF_entity_app_0",
+  "schema_version": 5,
+  "anomaly_score": 1.141419389056506,
+  "execution_start_time": 1635898427803,
+  "past_values": [
+    {
+      "feature_id": "processing_bytes_max",
+      "data": 905
+    },
+    {
+      "feature_id": "processing_bytes_avg",
+      "data": 479
+    },
+    {
+      "feature_id": "processing_bytes_min",
+      "data": 128
+    },
+    {
+      "feature_id": "processing_bytes_sum",
+      "data": 1437
+    },
+    {
+      "feature_id": "processing_time_max",
+      "data": 8440
+    }
+  ],
+  "data_end_time": 1635883920000,
+  "data_start_time": 1635883860000,
+  "feature_data": [
+    {
+      "feature_id": "processing_bytes_max",
+      "feature_name": "processing bytes max",
+      "data": 1360
+    },
+    {
+      "feature_id": "processing_bytes_avg",
+      "feature_name": "processing bytes avg",
+      "data": 990
+    },
+    {
+      "feature_id": "processing_bytes_min",
+      "feature_name": "processing bytes min",
+      "data": 608
+    },
+    {
+      "feature_id": "processing_bytes_sum",
+      "feature_name": "processing bytes sum",
+      "data": 2970
+    },
+    {
+      "feature_id": "processing_time_max",
+      "feature_name": "processing time max",
+      "data": 9670
+    }
+  ],
+  "expected_values": [
+    {
+      "likelihood": 1,
+      "value_list": [
+        {
+          "feature_id": "processing_bytes_max",
+          "data": 905
+        },
+        {
+          "feature_id": "processing_bytes_avg",
+          "data": 479
+        },
+        {
+          "feature_id": "processing_bytes_min",
+          "data": 128
+        },
+        {
+          "feature_id": "processing_bytes_sum",
+          "data": 4847
+        },
+        {
+          "feature_id": "processing_time_max",
+          "data": 15713
+        }
+      ]
+    }
+  ],
+  "execution_end_time": 1635898427895,
+  "anomaly_grade": 0.5514172746375128,
+  "entity": [
+    {
+      "name": "process_name",
+      "value": "process_3"
+    }
+  ],
+  "approx_anomaly_start_time": 1635883620000
+}
+```

From 01da1495b54d3bd5aa8c095f58a8142fb92cfcd9 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Tue, 16 Nov 2021 14:27:37 -0800
Subject: [PATCH 165/229] Add new replication settings

Signed-off-by: Liz Snyder <elizabsn@amazon.com>
---
 _replication-plugin/settings.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/_replication-plugin/settings.md b/_replication-plugin/settings.md
index b4815b44..6a4d78c1 100644
--- a/_replication-plugin/settings.md
+++ b/_replication-plugin/settings.md
@@ -31,4 +31,6 @@ Setting | Default | Description
 `plugins.replication.follower.concurrent_readers_per_shard` | 2 | The number of concurrent requests from the follower cluster per shard during the syncing phase of replication.
 `plugins.replication.autofollow.fetch_poll_interval` | 30s | How often auto-follow tasks poll the leader cluster for new matching indices.
 `plugins.replication.follower.metadata_sync_interval` | 60s | How often the follower cluster polls the leader cluster for updated index metadata.
+`plugins.replication.translog.retention_lease.pruning.enabled` | TBD | If enabled, prunes the translog based on retention leases on the leader index.
+`plugins.replication.translog.retention_size` | TBD | Controls the size of the translog on the leader index.
 

From 52207e78a435f4e91aaba72d913d732c338f0103 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 16 Nov 2021 15:07:28 -0800
Subject: [PATCH 166/229] feedback

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _monitoring-plugins/ad/result-mapping.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_monitoring-plugins/ad/result-mapping.md b/_monitoring-plugins/ad/result-mapping.md
index 1f33d36f..8cbe8436 100644
--- a/_monitoring-plugins/ad/result-mapping.md
+++ b/_monitoring-plugins/ad/result-mapping.md
@@ -194,7 +194,7 @@ If a detector detects an anomaly late, the result has the following additional f
 Field | Description
 :--- | :---
 `past_values` | The actual input that triggered an anomaly. If `past_values` is null, the attributions or expected values are from the current input. If `past_values` is not null, the attributions or expected values are from a past input (for example, the previous two steps of the data [1,2,3]).
-`approx_anomaly_start_time` | The approximate time of the actual input that triggers an anomaly. This field helps you understand when a detector flags an anomaly. If the data is not continuous, the actual time that the detector detects the anomaly can be earlier. Single-stream detectors query previous anomaly results of a few data points while high-cardinality detectors don't do this because querying previous results is an expensive operation when performed on a lot of entities. So, the accuracy of this field is less for high-cardinality detectors as compared to single-stream detectors.
+`approx_anomaly_start_time` | The approximate time of the actual input that triggers an anomaly. This field helps you understand when a detector flags an anomaly. If the data is not continuous, the actual time that the detector detects the anomaly can be earlier. Both single-stream and high-cardinality detectors don't query previous anomaly results because these queries are expensive operations, especially when a detector has a lot of entities. This is why the accuracy of this field is low.
 
 ```json
 {

From 066efc1e15c64ddd74eace81d50945d07e90bedb Mon Sep 17 00:00:00 2001
From: John Mazanec <jmazane@amazon.com>
Date: Tue, 16 Nov 2021 15:08:02 -0800
Subject: [PATCH 167/229] Complete v1 of faiss feature docs

Signed-off-by: John Mazanec <jmazane@amazon.com>
---
 _search-plugins/knn/api.md                |  14 +-
 _search-plugins/knn/approximate-knn.md    | 176 ++++++++++++++++++--
 _search-plugins/knn/index.md              |   2 +-
 _search-plugins/knn/jni-libraries.md      |   2 +-
 _search-plugins/knn/knn-index.md          | 187 ++++++++++++++++++++--
 _search-plugins/knn/performance-tuning.md |   2 +-
 6 files changed, 340 insertions(+), 43 deletions(-)

diff --git a/_search-plugins/knn/api.md b/_search-plugins/knn/api.md
index 35583ad2..f5cf6c4f 100644
--- a/_search-plugins/knn/api.md
+++ b/_search-plugins/knn/api.md
@@ -178,9 +178,9 @@ For the warmup operation to function properly, follow these best practices:
 Introduced 1.2
 {: .label .label-purple }
 
-Used to retrieve information about models present in the cluster. Some native library index configurations require [a training step](ADD ME) before indexing and querying can begin. The 
-output of training is a model that can then be used to initialize native library index files during indexing. The model
-is serialized in the [k-NN model system index](ADD ME).  
+Used to retrieve information about models present in the cluster. Some native library index configurations require a 
+training step before indexing and querying can begin. The output of training is a model that can then be used to 
+initialize native library index files during indexing. The model is serialized in the k-NN model system index.  
 
 ```
 GET /_plugins/_knn/models/{model_id}
@@ -291,10 +291,6 @@ DELETE /_plugins/_knn/models/{model_id}
 }
 ```
 
-
-
-### Usage
-
 ## Train Model
 Introduced 1.2
 {: .label .label-purple }
@@ -302,7 +298,7 @@ Introduced 1.2
 Create and train a model that can be used for initializing k-NN native library indices during indexing. This API will 
 pull training data from a `knn_vector` field in a training index and then create and train a model and then serialize it
 to the model system index. Training data must match the dimension passed into the body of the request. This request 
-will return when training begins. To monitor the state of the model, use the [get model API](ADD ME).  
+will return when training begins. To monitor the state of the model, use the [Get model API](#get-model).  
 
 Query Parameter |  Description
 :--- | :---
@@ -317,7 +313,7 @@ Request Parameter |  Description
 `max_training_vector_count` | (Optional) Maximum number of vectors from the training index to use for training. Defaults to all of the vectors in the index.
 `search_size` | (Optional) Training data is pulled from the training index with scroll queries. Defines the number of results to return per scroll query. Defaults to 10,000.
 `description` | (Optional) User provided description of the model.
-`method` | Configuration of ANN method used for search. For more information on possible methods, refer to the [method documentation](ADD ME). Method must require training to be valid.
+`method` | Configuration of ANN method used for search. For more information on possible methods, refer to the [method documentation]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index#method-definitions). Method must require training to be valid.
    
 
 ### Usage
diff --git a/_search-plugins/knn/approximate-knn.md b/_search-plugins/knn/approximate-knn.md
index 6d2e8434..5b0098fb 100644
--- a/_search-plugins/knn/approximate-knn.md
+++ b/_search-plugins/knn/approximate-knn.md
@@ -9,19 +9,32 @@ has_math: true
 
 # Approximate k-NN search
 
-The approximate k-NN method uses [nmslib's](https://github.com/nmslib/nmslib/) implementation of the Hierarchical Navigable Small World (HNSW) algorithm to power k-NN search. In this case, approximate means that for a given search, the neighbors returned are an estimate of the true k-nearest neighbors. Of the three methods, this method offers the best search scalability for large data sets. Generally speaking, once the data set gets into the hundreds of thousands of vectors, this approach is preferred.
+The approximate k-NN search method uses nearest neighbor algorithms from *nmslib* and *faiss* to power 
+k-NN search. To see the algorithms that the plugin currently supports, check out the [k-NN Index documentation]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index#method-definitions). 
+In this case, approximate means that for a given search, the neighbors returned are an estimate of the true k-nearest 
+neighbors. Of the three search methods the plugin provides, this method offers the best search scalability for large 
+data sets. Generally speaking, once the data set gets into the hundreds of thousands of vectors, this approach is 
+preferred.
 
-The k-NN plugin builds an HNSW graph of the vectors for each "knn-vector field"/ "Lucene segment" pair during indexing that can be used to efficiently find the k-nearest neighbors to a query vector during search. To learn more about Lucene segments, see the [Apache Lucene documentation](https://lucene.apache.org/core/{{site.lucene_version}}/core/org/apache/lucene/codecs/lucene87/package-summary.html#package.description). These graphs are loaded into native memory during search and managed by a cache. To learn more about pre-loading graphs into memory, refer to the [warmup API]({{site.url}}{{site.baseurl}}/search-plugins/knn/api#warmup-operation). Additionally, you can see what graphs are already loaded in memory, which you can learn more about in the [stats API section]({{site.url}}{{site.baseurl}}/search-plugins/knn/api#stats).
+The k-NN plugin builds a native library index of the vectors for each "knn-vector field"/ "Lucene segment" pair during 
+indexing that can be used to efficiently find the k-nearest neighbors to a query vector during search. To learn more about 
+Lucene segments, see the [Apache Lucene documentation](https://lucene.apache.org/core/{{site.lucene_version}}/core/org/apache/lucene/codecs/lucene87/package-summary.html#package.description). 
+These native library indices are loaded into native memory during search and managed by a cache. To learn more about
+pre-loading native library indices into memory, refer to the [warmup API]({{site.url}}{{site.baseurl}}/search-plugins/knn/api#warmup-operation). 
+Additionally, you can see what native library indices are already loaded in memory, which you can learn more about in the 
+[stats API section]({{site.url}}{{site.baseurl}}/search-plugins/knn/api#stats).
 
-Because the graphs are constructed during indexing, it is not possible to apply a filter on an index and then use this search method. All filters are applied on the results produced by the approximate nearest neighbor search.
+Because the native library indices are constructed during indexing, it is not possible to apply a filter on an index
+ and then use this search method. All filters are applied on the results produced by the approximate nearest neighbor 
+ search.
 
 ## Get started with approximate k-NN
 
-To use the k-NN plugin's approximate search functionality, you must first create a k-NN index with setting `index.knn` to `true`. This setting tells the plugin to create HNSW graphs for the index.
+To use the k-NN plugin's approximate search functionality, you must first create a k-NN index with setting `index.knn` 
+to `true`. This setting tells the plugin to create native library indices for the index.
 
-Additionally, if you're using the approximate k-nearest neighbor method, specify `knn.space_type` to the space you're interested in. You can't change this setting after it's set. To see what spaces we support, see [spaces](#spaces). By default, `index.knn.space_type` is `l2`. For more information about index settings, such as algorithm parameters you can tweak to tune performance, see [Index settings]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index#index-settings).
-
-Next, you must add one or more fields of the `knn_vector` data type. This example creates an index with two `knn_vector` fields and uses cosine similarity:
+Next, you must add one or more fields of the `knn_vector` data type. This example creates an index with two 
+`knn_vector`'s, one using *faiss*, the other using *nmslib*, fields:
 
 ```json
 PUT my-knn-index-1
@@ -52,8 +65,8 @@ PUT my-knn-index-1
           "dimension": 4,
           "method": {
             "name": "hnsw",
-            "space_type": "cosinesimil",
-            "engine": "nmslib",
+            "space_type": "innerproduct",
+            "engine": "faiss",
             "parameters": {
               "ef_construction": 256,
               "m": 48
@@ -65,9 +78,14 @@ PUT my-knn-index-1
 }
 ```
 
-The `knn_vector` data type supports a vector of floats that can have a dimension of up to 10,000, as set by the dimension mapping parameter.
+In the example above, both `knn_vector`'s are configured from method definitions. Additionally, `knn_vector`'s can also
+be configured from models. Learn more about it [here]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index#knn_vector-data-type)!
 
-In OpenSearch, codecs handle the storage and retrieval of indices. The k-NN plugin uses a custom codec to write vector data to graphs so that the underlying k-NN search library can read it.
+The `knn_vector` data type supports a vector of floats that can have a dimension of up to 10,000, as set by the 
+dimension mapping parameter.
+
+In OpenSearch, codecs handle the storage and retrieval of indices. The k-NN plugin uses a custom codec to write vector 
+data to native library indices so that the underlying k-NN search library can read it.
 {: .tip }
 
 After you create the index, you can add some data to it:
@@ -112,10 +130,131 @@ GET my-knn-index-1/_search
 }
 ```
 
-`k` is the number of neighbors the search of each graph will return. You must also include the `size` option, which indicates how many results the query actually returns. The plugin returns `k` amount of results for each shard (and each segment) and `size` amount of results for the entire query. The plugin supports a maximum `k` value of 10,000.
+`k` is the number of neighbors the search of each graph will return. You must also include the `size` option, which 
+indicates how many results the query actually returns. The plugin returns `k` amount of results for each shard 
+(and each segment) and `size` amount of results for the entire query. The plugin supports a maximum `k` value of 10,000.
+
+### Building a k-NN index from a model
+
+For some of the algorithms that we support, the native library index needs to be trained before it can be used. Training 
+everytime a segment is created would be very expensive, so, instead, we introduce the concept of a *model* that is used 
+to initialize the native library index during segment creation. A *model* is created by calling the [Train API]({{site.url}}{{site.baseurl}}/search-plugins/knn/api#train-model), 
+passing in the source of training data as well as the method definition of the model. Once training is complete, the 
+model will be serialized to a k-NN model system index. Then, during indexing, the model is pulled from this index to 
+initialize the segments.
+
+In order to train a model, we first need an OpenSearch index with training data in it. Training data can come from 
+any `knn_vector` field that has a dimension matching the dimension of the model you want to create. Training data can be 
+the same data that you are going to index or a separate set. Let's create a training index:
+
+```json
+PUT /train-index
+{
+  "settings" : {
+    "number_of_shards" : 3,
+    "number_of_replicas" : 0
+  },
+  "mappings": {
+       "properties": {
+       "train-field": {
+           "type": "knn_vector",
+           "dimension": 4
+      }
+   }
+  }
+}
+``` 
+
+Notice that `index.knn` is not set in the index settings. This ensures that we do not create native library indices for 
+this index.
+
+Next, let's add some data to it:
+```json
+POST _bulk
+{ "index": { "_index": "train-index", "_id": "1" } }
+{ "train-field": [1.5, 5.5, 4.5, 6.4]}
+{ "index": { "_index": "train-index", "_id": "2" } }
+{ "train-field": [2.5, 3.5, 5.6, 6.7]}
+{ "index": { "_index": "train-index", "_id": "3" } }
+{ "train-field": [4.5, 5.5, 6.7, 3.7]}
+{ "index": { "_index": "train-index", "_id": "4" } }
+{ "train-field": [1.5, 5.5, 4.5, 6.4]}
+...
+```
+
+After indexing into the training index completes, we can call our the Train API:
+```json
+POST /_plugins/_knn/models/_train/my-model
+{
+  "training_index": "train-index",
+  "training_field": "train-field",
+  "dimension": 4,
+  "description": "My models description",
+  "search_size": 500,
+  "method": {
+      "name":"hnsw",
+      "engine":"faiss",
+      "parameters":{
+        "encoder":{
+            "name":"pq",
+            "parameters":{
+                "code_size": 8,
+                "m": 8
+            }
+        }
+      }
+  }
+}
+```
+
+The Train API will return as soon as the training job is started. To check its status, we can use the Get Model API:
+```json
+GET /_plugins/_knn/models/my-model?filter_path=state&pretty
+{
+  "state": "training"
+}
+```  
+
+Once the model enters the "created" state, we can create an index that will use this model to initialize it's native 
+library indices:
+```json
+PUT /target-index
+{
+  "settings" : {
+    "number_of_shards" : 3,
+    "number_of_replicas" : 1,
+    "index.knn": true
+  },
+  "mappings": {
+       "properties": {
+       "target-field": {
+           "type": "knn_vector",
+           "model_id": "my-model"
+      }
+   }
+  }
+}
+```
+
+Lastly, we can add the documents we want to be searched to the index:
+```json
+POST _bulk
+{ "index": { "_index": "target-index", "_id": "1" } }
+{ "target-field": [1.5, 5.5, 4.5, 6.4]}
+{ "index": { "_index": "target-index", "_id": "2" } }
+{ "target-field": [2.5, 3.5, 5.6, 6.7]}
+{ "index": { "_index": "target-index", "_id": "3" } }
+{ "target-field": [4.5, 5.5, 6.7, 3.7]}
+{ "index": { "_index": "target-index", "_id": "4" } }
+{ "target-field": [1.5, 5.5, 4.5, 6.4]}
+...
+```
+
+After data is ingested, it can be search just like any other `knn_vector` field!
 
 ### Using approximate k-NN with filters
-If you use the `knn` query alongside filters or other clauses (e.g. `bool`, `must`, `match`), you might receive fewer than `k` results. In this example, `post_filter` reduces the number of results from 2 to 1:
+If you use the `knn` query alongside filters or other clauses (e.g. `bool`, `must`, `match`), you might receive fewer 
+than `k` results. In this example, `post_filter` reduces the number of results from 2 to 1:
 
 ```json
 GET my-knn-index-1/_search
@@ -142,7 +281,12 @@ GET my-knn-index-1/_search
 
 ## Spaces
 
-A space corresponds to the function used to measure the distance between two points in order to determine the k-nearest neighbors. From the k-NN perspective, a lower score equates to a closer and better result. This is the opposite of how OpenSearch scores results, where a greater score equates to a better result. To convert distances to OpenSearch scores, we take 1 / (1 + distance). Currently, the k-NN plugin supports the following spaces:
+A space corresponds to the function used to measure the distance between two points in order to determine the k-nearest 
+neighbors. From the k-NN perspective, a lower score equates to a closer and better result. This is the opposite of how 
+OpenSearch scores results, where a greater score equates to a better result. To convert distances to OpenSearch scores, 
+we take 1 / (1 + distance). The k-NN plugin the spaces the plugin supports are below. Not every method supports each of
+these spaces. Be sure to check out [the method documentation]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index#method-definitions) to make sure the space you are 
+interested in is supported.
 
 <table>
   <thead style="text-align: left">
@@ -181,5 +325,7 @@ A space corresponds to the function used to measure the distance between two poi
   </tr>
 </table>
 
-The cosine similarity formula does not include the `1 -` prefix. However, because nmslib equates smaller scores with closer results, they return `1 - cosineSimilarity` for their cosine similarity space---that's why `1 -` is included in the distance function.
+The cosine similarity formula does not include the `1 -` prefix. However, because similarity search libraries equates 
+smaller scores with closer results, they return `1 - cosineSimilarity` for cosine similarity space---that's why `1 -` is 
+included in the distance function.
 {: .note }
diff --git a/_search-plugins/knn/index.md b/_search-plugins/knn/index.md
index 4e67dced..309b4eb9 100644
--- a/_search-plugins/knn/index.md
+++ b/_search-plugins/knn/index.md
@@ -18,7 +18,7 @@ This plugin supports three different methods for obtaining the k-nearest neighbo
 
 1. **Approximate k-NN**
 
-    The first method takes an approximate nearest neighbor approach---it uses one of several different algorithms to return the approximate k-nearest neighbors to a query vector. Usually, these algorithm sacrifices indexing speed and search accuracy in return for performance benefits such as lower latency, smaller memory footprints and more scalable search. To learn more about the algorithms, please refer to [nmslib](https://github.com/nmslib/nmslib/)'s and [faiss](https://github.com/facebookresearch/faiss/wiki)'s documentation.
+    The first method takes an approximate nearest neighbor approach---it uses one of several different algorithms to return the approximate k-nearest neighbors to a query vector. Usually, these algorithms sacrifice indexing speed and search accuracy in return for performance benefits such as lower latency, smaller memory footprints and more scalable search. To learn more about the algorithms, please refer to [*nmslib*](https://github.com/nmslib/nmslib/blob/master/manual/README.md)'s and [*faiss*](https://github.com/facebookresearch/faiss/wiki)'s documentation.
 
     Approximate k-NN is the best choice for searches over large indices (i.e. hundreds of thousands of vectors or more) that require low latency. You should not use approximate k-NN if you want to apply a filter on the index before the k-NN search, which greatly reduces the number of vectors to be searched. In this case, you should use either the script scoring method or painless extensions.
 
diff --git a/_search-plugins/knn/jni-libraries.md b/_search-plugins/knn/jni-libraries.md
index 474dada4..11062122 100644
--- a/_search-plugins/knn/jni-libraries.md
+++ b/_search-plugins/knn/jni-libraries.md
@@ -8,7 +8,7 @@ has_children: false
 
 # JNI libraries
 
-To integrate [nmslib's](https://github.com/nmslib/nmslib/) and  [faiss's](https://github.com/facebookresearch/faiss/) Approximate k-NN functionality (implemented in C++) into the k-NN plugin (implemented in Java), we created a Java Native Interface, which lets the k-NN plugin make calls to the native libraries. To implement this, we create 3 libraries: `libopensearchknn_nmslib`, the JNI library that interfaces with nmslib, `libopensearchknn_faiss`, the JNI library that interfaces with faiss, and `libopensearchknn_common`, a library containing common shared functionality between native libraries.
+To integrate [*nmslib*'s](https://github.com/nmslib/nmslib/) and  [*faiss*'s](https://github.com/facebookresearch/faiss/) Approximate k-NN functionality (implemented in C++) into the k-NN plugin (implemented in Java), we created a Java Native Interface, which lets the k-NN plugin make calls to the native libraries. To implement this, we create 3 libraries: `libopensearchknn_nmslib`, the JNI library that interfaces with nmslib, `libopensearchknn_faiss`, the JNI library that interfaces with faiss, and `libopensearchknn_common`, a library containing common shared functionality between native libraries.
 
 The libraries `libopensearchknn_faiss` and `libopensearchknn_nmslib` are lazily loaded when they are first called in the plugin. This means that if you are only planning on using one of the libraries, the other one will never be loaded.
 
diff --git a/_search-plugins/knn/knn-index.md b/_search-plugins/knn/knn-index.md
index 7f29b90f..4bf28d5d 100644
--- a/_search-plugins/knn/knn-index.md
+++ b/_search-plugins/knn/knn-index.md
@@ -11,7 +11,14 @@ has_children: false
 ## knn_vector data type
 
 The k-NN plugin introduces a custom data type, the `knn_vector`, that allows users to ingest their k-NN vectors
-into an OpenSearch index.
+into an OpenSearch index and perform different kinds of k-NN search. The `knn_vector` field is highly configurable and 
+can serve many different k-NN workloads. In general, a `knn_vector` field can be built either by providing a method 
+definition or specifying a model id.
+
+Method definitions are used when the underlying Approximate k-NN algorithm does not 
+require training. For example, the following `knn_vector` field specifies that *nmslib*'s implementation of *hnsw* 
+should be used for Approximate k-NN search. During indexing, *nmslib* will build the corresponding *hnsw* segment 
+files.
 
 ```json
 "my_vector": {
@@ -27,19 +34,167 @@ into an OpenSearch index.
     }
   }
 }
+```   
+ 
+Model id's are used when the underlying Approximate k-NN algorithm requires a training step. As a prerequisite, the 
+model has to be created with the [Train API]({{site.url}}{{site.baseurl}}/search-plugins/knn/api#train-model). The 
+model contains the information needed to initialize the native library segment files.
+
+```json
+  "type": "knn_vector",
+  "model_id": "my-model"
+}
 ```
 
-Mapping Pararameter | Required | Default | Updateable | Description
+However, if you intend to just use painless scripting or a k-NN score script, you only need to pass the dimension.
+ ```json
+   "type": "knn_vector",
+   "dimension": 128
+ }
+ ```
+
+## Method Definitions
+
+A method definition refers to the underlying configuration of the Approximate k-NN algorithm you want to use. Method 
+definitions are used to either create a `knn_vector` field (when the method does not require training) or 
+[create a model during training]({{site.url}}{{site.baseurl}}/search-plugins/knn/api#train-model) that can then be 
+used to [create a `knn_vector` field]({{site.url}}{{site.baseurl}}/search-plugins/knn/approximate-knn/#building-a-k-nn-index-from-a-model).
+
+A method definition will always contain the name of the method, the space_type the method is built for, the engine 
+(the native library) to use, and a map of parameters.  
+
+Mapping Parameter | Required | Default | Updatable | Description
 :--- | :--- | :--- | :--- | :---
-`type` | true | n/a | false | The type of the field
-`dimension` | true | n/a | false | The vector dimension for the field
-`method` | false | null | false | The configuration for the Approximate nearest neighbor method
-`method.name` | true, if `method` is specified | n/a | false | The identifier for the nearest neighbor method. Currently, "hnsw" is the only valid method.
-`method.space_type` | false | "l2" | false | The vector space used to calculate the distance between vectors. Refer to [here]({{site.url}}{{site.baseurl}}/search-plugins/knn/approximate-knn#spaces)) to see available spaces.
-`method.engine` | false | "nmslib" | false | The approximate k-NN library to use for indexing and search. Currently, "nmslib" is the only valid engine.
-`method.parameters` | false | null | false | The parameters used for the nearest neighbor method.
-`method.parameters.ef_construction` | false | 512 | false | The size of the dynamic list used during k-NN graph creation. Higher values lead to a more accurate graph, but slower indexing speed. Only valid for "hnsw" method.
-`method.parameters.m` | false | 16 | false | The number of bidirectional links that the plugin creates for each new element. Increasing and decreasing this value can have a large impact on memory consumption. Keep this value between 2-100. Only valid for "hnsw" method
+`name` | true | n/a | false | The identifier for the nearest neighbor method.
+`space_type` | false | "l2" | false | The vector space used to calculate the distance between vectors.
+`engine` | false | "nmslib" | false | The approximate k-NN library to use for indexing and search. Either "faiss" or "nmslib".
+`parameters` | false | null | false | The parameters used for the nearest neighbor method.
+
+### Supported nmslib methods
+
+Method Name | Requires Training? | Supported Spaces | Description
+:--- | :--- | :--- | :---
+`hnsw` | false | "l2", "innerproduct", "cosinesimil", "l1", "linf" | Hierarchical proximity graph approach to Approximate k-NN search. For more details on the algorithm, [checkout this paper](https://arxiv.org/abs/1603.09320)!
+
+#### HNSW Parameters
+
+Paramater Name | Required | Default | Updatable | Description
+:--- | :--- | :--- | :--- | :---
+`ef_construction` | false | 512 | false | The size of the dynamic list used during k-NN graph creation. Higher values lead to a more accurate graph, but slower indexing speed.
+`m` | false | 16 | false | The number of bidirectional links that the plugin creates for each new element. Increasing and decreasing this value can have a large impact on memory consumption. Keep this value between 2-100.
+
+**Note** --- For *nmslib*, *ef_search* is set in the [index settings](#index-settings).
+
+### Supported faiss methods
+
+Method Name | Requires Training? | Supported Spaces | Description
+:--- | :--- | :--- | :---
+`hnsw` | false | "l2", "innerproduct" | Hierarchical proximity graph approach to Approximate k-NN search.
+`ivf` | true | "l2", "innerproduct" | Bucketing approach where vectors are assigned different buckets based on clustering and, during search, only a subset of the buckets are searched.
+
+#### HNSW Parameters
+
+Paramater Name | Required | Default | Updatable | Description
+:--- | :--- | :--- | :--- | :---
+`ef_search` | false | 512 | false | The size of the dynamic list used during k-NN searches. Higher values lead to more accurate but slower searches.
+`ef_construction` | false | 512 | false | The size of the dynamic list used during k-NN graph creation. Higher values lead to a more accurate graph, but slower indexing speed.
+`m` | false | 16 | false | The number of bidirectional links that the plugin creates for each new element. Increasing and decreasing this value can have a large impact on memory consumption. Keep this value between 2-100.
+`encoder` | false | flat | false | Encoder definition for encoding vectors. Encoders can reduce the memory footprint of your index, at the expense of search accuracy.
+
+#### IVF Parameters
+
+Paramater Name | Required | Default | Updatable | Description
+:--- | :--- | :--- | :--- | :---
+`nlists` | false | 4 | false | Number of buckets to partition vectors into. Higher values may lead to more accurate searches, at the expense of memory and training latency. For more information about choosing the right value, refer to [*faiss*'s documentation](https://github.com/facebookresearch/faiss/wiki/Guidelines-to-choose-an-index). 
+`nprobes` | false | 1 | false | Number of buckets to search over during query. Higher values lead to more accurate but slower searches. 
+`encoder` | false | flat | false | Encoder definition for encoding vectors. Encoders can reduce the memory footprint of your index, at the expense of search accuracy.
+
+For more information about setting these parameters, please refer to [*faiss*'s documentation](https://github.com/facebookresearch/faiss/wiki/Faiss-indexes).
+
+#### IVF training requirements
+
+The IVF algorithm requires a training step. To create an index that uses IVF, you need to train a model with the 
+[Train API]({{site.url}}{{site.baseurl}}/search-plugins/knn/api#train-model), passing the IVF method definition. IVF requires that, at a minimum, there should be `nlist` training 
+data points, but it is [recommended to use more](https://github.com/facebookresearch/faiss/wiki/Guidelines-to-choose-an-index#how-big-is-the-dataset). 
+Training data can either the same data that is going to be ingested or a separate set of data.
+
+### Supported faiss encoders
+
+Encoders can be used to reduce the memory footprint of a k-NN index at the expense of search accuracy. *faiss* has 
+several different encoder types, but currently, the plugin only supports *flat* and *pq* encoding.
+
+An example method definition that specifies an encoder may look something like this:
+```json
+"method": {
+    "name":"hnsw",
+    "engine":"faiss",
+    "parameters":{
+        "encoder":{
+            "name":"pq",
+            "parameters":{
+              "code_size": 8,
+              "m": 8
+            }
+        }
+    }
+}
+```
+
+Encoder Name | Requires Training? | Description
+:--- | :--- | :---
+`flat` | false | Encode vectors as floating point arrays. This encoding does not reduce memory footprint.
+`pq` | true | Short for product quantization, it is a lossy compression technique that encodes a vector into a fixed size of bytes using clustering, with the goal of minimizing the drop in k-NN search accuracy. From a high level, vectors are broken up into `m` subvectors, and then each subvector is represented by a `code_size` code obtained from a code book produced during training. For more details on product quantization, here is a [great blog post](https://medium.com/dotstar/understanding-faiss-part-2-79d90b1e5388)!  
+
+#### PQ Parameters
+
+Paramater Name | Required | Default | Updatable | Description
+:--- | :--- | :--- | :--- | :---
+`m` | false | 1 | false |  Determine how many many sub-vectors to break the vector into. sub-vectors are encoded independently of each other. This dimension of the vector must be divisible by `m`. Max value is 1024.
+`code_size` | false | 8 | false | Determines the number of bits to encode a sub-vector into. Max value is 128. **Note** --- for IVF, this value must be less than or equal to 8.
+
+### Choosing the right method
+
+There are a lot of options to choose from when building your `knn_vector` field. To determine the correct methods and 
+parameters to choose, you should first understand what requirements you have for your workload and what trade-offs you 
+are willing to make. Factors to consider are (1) query latency, (2) query quality, (3) memory limits, 
+(4) indexing latency. 
+
+If memory is not a concern, HNSW offers a very strong query latency/query quality tradeoff.
+
+If you want to use less memory and index faster than HNSW, while maintaining similar query quality, you should evaluate IVF.
+
+If memory is a concern, consider adding a PQ encoder to your HNSW or IVF index. Because PQ is a lossy encoding, query 
+quality will drop.
+
+### Memory Estimation
+
+In a typical OpenSearch cluster, a certain portion of RAM is set aside for the JVM heap. The k-NN plugin allocates 
+native library indices to a portion of the remaining RAM. This portion's size is determined by 
+the `circuit_breaker_limit` cluster setting. By default, the limit is set at 50%.
+
+Having a replica doubles the total number of vectors.
+{: .note }
+
+#### HNSW memory estimation
+
+The memory required for HNSW is estimated to be `1.1 * (4 * dimension + 8 * M)` bytes/vector.
+
+As an example, assume you have a million vectors with a dimension of 256 and M of 16. The memory requirement can be estimated as follows:
+
+```
+1.1 * (4 *256 + 8 * 16) * 1,000,000 ~= 1.26 GB
+```
+
+#### IVF memory estimation
+
+The memory required for IVF is estimated to be `1.1 * (((4 * dimension) * num_vectors) + (4 * nlist * d))` bytes.
+
+As an example, assume you have a million vectors with a dimension of 256 and nlist of 128. The memory requirement can be estimated as follows:
+
+```
+1.1 * (((4 * 128) * 1000000) + (4 * 128 * 256))  ~= 563 MB
+
+```
 
 ## Index settings
 
@@ -52,8 +207,8 @@ different parameters.
 
 Setting | Default | Updateable | Description
 :--- | :--- | :--- | :---
-`index.knn` | false | false | Whether the index should build hnsw graphs for the `knn_vector` fields. If set to false, the `knn_vector` fields will be stored in doc values, but Approximate k-NN search functionality will be disabled.
-`index.knn.algo_param.ef_search` | 512 | true | The size of the dynamic list used during k-NN searches. Higher values lead to more accurate but slower searches.
-`index.knn.algo_param.ef_construction` | 512 | false | (Deprecated in 1.0.0. Use the mapping parameters to set this value instead.) Refer to mapping definition.
-`index.knn.algo_param.m` | 16 | false | (Deprecated in 1.0.0. Use the mapping parameters to set this value instead.) Refer to mapping definition.
-`index.knn.space_type` | "l2" | false | (Deprecated in 1.0.0. Use the mapping parameters to set this value instead.) Refer to mapping definition.
+`index.knn` | false | false | Whether the index should build native library indices for the `knn_vector` fields. If set to false, the `knn_vector` fields will be stored in doc values, but Approximate k-NN search functionality will be disabled.
+`index.knn.algo_param.ef_search` | 512 | true | The size of the dynamic list used during k-NN searches. Higher values lead to more accurate but slower searches. Only available for *nmslib*.
+`index.knn.algo_param.ef_construction` | 512 | false | (Deprecated in 1.0.0. Use the mapping parameters to set this value instead.) Only available for *nmslib*. Refer to mapping definition.
+`index.knn.algo_param.m` | 16 | false | (Deprecated in 1.0.0. Use the mapping parameters to set this value instead.) Only available for *nmslib*. Refer to mapping definition.
+`index.knn.space_type` | "l2" | false | (Deprecated in 1.0.0. Use the mapping parameters to set this value instead.) Only available for *nmslib*. Refer to mapping definition.
diff --git a/_search-plugins/knn/performance-tuning.md b/_search-plugins/knn/performance-tuning.md
index dfda9584..f6e28165 100644
--- a/_search-plugins/knn/performance-tuning.md
+++ b/_search-plugins/knn/performance-tuning.md
@@ -86,7 +86,7 @@ Take the following steps to improve search performance:
 
 Recall depends on multiple factors like number of vectors, number of dimensions, segments, and so on. Searching over a large number of small segments and aggregating the results leads to better recall than searching over a small number of large segments and aggregating results. The larger the native library index, the more chances of losing recall if you're using smaller algorithm parameters. Choosing larger values for algorithm parameters should help solve this issue but sacrifices search latency and indexing time. That being said, it's important to understand your system's requirements for latency and accuracy, and then choose the number of segments you want your index to have based on experimentation.
 
-The default recall values work on a broader set of use cases, but make sure to run your own experiments on your data sets and choose the appropriate values. For index-level settings, see [Index settings]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index#index-settings).
+The default parameters work on a broader set of use cases, but make sure to run your own experiments on your data sets and choose the appropriate values. For index-level settings, see [Index settings]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index#index-settings).
 
 ## Approximate nearest neighbor versus score script
 

From 748bb2636039b99aabaaa90026e8732903e5e975 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 10 Nov 2021 16:15:36 -0800
Subject: [PATCH 168/229] Added observability plugin

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _config.yml                                   |   6 ++++
 _observability-plugins/event-analytics.md     |  33 ++++++++++++++++++
 _observability-plugins/index.md               |  22 ++++++++++++
 .../notebooks.md                              |   0
 _observability-plugins/operational-panels.md  |  25 +++++++++++++
 .../ppl/commands.md                           |   0
 .../ppl/datatypes.md                          |   0
 .../ppl/endpoint.md                           |   0
 .../ppl/functions.md                          |   0
 .../ppl/identifiers.md                        |   0
 .../ppl/index.md                              |  10 +++---
 .../ppl/protocol.md                           |   0
 .../ppl/settings.md                           |   0
 .../trace/data-prepper-reference.md           |   2 +-
 .../trace/data-prepper.md                     |   2 +-
 .../trace/get-started.md                      |   6 ++--
 .../trace/index.md                            |   4 +--
 .../trace/ta-dashboards.md                    |   0
 _opensearch/data-streams.md                   |   4 +--
 images/operational-panel.png                  | Bin 0 -> 203774 bytes
 images/ta-dashboard.png                       | Bin 169329 -> 183415 bytes
 images/ta-services.png                        | Bin 204886 -> 221248 bytes
 22 files changed, 99 insertions(+), 15 deletions(-)
 create mode 100644 _observability-plugins/event-analytics.md
 create mode 100644 _observability-plugins/index.md
 rename {_dashboards => _observability-plugins}/notebooks.md (100%)
 create mode 100644 _observability-plugins/operational-panels.md
 rename {_search-plugins => _observability-plugins}/ppl/commands.md (100%)
 rename {_search-plugins => _observability-plugins}/ppl/datatypes.md (100%)
 rename {_search-plugins => _observability-plugins}/ppl/endpoint.md (100%)
 rename {_search-plugins => _observability-plugins}/ppl/functions.md (100%)
 rename {_search-plugins => _observability-plugins}/ppl/identifiers.md (100%)
 rename {_search-plugins => _observability-plugins}/ppl/index.md (95%)
 rename {_search-plugins => _observability-plugins}/ppl/protocol.md (100%)
 rename {_search-plugins => _observability-plugins}/ppl/settings.md (100%)
 rename {_monitoring-plugins => _observability-plugins}/trace/data-prepper-reference.md (99%)
 rename {_monitoring-plugins => _observability-plugins}/trace/data-prepper.md (98%)
 rename {_monitoring-plugins => _observability-plugins}/trace/get-started.md (91%)
 rename {_monitoring-plugins => _observability-plugins}/trace/index.md (92%)
 rename {_monitoring-plugins => _observability-plugins}/trace/ta-dashboards.md (100%)
 create mode 100644 images/operational-panel.png

diff --git a/_config.yml b/_config.yml
index 63d4cb50..bbabab57 100644
--- a/_config.yml
+++ b/_config.yml
@@ -48,6 +48,9 @@ collections:
   replication-plugin:
     permalink: /:collection/:path/
     output: true
+  observability-plugins:
+    permalink: /:collection/:path/
+    output: true
   monitoring-plugins:
     permalink: /:collection/:path/
     output: true
@@ -87,6 +90,9 @@ just_the_docs:
     replication-plugin:
       name: Replication plugin
       nav_fold: true
+    observability-plugins:
+      name: Observability plugins
+      nav_fold: true
     monitoring-plugins:
       name: Monitoring plugins
       nav_fold: true
diff --git a/_observability-plugins/event-analytics.md b/_observability-plugins/event-analytics.md
new file mode 100644
index 00000000..ed440f1f
--- /dev/null
+++ b/_observability-plugins/event-analytics.md
@@ -0,0 +1,33 @@
+---
+layout: default
+title: Event analytics
+nav_order: 10
+---
+
+# Event analytics
+
+Event analytics in observability is where you can use [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index) (PPL) queries to build and view different visualizations of your data.
+
+## Get started with event analytics
+
+To get started, choose **Observability** in OpenSearch Dashboards, and then choose **Event analytics**. If you want to start exploring without adding any of your own data, choose **Add sample Events Data**, and Dashboards adds some sample visualizations you can interact with.
+
+## Build a query
+
+To generate custom visualizations, you must first specify a PPL query. OpenSearch Dashboards then automatically creates a visualization based on the results of your query.
+
+For example, the following PPL query returns a count of how many host addresses are currently in your data.
+
+```
+source = opensearch_dashboards_sample_data_logs | fields host | stats count()
+```
+
+By default, Dashboards shows results from the last 15 minutes of your data. To see data from a different timeframe, use the date and time selector.
+
+For more information about building PPL queries, see [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index).
+
+## Save a visualization
+
+After Dashboards generates a visualization, you must save it if you want to return to it at a later time or if you want to add it to an [operational panel]({{site.url}}{{site.baseurl}}/observability-plugins/operational-panels).
+
+To save a visualization, expand the save dropdown menu next to **Run**, enter a name for your visualization, then choose **Save**. You can reopen any saved visualizations on the event analytics page.
diff --git a/_observability-plugins/index.md b/_observability-plugins/index.md
new file mode 100644
index 00000000..fe13291e
--- /dev/null
+++ b/_observability-plugins/index.md
@@ -0,0 +1,22 @@
+---
+layout: default
+title: About Observability
+nav_order: 1
+has_children: false
+redirect_from:
+  - /observability-plugins/
+---
+
+# About Observability
+OpenSearch Dashboards
+{: .label .label-yellow :}
+
+The Observability plugins are a collection of plugins that let you visualize data-driven events by using Piped Processing Language to explore, discover, and query data stored in OpenSearch.
+
+Your experience of exploring data might differ, but if you're new to exploring data to create visualizations, we recommend trying a work flow like the following:
+
+1. Explore data over a certain timeframe using [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index).
+1. Use [event analytics]({{site.url}}{{site.baseurl}}/observability-plugins/event-analytics) to turn data-driven events into visualizations.
+1. Create [operational panels]({{site.url}}{{site.baseurl}}/observability-plugins/plugins/operational-panels) and add visualizations to compare data the way you like.
+1. Use [trace analytics]({{site.url}}{{site.baseurl}}/observability-plugins/plugins/trace/index) to create traces and dive deep into your data.
+1. Leverage [notebooks]({{site.url}}{{site.baseurl}}/observability-plugins/plugins/notebooks) to combine different visualizations and code blocks that you can share with team members.
diff --git a/_dashboards/notebooks.md b/_observability-plugins/notebooks.md
similarity index 100%
rename from _dashboards/notebooks.md
rename to _observability-plugins/notebooks.md
diff --git a/_observability-plugins/operational-panels.md b/_observability-plugins/operational-panels.md
new file mode 100644
index 00000000..0f47d182
--- /dev/null
+++ b/_observability-plugins/operational-panels.md
@@ -0,0 +1,25 @@
+---
+layout: default
+title: Operational panels
+nav_order: 30
+---
+
+# Operational panels
+
+Operational panels in OpenSearch Dashboards are collections of visualizations generated using [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index) (PPL) queries.
+
+## Get started with operational panels
+
+If you want to start using operational panels without adding any data, expand the **Action** menu, choose **Add samples**, and Dashboards adds a set of operational panels with saved visualizations for you to explore.
+
+## Create an operational panel
+
+To create an operational panel and add visualizations:
+
+1. From the **Add Visualization** dropdown menu, choose **Select Existing Visualization** or **Create New Visualization**, which takes you to the [event analytics]({{site.url}}{{site.baseurl}}/observability-plugins/event-analytics) explorer, where you can use PPL to create visualizations.
+1. If you're adding already existing visualizations, choose a visualization from the dropdown menu.
+1. Choose **Add**.
+
+![Sample operational panel]({{site.url}}{{site.baseurl}}/images/operational-panel.png)
+
+To search for a particular visualization in your operation panels, use PPL queries to search for data you've already added to your panel.
diff --git a/_search-plugins/ppl/commands.md b/_observability-plugins/ppl/commands.md
similarity index 100%
rename from _search-plugins/ppl/commands.md
rename to _observability-plugins/ppl/commands.md
diff --git a/_search-plugins/ppl/datatypes.md b/_observability-plugins/ppl/datatypes.md
similarity index 100%
rename from _search-plugins/ppl/datatypes.md
rename to _observability-plugins/ppl/datatypes.md
diff --git a/_search-plugins/ppl/endpoint.md b/_observability-plugins/ppl/endpoint.md
similarity index 100%
rename from _search-plugins/ppl/endpoint.md
rename to _observability-plugins/ppl/endpoint.md
diff --git a/_search-plugins/ppl/functions.md b/_observability-plugins/ppl/functions.md
similarity index 100%
rename from _search-plugins/ppl/functions.md
rename to _observability-plugins/ppl/functions.md
diff --git a/_search-plugins/ppl/identifiers.md b/_observability-plugins/ppl/identifiers.md
similarity index 100%
rename from _search-plugins/ppl/identifiers.md
rename to _observability-plugins/ppl/identifiers.md
diff --git a/_search-plugins/ppl/index.md b/_observability-plugins/ppl/index.md
similarity index 95%
rename from _search-plugins/ppl/index.md
rename to _observability-plugins/ppl/index.md
index 0eaa888f..e3c9724a 100644
--- a/_search-plugins/ppl/index.md
+++ b/_observability-plugins/ppl/index.md
@@ -1,7 +1,7 @@
 ---
 layout: default
 title: Piped processing language
-nav_order: 42
+nav_order: 40
 has_children: true
 has_toc: false
 redirect_from:
@@ -52,9 +52,9 @@ search source=accounts
 
 firstname | lastname |
 :--- | :--- |
-Amber       | Duke     
-Hattie      | Bond     
-Nanette     | Bates    
-Dale        | Adams    
+Amber       | Duke
+Hattie      | Bond
+Nanette     | Bates
+Dale        | Adams
 
 ![PPL query workbench]({{site.url}}{{site.baseurl}}/images/ppl.png)
diff --git a/_search-plugins/ppl/protocol.md b/_observability-plugins/ppl/protocol.md
similarity index 100%
rename from _search-plugins/ppl/protocol.md
rename to _observability-plugins/ppl/protocol.md
diff --git a/_search-plugins/ppl/settings.md b/_observability-plugins/ppl/settings.md
similarity index 100%
rename from _search-plugins/ppl/settings.md
rename to _observability-plugins/ppl/settings.md
diff --git a/_monitoring-plugins/trace/data-prepper-reference.md b/_observability-plugins/trace/data-prepper-reference.md
similarity index 99%
rename from _monitoring-plugins/trace/data-prepper-reference.md
rename to _observability-plugins/trace/data-prepper-reference.md
index 9eca2e99..99a8f522 100644
--- a/_monitoring-plugins/trace/data-prepper-reference.md
+++ b/_observability-plugins/trace/data-prepper-reference.md
@@ -7,7 +7,7 @@ nav_order: 25
 
 # Data Prepper configuration reference
 
-This page lists all supported Data Prepper sources, buffers, preppers, and sinks, along with their associated options. For example configuration files, see [Data Prepper]({{site.url}}{{site.baseurl}}/monitoring-plugins/trace/data-prepper/).
+This page lists all supported Data Prepper sources, buffers, preppers, and sinks, along with their associated options. For example configuration files, see [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/trace/data-prepper/).
 
 
 ## Data Prepper server options
diff --git a/_monitoring-plugins/trace/data-prepper.md b/_observability-plugins/trace/data-prepper.md
similarity index 98%
rename from _monitoring-plugins/trace/data-prepper.md
rename to _observability-plugins/trace/data-prepper.md
index 8909eb5d..7683033b 100644
--- a/_monitoring-plugins/trace/data-prepper.md
+++ b/_observability-plugins/trace/data-prepper.md
@@ -105,7 +105,7 @@ service-map-pipeline:
         trace_analytics_service_map: true
 ```
 
-To learn more, see the [Data Prepper configuration reference]({{site.url}}{{site.baseurl}}/monitoring-plugins/trace/data-prepper-reference/).
+To learn more, see the [Data Prepper configuration reference]({{site.url}}{{site.baseurl}}/observability-plugins/trace/data-prepper-reference/).
 
 ## Configure the Data Prepper server
 Data Prepper itself provides administrative HTTP endpoints such as `/list` to list pipelines and `/metrics/prometheus` to provide Prometheus-compatible metrics data. The port which serves these endpoints, as well as TLS configuration, is specified by a separate YAML file. Example:
diff --git a/_monitoring-plugins/trace/get-started.md b/_observability-plugins/trace/get-started.md
similarity index 91%
rename from _monitoring-plugins/trace/get-started.md
rename to _observability-plugins/trace/get-started.md
index 03a175b4..4bc535a0 100644
--- a/_monitoring-plugins/trace/get-started.md
+++ b/_observability-plugins/trace/get-started.md
@@ -20,9 +20,9 @@ OpenSearch Trace Analytics consists of two components---Data Prepper and the Tra
 
 1. The [OpenTelemetry Collector](https://opentelemetry.io/docs/collector/getting-started/) receives data from the application and formats it into OpenTelemetry data.
 
-1. [Data Prepper]({{site.url}}{{site.baseurl}}/monitoring-plugins/trace/data-prepper/) processes the OpenTelemetry data, transforms it for use in OpenSearch, and indexes it on an OpenSearch cluster.
+1. [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/trace/data-prepper/) processes the OpenTelemetry data, transforms it for use in OpenSearch, and indexes it on an OpenSearch cluster.
 
-1. The [Trace Analytics OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/monitoring-plugins/trace/ta-dashboards/) displays the data in near real-time as a series of charts and tables, with an emphasis on service architecture, latency, error rate, and throughput.
+1. The [Trace Analytics OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability-plugins/trace/ta-dashboards/) displays the data in near real-time as a series of charts and tables, with an emphasis on service architecture, latency, error rate, and throughput.
 
 
 ## Jaeger HotROD
@@ -80,4 +80,4 @@ curl -X GET -u 'admin:admin' -k 'https://localhost:9200/otel-v1-apm-span-000001/
 
 Navigate to `http://localhost:5601` in a web browser and choose **Trace Analytics**. You can see the results of your single click in the Jaeger HotROD web interface: the number of traces per API and HTTP method, latency trends, a color-coded map of the service architecture, and a list of trace IDs that you can use to drill down on individual operations.
 
-If you don't see your trace, adjust the timeframe in OpenSearch Dashboards. For more information on using the plugin, see [OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/monitoring-plugins/trace/ta-dashboards/).
+If you don't see your trace, adjust the timeframe in OpenSearch Dashboards. For more information on using the plugin, see [OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability-plugins/trace/ta-dashboards/).
diff --git a/_monitoring-plugins/trace/index.md b/_observability-plugins/trace/index.md
similarity index 92%
rename from _monitoring-plugins/trace/index.md
rename to _observability-plugins/trace/index.md
index 92123d88..ca8f72e7 100644
--- a/_monitoring-plugins/trace/index.md
+++ b/_observability-plugins/trace/index.md
@@ -1,11 +1,9 @@
 ---
 layout: default
 title: Trace analytics
-nav_order: 48
+nav_order: 60
 has_children: true
 has_toc: false
-redirect_from:
-  - /monitoring-plugins/trace/
 ---
 
 # Trace Analytics
diff --git a/_monitoring-plugins/trace/ta-dashboards.md b/_observability-plugins/trace/ta-dashboards.md
similarity index 100%
rename from _monitoring-plugins/trace/ta-dashboards.md
rename to _observability-plugins/trace/ta-dashboards.md
diff --git a/_opensearch/data-streams.md b/_opensearch/data-streams.md
index ff06d6e1..fa736ac4 100644
--- a/_opensearch/data-streams.md
+++ b/_opensearch/data-streams.md
@@ -228,7 +228,7 @@ POST logs-redis/_rollover
 
 If you now perform a `GET` operation on the `logs-redis` data stream, you see that the generation ID is incremented from 1 to 2.
 
-You can also set up an [Index State Management (ISM) policy]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/) to automate the rollover process for the data stream.  
+You can also set up an [Index State Management (ISM) policy]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/) to automate the rollover process for the data stream.
 The ISM policy is applied to the backing indices at the time of their creation. When you associate a policy to a data stream, it only affects the future backing indices of that data stream.
 
 You also don’t need to provide the `rollover_alias` setting, because the ISM policy infers this information from the backing index.
@@ -262,4 +262,4 @@ You can use wildcards to delete more than one data stream.
 
 We recommend deleting data from a data stream using an ISM policy.
 
-You can also use [asynchronous search]({{site.url}}{{site.baseurl}}/search-plugins/async/index/) and [SQL]({{site.url}}{{site.baseurl}}/search-plugins/sql/index/) and [PPL]({{site.url}}{{site.baseurl}}/search-plugins/ppl/index/) to query your data stream directly. You can also use the security plugin to define granular permissions on the data stream name.
+You can also use [asynchronous search]({{site.url}}{{site.baseurl}}/search-plugins/async/index/) and [SQL]({{site.url}}{{site.baseurl}}/search-plugins/sql/index/) and [PPL]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index/) to query your data stream directly. You can also use the security plugin to define granular permissions on the data stream name.
diff --git a/images/operational-panel.png b/images/operational-panel.png
new file mode 100644
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From 9f24ce4aa4a6c1ac95bddc925644da63ca5bb306 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Tue, 16 Nov 2021 15:59:00 -0800
Subject: [PATCH 169/229] Maybe this will fix conflict merges

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _observability-plugins/ppl/commands.md | 118 ++++++++++++-------------
 1 file changed, 59 insertions(+), 59 deletions(-)

diff --git a/_observability-plugins/ppl/commands.md b/_observability-plugins/ppl/commands.md
index fa472d06..44fb036e 100644
--- a/_observability-plugins/ppl/commands.md
+++ b/_observability-plugins/ppl/commands.md
@@ -47,7 +47,7 @@ search source=accounts;
 
 | account_number | firstname | address | balance | gender | city | employer | state | age | email | lastname |
 :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :---
-| 1  | Amber  | 880 Holmes Lane | 39225 | M | Brogan | Pyrami | IL | 32 | amberduke@pyrami.com  | Duke       
+| 1  | Amber  | 880 Holmes Lane | 39225 | M | Brogan | Pyrami | IL | 32 | amberduke@pyrami.com  | Duke
 | 6  | Hattie | 671 Bristol Street | 5686 | M | Dante | Netagy | TN | 36  | hattiebond@netagy.com | Bond
 | 13 | Nanette | 789 Madison Street | 32838 | F | Nogal | Quility | VA | 28 | null | Bates
 | 18 | Dale  | 467 Hutchinson Court | 4180 | M | Orick | null | MD | 33 | daleadams@boink.com | Adams
@@ -57,7 +57,7 @@ search source=accounts;
 To get all documents from the `accounts` index that have either `account_number` equal to 1 or have `gender` as `F`:
 
 ```sql
-search source=accounts account_number=1 or gender="F";
+search source=accounts account_number=1 or gender=\"F\";
 ```
 
 | account_number | firstname | address | balance | gender | city | employer | state | age | email | lastname |
@@ -79,8 +79,8 @@ Field | Description | Type | Required | Default
 :--- | :--- |:--- |:--- |:---
 `int` |  Retain the specified number of duplicate events for each combination. The number must be greater than 0. If you do not specify a number, only the first occurring event is kept and all other duplicates are removed from the results. | `string` | No | 1
 `keepempty` | If true, keep the document if any field in the field list has a null value or a field missing. | `nested list of objects` | No | False
-`consecutive` | If true, remove only consecutive events with duplicate combinations of values. | No | False | -
-`field-list` | Specify a comma-delimited field list. At least one field is required. | Yes | - | -
+`consecutive` | If true, remove only consecutive events with duplicate combinations of values. | `Boolean` | No | False
+`field-list` | Specify a comma-delimited field list. At least one field is required. | `String` or comma-separated list of strings | Yes | -
 
 *Example 1*: Dedup by one field
 
@@ -90,7 +90,7 @@ To remove duplicate documents with the same gender:
 search source=accounts | dedup gender | fields account_number, gender;
 ```
 
-| account_number | gender  
+| account_number | gender
 :--- | :--- |
 1 | M
 13 | F
@@ -104,7 +104,7 @@ To keep two duplicate documents with the same gender:
 search source=accounts | dedup 2 gender | fields account_number, gender;
 ```
 
-| account_number | gender  
+| account_number | gender
 :--- | :--- |
 1 | M
 6 | M
@@ -145,7 +145,7 @@ To remove duplicates of consecutive documents:
 search source=accounts | dedup gender consecutive=true | fields account_number, gender;
 ```
 
-| account_number | gender  
+| account_number | gender
 :--- | :--- |
 1 | M
 13 | F
@@ -176,9 +176,9 @@ search source=accounts | eval doubleAge = age * 2 | fields age, doubleAge;
 
 | age | doubleAge
 :--- | :--- |
-32    | 64          
-36    | 72          
-28    | 56          
+32    | 64
+36    | 72
+28    | 56
 33    | 66
 
 *Example 2*: Overwrite the existing field
@@ -191,10 +191,10 @@ search source=accounts | eval age = age + 1 | fields age;
 
 | age
 :--- |
-| 33          
-| 37            
-| 29           
-| 34   
+| 33
+| 37
+| 29
+| 34
 
 *Example 3*: Create a new field with a field defined with the `eval` command
 
@@ -206,19 +206,19 @@ search source=accounts | eval doubleAge = age * 2, ddAge = doubleAge * 2 | field
 
 | age | doubleAge | ddAge
 :--- | :--- |
-| 32    | 64   | 128     
-| 36    | 72   | 144     
-| 28    | 56   | 112     
-| 33    | 66   | 132     
+| 32    | 64   | 128
+| 36    | 72   | 144
+| 28    | 56   | 112
+| 33    | 66   | 132
 
 ## fields
 
-Use the `field` command to keep or remove fields from a search result.
+Use the `fields` command to keep or remove fields from a search result.
 
 ### Syntax
 
 ```sql
-field [+|-] <field-list>
+fields [+|-] <field-list>
 ```
 
 Field | Description | Required | Default
@@ -234,11 +234,11 @@ To get `account_number`, `firstname`, and `lastname` fields from a search result
 search source=accounts | fields account_number, firstname, lastname;
 ```
 
-| account_number | firstname  | lastname  
+| account_number | firstname  | lastname
 :--- | :--- |
-| 1   | Amber       | Duke       
-| 6   | Hattie      | Bond       
-| 13  | Nanette     | Bates      
+| 1   | Amber       | Duke
+| 6   | Hattie      | Bond
+| 13  | Nanette     | Bates
 | 18  | Dale        | Adams
 
 *Example 2*: Remove specified fields from a search result
@@ -251,10 +251,10 @@ search source=accounts | fields account_number, firstname, lastname | fields - a
 
 | firstname | lastname
 :--- | :--- |
-| Amber   | Duke       
-| Hattie  | Bond       
-| Nanette | Bates      
-| Dale    | Adams         
+| Amber   | Duke
+| Hattie  | Bond
+| Nanette | Bates
+| Dale    | Adams
 
 ## rename
 
@@ -281,9 +281,9 @@ search source=accounts | rename account_number as an | fields an;
 
 | an
 :--- |
-| 1    
-| 6    
-| 13   
+| 1
+| 6
+| 13
 | 18
 
 *Example 2*: Rename multiple fields
@@ -296,10 +296,10 @@ search source=accounts | rename account_number as an, employer as emp | fields a
 
 | an   | emp
 :--- | :--- |
-| 1    | Pyrami  
-| 6    | Netagy  
+| 1    | Pyrami
+| 6    | Netagy
 | 13   | Quility
-| 18   | null    
+| 18   | null
 
 ## sort
 
@@ -327,9 +327,9 @@ search source=accounts | sort age | fields account_number, age;
 
 | account_number | age |
 :--- | :--- |
-| 13 | 28    
-| 1  | 32    
-| 18 | 33    
+| 13 | 28
+| 1  | 32
+| 18 | 33
 | 6  | 36
 
 *Example 2*: Sort by one field and return all results
@@ -342,9 +342,9 @@ search source=accounts | sort 0 age | fields account_number, age;
 
 | account_number | age |
 :--- | :--- |
-| 13 | 28    
-| 1  | 32    
-| 18 | 33    
+| 13 | 28
+| 1  | 32
+| 18 | 33
 | 6  | 36
 
 *Example 3*: Sort by one field in descending order
@@ -357,9 +357,9 @@ search source=accounts | sort - age | fields account_number, age;
 
 | account_number | age |
 :--- | :--- |
-| 6 | 36    
-| 18  | 33    
-| 1 | 32    
+| 6 | 36
+| 18  | 33
+| 1 | 32
 | 13  | 28
 
 *Example 4*: Specify the number of sorted documents to return
@@ -372,8 +372,8 @@ search source=accounts | sort 2 age | fields account_number, age;
 
 | account_number | age |
 :--- | :--- |
-| 13 | 28    
-| 1  | 32    
+| 13 | 28
+| 1  | 32
 
 *Example 5*: Sort by multiple fields
 
@@ -385,9 +385,9 @@ search source=accounts | sort + gender, - age | fields account_number, gender, a
 
 | account_number | gender | age |
 :--- | :--- | :--- |
-| 13 | F | 28    
-| 6  | M | 36    
-| 18 | M | 33    
+| 13 | F | 28
+| 6  | M | 36
+| 18 | M | 33
 | 1  | M | 32
 
 ## stats
@@ -438,7 +438,7 @@ search source=accounts | stats avg(age) by gender;
 
 | gender | avg(age)
 :--- | :--- |
-| F  | 28.0         
+| F  | 28.0
 | M  | 33.666666666666664
 
 *Example 3*: Calculate the average and sum of a field by group
@@ -451,7 +451,7 @@ search source=accounts | stats avg(age), sum(age) by gender;
 
 | gender | avg(age) | sum(age)
 :--- | :--- |
-| F  | 28   | 28         
+| F  | 28   | 28
 | M  | 33.666666666666664 | 101
 
 *Example 4*: Calculate the maximum value of a field
@@ -464,7 +464,7 @@ search source=accounts | stats max(age);
 
 | max(age)
 :--- |
-| 36  
+| 36
 
 *Example 5*: Calculate the maximum and minimum value of a field by group
 
@@ -476,7 +476,7 @@ search source=accounts | stats max(age), min(age) by gender;
 
 | gender | min(age) | max(age)
 :--- | :--- | :--- |
-| F  | 28 | 28         
+| F  | 28 | 28
 | M  | 32 | 36
 
 ## where
@@ -498,12 +498,12 @@ Field | Description | Required
 To get all documents from the `accounts` index where `account_number` is 1 or gender is `F`:
 
 ```sql
-search source=accounts | where account_number=1 or gender="F" | fields account_number, gender;
+search source=accounts | where account_number=1 or gender=\"F\" | fields account_number, gender;
 ```
 
 | account_number | gender
 :--- | :--- |
-| 1  | M        
+| 1  | M
 | 13 | F
 
 ## head
@@ -573,7 +573,7 @@ search source=accounts | rare gender;
 
 | gender
 :--- |
-| F  
+| F
 | M
 
 *Example 2*: Find the least common values grouped by gender
@@ -586,7 +586,7 @@ search source=accounts | rare age by gender;
 
 | gender | age
 :--- | :--- |
-| F  | 28  
+| F  | 28
 | M  | 32
 | M  | 33
 
@@ -616,7 +616,7 @@ search source=accounts | top gender;
 
 | gender
 :--- |
-| M  
+| M
 | F
 
 *Example 2*: Find the most common value in a field
@@ -629,7 +629,7 @@ search source=accounts | top 1 gender;
 
 | gender
 :--- |
-| M          
+| M
 
 *Example 2*: Find the most common values grouped by gender
 
@@ -641,5 +641,5 @@ search source=accounts | top 1 age by gender;
 
 | gender | age
 :--- | :--- |
-| F  | 28  
+| F  | 28
 | M  | 32

From 63bfe4ec7a2c630add48c51b117f544d6884c099 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Tue, 16 Nov 2021 20:32:04 -0800
Subject: [PATCH 170/229] Add defaults

Signed-off-by: Liz Snyder <elizabsn@amazon.com>
---
 _replication-plugin/settings.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_replication-plugin/settings.md b/_replication-plugin/settings.md
index 6a4d78c1..507255a6 100644
--- a/_replication-plugin/settings.md
+++ b/_replication-plugin/settings.md
@@ -31,6 +31,6 @@ Setting | Default | Description
 `plugins.replication.follower.concurrent_readers_per_shard` | 2 | The number of concurrent requests from the follower cluster per shard during the syncing phase of replication.
 `plugins.replication.autofollow.fetch_poll_interval` | 30s | How often auto-follow tasks poll the leader cluster for new matching indices.
 `plugins.replication.follower.metadata_sync_interval` | 60s | How often the follower cluster polls the leader cluster for updated index metadata.
-`plugins.replication.translog.retention_lease.pruning.enabled` | TBD | If enabled, prunes the translog based on retention leases on the leader index.
-`plugins.replication.translog.retention_size` | TBD | Controls the size of the translog on the leader index.
+`plugins.replication.translog.retention_lease.pruning.enabled` | true | If enabled, prunes the translog based on retention leases on the leader index.
+`plugins.replication.translog.retention_size` | 512MB | Controls the size of the translog on the leader index.
 

From 704679c43fd2edd0d236c0603ec930e08bec565c Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 17 Nov 2021 13:51:34 -0800
Subject: [PATCH 171/229] Addressed comments

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _observability-plugins/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_observability-plugins/index.md b/_observability-plugins/index.md
index fe13291e..afd4349d 100644
--- a/_observability-plugins/index.md
+++ b/_observability-plugins/index.md
@@ -13,7 +13,7 @@ OpenSearch Dashboards
 
 The Observability plugins are a collection of plugins that let you visualize data-driven events by using Piped Processing Language to explore, discover, and query data stored in OpenSearch.
 
-Your experience of exploring data might differ, but if you're new to exploring data to create visualizations, we recommend trying a work flow like the following:
+Your experience of exploring data might differ, but if you're new to exploring data to create visualizations, we recommend trying a workflow like the following:
 
 1. Explore data over a certain timeframe using [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index).
 1. Use [event analytics]({{site.url}}{{site.baseurl}}/observability-plugins/event-analytics) to turn data-driven events into visualizations.

From 4646820ee66ca11191899041da5ae151f65a0604 Mon Sep 17 00:00:00 2001
From: John Mazanec <jmazane@amazon.com>
Date: Thu, 18 Nov 2021 11:11:19 -0800
Subject: [PATCH 172/229] Call out some issues with faiss hnsw pq

Signed-off-by: John Mazanec <jmazane@amazon.com>
---
 _search-plugins/knn/knn-index.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/_search-plugins/knn/knn-index.md b/_search-plugins/knn/knn-index.md
index 4bf28d5d..56896010 100644
--- a/_search-plugins/knn/knn-index.md
+++ b/_search-plugins/knn/knn-index.md
@@ -89,9 +89,11 @@ Paramater Name | Required | Default | Updatable | Description
 
 Method Name | Requires Training? | Supported Spaces | Description
 :--- | :--- | :--- | :---
-`hnsw` | false | "l2", "innerproduct" | Hierarchical proximity graph approach to Approximate k-NN search.
+`hnsw` | false | "l2", "innerproduct"* | Hierarchical proximity graph approach to Approximate k-NN search.
 `ivf` | true | "l2", "innerproduct" | Bucketing approach where vectors are assigned different buckets based on clustering and, during search, only a subset of the buckets are searched.
 
+**Note** --- For *hnsw*, "innerproduct" is not available when PQ is used.
+
 #### HNSW Parameters
 
 Paramater Name | Required | Default | Updatable | Description
@@ -150,7 +152,7 @@ Encoder Name | Requires Training? | Description
 Paramater Name | Required | Default | Updatable | Description
 :--- | :--- | :--- | :--- | :---
 `m` | false | 1 | false |  Determine how many many sub-vectors to break the vector into. sub-vectors are encoded independently of each other. This dimension of the vector must be divisible by `m`. Max value is 1024.
-`code_size` | false | 8 | false | Determines the number of bits to encode a sub-vector into. Max value is 128. **Note** --- for IVF, this value must be less than or equal to 8.
+`code_size` | false | 8 | false | Determines the number of bits to encode a sub-vector into. Max value is 8. **Note** --- for IVF, this value must be less than or equal to 8. For HNSW, this value can only be 8.
 
 ### Choosing the right method
 

From 6953cb673b550db881a81c06b026f91ed8ceb8c3 Mon Sep 17 00:00:00 2001
From: Shyim <6224096+shyim@users.noreply.github.com>
Date: Fri, 19 Nov 2021 19:33:20 +0000
Subject: [PATCH 173/229] Add PHP client

Signed-off-by: GitHub <noreply@github.com>
---
 _clients/index.md |   1 +
 _clients/php.md   | 100 ++++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 101 insertions(+)
 create mode 100644 _clients/php.md

diff --git a/_clients/index.md b/_clients/index.md
index 2f3513dd..3fbecdb0 100644
--- a/_clients/index.md
+++ b/_clients/index.md
@@ -19,6 +19,7 @@ For example, a 1.0.0 client works with an OpenSearch 1.1.0 cluster, but might no
 * [OpenSearch Python client]({{site.url}}{{site.baseurl}}/clients/python/)
 * [OpenSearch JavaScript (Node.js) client]({{site.url}}{{site.baseurl}}/clients/javascript/)
 * [OpenSearch Go client]({{site.url}}{{site.baseurl}}/clients/go/)
+* [OpenSearch PHP client]({{site.url}}{{site.baseurl}}/clients/php/)
 
 
 ## Legacy clients
diff --git a/_clients/php.md b/_clients/php.md
new file mode 100644
index 00000000..db5027b6
--- /dev/null
+++ b/_clients/php.md
@@ -0,0 +1,100 @@
+---
+layout: default
+title: PHP client
+nav_order: 90
+---
+
+# PHP client
+
+The OpenSearch PHP client provides a safer and easier way to interact with your OpenSearch cluster. Rather than using OpenSearch from the browser and potentially exposing your data to the public, you can build an OpenSearch client that takes care of sending requests to your cluster.
+
+The client contains a library of APIs that let you perform different operations on your cluster and return a standard response body. The example here demonstrates some basic operations like creating an index, adding documents, and searching your data.
+
+## Setup
+
+To add the client to your project, install it using [composer]](https://getcomposer.org/):
+
+```bash
+composer require opensearch-project/opensearch-php
+```
+
+To install a specific major version of the client, run the following command:
+
+```bash
+composer require opensearch-project/opensearch-php:<version>
+```
+
+Then require the autload file from composer in your code:
+
+```php
+require __DIR__ . '/vendor/autoload.php';
+```
+
+## Sample code
+
+```php
+<?php
+
+require __DIR__ . '/vendor/autoload.php';
+
+$client = (new \OpenSearch\ClientBuilder())
+    ->setHosts(['https://localhost:9200'])
+    ->setBasicAuthentication('admin', 'admin') // For testing only. Don't store credentials in code.
+    ->setSSLVerification(false) // For testing only. Use certificate for validation
+    ->build();
+
+$indexName = 'test-index-name';
+
+// Print OpenSearch version information on console.
+var_dump($client->info());
+
+// Create an index with non-default settings.
+$client->indices()->create([
+    'index' => $indexName,
+    'body' => [
+        'settings' => [
+            'index' => [
+                'number_of_shards' => 4
+            ]
+        ]
+    ]
+]);
+
+$client->create([
+    'index' => $indexName,
+    'id' => 1,
+    'body' => [
+        'title' => 'Moneyball',
+        'director' => 'Bennett Miller',
+        'year' => 2011
+    ]
+]);
+
+// Search for it
+var_dump(
+    $client->search([
+        'index' => $indexName,
+        'body' => [
+            'size' => 5,
+            'query' => [
+                'multi_match' => [
+                    'query' => 'miller',
+                    'fields' => ['title^2', 'director']
+                ]
+            ]
+        ]
+    ])
+);
+
+// Delete a single document
+$client->delete([
+    'index' => $indexName,
+    'id' => 1,
+]);
+
+
+// Delete index
+$client->indices()->delete([
+    'index' => $indexName
+]);
+```

From b05daacf3878a53bdb241e0d79a97b34b0cfd2a0 Mon Sep 17 00:00:00 2001
From: Karishma Joseph <karisjos@amazon.com>
Date: Mon, 15 Nov 2021 17:25:54 -0800
Subject: [PATCH 174/229] Add PA metrics to the metrics documentation page

Signed-off-by: Karishma Joseph <karisjos@amazon.com>
---
 _monitoring-plugins/pa/reference.md | 166 +++++++++++++++++++++++++++-
 1 file changed, 162 insertions(+), 4 deletions(-)

diff --git a/_monitoring-plugins/pa/reference.md b/_monitoring-plugins/pa/reference.md
index 77b61d89..dc33f0e9 100644
--- a/_monitoring-plugins/pa/reference.md
+++ b/_monitoring-plugins/pa/reference.md
@@ -26,7 +26,7 @@ This list is extensive. We recommend using Ctrl/Cmd + F to find what you're look
     <tr>
       <td>CPU_Utilization
       </td>
-      <td rowspan="18">ShardID, IndexName, Operation, ShardRole
+      <td rowspan="20">ShardID, IndexName, Operation, ShardRole
       </td>
       <td>CPU usage ratio. CPU time (in milliseconds) used by the associated thread(s) in the past five seconds, divided by 5000 milliseconds.
       </td>
@@ -121,6 +121,18 @@ This list is extensive. We recommend using Ctrl/Cmd + F to find what you're look
       <td>The total number of times that the associated thread(s) blocked to enter or reenter a monitor (i.e. the number of times a thread has been in the blocked state).
       </td>
     </tr>
+    <tr>
+      <td>Thread_Waited_Time
+      </td>
+      <td>Average time (seconds) that the associated thread(s) waited to enter or reenter a monitor in WAITING or TIMED_WAITING state.
+      </td>
+    </tr>
+    <tr>
+      <td>Thread_Waited_Event
+      </td>
+      <td>The total number of times that the associated thread(s) waited to enter or reenter a monitor (i.e. the number of times a thread has been in the WAITING or TIMED_WAITING state).
+      </td>
+    </tr>
     <tr>
       <td>ShardEvents
       </td>
@@ -315,6 +327,37 @@ This list is extensive. We recommend using Ctrl/Cmd + F to find what you're look
       <td>Estimated disk usage of the shard in bytes.
       </td>
     </tr>
+    <tr>
+      <td>Indexing_Pressure_Current_Limits
+      </td>
+      <td rowspan="5">ShardID, IndexName, IndexingStage
+      <td>Total heap size (in bytes) that is available for utilization by a shard of an index in a particular indexing stage (Coordinating, Primary or Replica).
+      </td>
+    </tr>
+    <tr>
+      <td>Indexing_Pressure_Current_Bytes
+      </td>
+      <td>Total heap size (in bytes) occupied by a shard of an index in a particular indexing stage (Coordinating, Primary or Replica).
+      </td>
+    </tr>
+    <tr>
+      <td>Indexing_Pressure_Last_Successful_Timestamp
+      </td>
+      <td>Timestamp of a request that was successful for a shard of an index in a particular indexing stage (Coordinating, Primary or Replica).
+      </td>
+    </tr>
+    <tr>
+      <td>Indexing_Pressure_Rejection_Count
+      </td>
+      <td>Total rejections performed by OpenSearch for a shard of an index in a particular indexing stage (Coordinating, Primary or Replica).
+      </td>
+    </tr>
+    <tr>
+      <td>Indexing_Pressure_Average_Window_Throughput
+      </td>
+      <td>Average throughput of the last n requests (The value of n is determined by `shard_indexing_pressure.secondary_parameter.throughput.request_size_window` setting) for a shard of an index in a particular indexing stage (Coordinating, Primary or Replica).
+      </td>
+    </tr>
     <tr>
       <td>Latency
       </td>
@@ -424,7 +467,7 @@ This list is extensive. We recommend using Ctrl/Cmd + F to find what you're look
       </td>
       <td rowspan="5">Direction
       </td>
-      <td>The total number of IPv4 datagrams transmitted/received from/by interfaces per second, including those transmitted or received in error
+      <td>The total number of IPv4 datagrams transmitted/received from/by interfaces per second, including those transmitted or received in error.
       </td>
     </tr>
     <tr>
@@ -454,7 +497,7 @@ This list is extensive. We recommend using Ctrl/Cmd + F to find what you're look
     <tr>
       <td>ThreadPool_QueueSize
       </td>
-      <td rowspan="4">ThreadPoolType
+      <td rowspan="6">ThreadPoolType
       </td>
       <td>The size of the task queue.
       </td>
@@ -477,10 +520,22 @@ This list is extensive. We recommend using Ctrl/Cmd + F to find what you're look
       <td>The approximate number of threads that are actively executing tasks.
       </td>
     </tr>
+    <tr>
+      <td>ThreadPool_QueueLatency
+      </td>
+      <td>The latency of the task queue.
+      </td>
+    </tr>
+    <tr>
+      <td>ThreadPool_QueueCapacity
+      </td>
+      <td>The current capacity of the task queue.
+      </td>
+    </tr>
     <tr>
       <td>Master_PendingQueueSize
       </td>
-      <td>N/A
+      <td>Master_PendingTaskType
       </td>
       <td>The current number of pending tasks in the cluster state update thread. Each node has a cluster state update thread that submits cluster state update tasks (create index, update mapping, allocate shard, fail shard, etc.).
       </td>
@@ -533,6 +588,108 @@ This list is extensive. We recommend using Ctrl/Cmd + F to find what you're look
       <td>The time (milliseconds) that a master task has been executed.
       </td>
     </tr>
+    <tr>
+      <td>Cache_MaxSize
+      </td>
+      <td>CacheType
+      </td>
+      <td>The max size of the cache in bytes.
+      </td>
+    </tr>
+    <tr>
+      <td>AdmissionControl_RejectionCount (WIP)
+      </td>
+      <td rowspan="3">ControllerName
+      </td>
+      <td>Total rejections performed by a Controller of Admission Control.
+      </td>
+    </tr>
+    <tr>
+      <td>AdmissionControl_CurrentValue (WIP)
+      </td>
+      <td>Current value for Controller of Admission Control.
+      </td>
+    </tr>
+    <tr>
+      <td>AdmissionControl_ThresholdValue (WIP)
+      </td>
+      <td>Threshold value for Controller of Admission Control.
+      </td>
+    </tr>
+    <tr>
+      <td>Data_RetryingPendingTasksCount (WIP)
+      </td>
+      <td rowspan="2"> NodeID
+      </td>
+      <td>Number of throttled pending tasks on which data node is actively performing retries. It will be an absolute metric at that point of time.
+      </td>
+    </tr>
+    <tr>
+      <td>Master_ThrottledPendingTasksCount (WIP)
+      </td>
+      <td>Sum of total pending tasks which got throttled by node (master node). It is a cumulative metric so look at the max aggregation.
+      </td>
+    </tr>
+    <tr>
+      <td>Election_Term (WIP)
+      </td>
+      <td rowspan="5">N/A
+      </td>
+      <td>Monotonically increasing number with every master election.
+      </td>
+    </tr>
+    <tr>
+      <td>PublishClusterState_Latency (WIP)
+      </td>
+      <td>The time taken by quorum of nodes to publish new cluster state. This metric is available for current master.
+      </td>
+    </tr>
+    <tr>
+      <td>PublishClusterState_Failure (WIP)
+      </td>
+      <td>The number of times publish new cluster state action failed on master node.
+      </td>
+    </tr>
+    <tr>
+      <td>ClusterApplierService_Latency (WIP)
+      </td>
+      <td>The time taken by each node to apply cluster state sent by master.
+      </td>
+    </tr>
+    <tr>
+      <td>ClusterApplierService_Failure (WIP)
+      </td>
+      <td>The number of times apply cluster state action failed on each node.
+      </td>
+    </tr>
+    <tr>
+      <td>Shard_State (WIP)
+      </td>
+      <td>IndexName, NodeName, ShardType, ShardID
+      </td>
+      <td>The state of each shard - whether it is STARTED, UNASSIGNED, RELOCATING etc.
+      </td>
+    </tr>
+    <tr>
+      <td>LeaderCheck_Latency (WIP)
+      </td>
+      <td rowspan="4">WIP
+      </td>
+      <td rowspan="4">WIP
+      </td>
+    </tr>
+    <tr>
+      <td>FollowerCheck_Failure (WIP)
+      </td>
+    </tr>
+    <tr>
+      <td>LeaderCheck_Failure (WIP)
+      </td>
+    </tr>
+    <tr>
+      <td>FollowerCheck_Latency (WIP)
+      </td>
+    </tr>
   </tbody>
 </table>
 
@@ -558,3 +715,4 @@ MasterTaskInsertOrder | The order in which the task was inserted (e.g. `3691`).
 MasterTaskPriority | Priority of the task (e.g. `URGENT`). OpenSearch executes higher priority tasks before lower priority ones, regardless of `insert_order`.
 MasterTaskType | `shard-started`, `create-index`, `delete-index`, `refresh-mapping`, `put-mapping`, `CleanupSnapshotRestoreState`, `Update snapshot state`
 MasterTaskMetadata | Metadata for the task (if any).
+CacheType | `Field_Data_Cache`, `Shard_Request_Cache`, `Node_Query_Cache`

From 16d851768b7014bb286ab74b9c4069e40d625d2b Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Fri, 19 Nov 2021 16:22:49 -0800
Subject: [PATCH 175/229] Add indexing of documentation for custom-search

Signed-off-by: Miki <mehranb@amazon.com>
---
 _plugins/search-indexer.rb | 118 +++++++++++++++++++++++++++++++++++++
 1 file changed, 118 insertions(+)
 create mode 100644 _plugins/search-indexer.rb

diff --git a/_plugins/search-indexer.rb b/_plugins/search-indexer.rb
new file mode 100644
index 00000000..8b938166
--- /dev/null
+++ b/_plugins/search-indexer.rb
@@ -0,0 +1,118 @@
+# frozen_string_literal: true
+
+require "jekyll/hooks"
+require "jekyll/document"
+require "json"
+
+##
+# This singleton facilitates production of an indexable JSON representation of the content to populate a data source
+# to provide search functionality.
+
+module Jekyll::ContentIndexer
+
+  ##
+  # The collection that will get stores as the output
+
+  @data = []
+
+  ##
+  # Pattern to identify documents that should be excluded based on their URL
+
+  @excluded_paths = /\.(css|js|json|map|xml|txt|yml)$/i.freeze
+
+  ##
+  # Pattern to identify block HTML tags (not comprehensive)
+
+  @html_block_tags = /\s*<[?\/]?(article|blockquote|d[dlt]|div|fieldset|form|h|li|main|nav|[ou]l|p|section|table|t[rd]).*?>\s*/im.freeze
+
+  ##
+  # Pattern to identify certain HTML tags whose content should be excluded from indexing
+
+  @html_excluded_tags = /\s*<(head|style|script|h1).*?>.*?<\/\1>/im.freeze
+
+  ##
+  # Initializes the singleton by recording the site
+
+  def self.init(site)
+    @site = site
+  end
+
+  ##
+  # Processes a Document or Page and adds it to the collection
+
+  def self.add(page)
+    return if @excluded_paths.match(page.url)
+
+    content = page.content
+                  .gsub(@html_excluded_tags, ' ')             # Strip certain HTML blocks
+                  .gsub(@html_block_tags, "\n")               # Strip some block HTML tags, replacing with newline
+                  .gsub(/\s*<[?\/!]?[a-z]+.*?>\s*/im, ' ')    # Strip all remaining HTML tags
+                  .gsub(/\s*[\r\n]+\s*/, "\n")                # Clean line-breaks
+                  .gsub(/\s{2,}/, ' ')                        # Trim long spaces
+                  .gsub(/\s+([.:;,)!\]?])/, '\1')             # Remove spaces before some punctuations
+                  .strip                                      # Trim leading and tailing whitespaces
+
+    return if content.empty?
+
+    url = @site.config["baseurl"] + page.url
+
+    # Produce a breadcrumb
+    ancestors = []
+    if page.instance_of?(Jekyll::Document)
+      ancestors.push(@site.config.dig("just_the_docs", "collections", page.collection&.label, "name"))
+    end
+
+    ancestors.push(page.data["grand_parent"]) unless
+      page.data["grand_parent"].nil? ||
+      page.data["grand_parent"]&.empty? ||
+      ancestors.include?(page.data["grand_parent"])     # Make sure collection name is not added
+
+    ancestors.push(page.data["parent"]) unless
+      page.data["parent"].nil? ||
+        page.data["parent"]&.empty? ||
+        ancestors.include?(page.data["parent"])         # Make sure collection name is not added
+
+    data = {
+      url: url,
+      title: page.data["title"],
+      content: content,
+      ancestors: ancestors,
+      type: "DOCS"
+    }
+
+    @data.push(data)
+  end
+
+  ##
+  # Saves the collection as a JSON file
+
+  def self.save
+    File.open(File.join(@site.config["destination"], "search-index.json"), 'w') do |f|
+      f.puts JSON.pretty_generate(@data)
+    end
+  end
+end
+
+# Before any Document or Page is processed, initialize the ContentIndexer
+
+Jekyll::Hooks.register :site, :pre_render do |site|
+  Jekyll::ContentIndexer.init(site)
+end
+
+# Process a Page as soon as its content is ready
+
+Jekyll::Hooks.register :pages, :post_convert do |page|
+  Jekyll::ContentIndexer.add(page)
+end
+
+# Process a Document as soon as its content is ready
+
+Jekyll::Hooks.register :documents, :post_convert do |document|
+  Jekyll::ContentIndexer.add(document)
+end
+
+# Save the produced collection after Jekyll is done writing all its stuff
+
+Jekyll::Hooks.register :site, :post_write do |_|
+  Jekyll::ContentIndexer.save()
+end
\ No newline at end of file

From c28f3f6ea15659f07d213a177394522dc82b9b98 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Mon, 22 Nov 2021 15:23:05 -0800
Subject: [PATCH 176/229] Fixed links and added images

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _observability-plugins/index.md |  10 +++++++---
 images/event-analytics.png      | Bin 0 -> 277950 bytes
 images/notebooks.png            | Bin 0 -> 598452 bytes
 images/observability-trace.png  | Bin 0 -> 592242 bytes
 images/operational-panel.png    | Bin 203774 -> 418664 bytes
 5 files changed, 7 insertions(+), 3 deletions(-)
 create mode 100644 images/event-analytics.png
 create mode 100644 images/notebooks.png
 create mode 100644 images/observability-trace.png

diff --git a/_observability-plugins/index.md b/_observability-plugins/index.md
index afd4349d..9568219b 100644
--- a/_observability-plugins/index.md
+++ b/_observability-plugins/index.md
@@ -17,6 +17,10 @@ Your experience of exploring data might differ, but if you're new to exploring d
 
 1. Explore data over a certain timeframe using [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index).
 1. Use [event analytics]({{site.url}}{{site.baseurl}}/observability-plugins/event-analytics) to turn data-driven events into visualizations.
-1. Create [operational panels]({{site.url}}{{site.baseurl}}/observability-plugins/plugins/operational-panels) and add visualizations to compare data the way you like.
-1. Use [trace analytics]({{site.url}}{{site.baseurl}}/observability-plugins/plugins/trace/index) to create traces and dive deep into your data.
-1. Leverage [notebooks]({{site.url}}{{site.baseurl}}/observability-plugins/plugins/notebooks) to combine different visualizations and code blocks that you can share with team members.
+  ![Sample Event Analytics View]({{site.url}}{{site.baseurl}}/images/event-analytics.png)
+1. Create [operational panels]({{site.url}}{{site.baseurl}}/observability-plugins/operational-panels) and add visualizations to compare data the way you like.
+  ![Sample Operational Panel View]({{site.url}}{{site.baseurl}}/images/operational-panel.png)
+1. Use [trace analytics]({{site.url}}{{site.baseurl}}/observability-plugins/trace/index) to create traces and dive deep into your data.
+  ![Sample Trace Analytics View]({{site.url}}{{site.baseurl}}/images/observability-trace.png)
+1. Leverage [notebooks]({{site.url}}{{site.baseurl}}/observability-plugins/notebooks) to combine different visualizations and code blocks that you can share with team members.
+  ![Sample Notebooks View]({{site.url}}{{site.baseurl}}/images/notebooks.png)
diff --git a/images/event-analytics.png b/images/event-analytics.png
new file mode 100644
index 0000000000000000000000000000000000000000..a906386c0f6973b79a5ee0fa076cff77bb193f34
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kRpzMsg7i^t7QU%9B*X8@a^E!te*^#Y_8aU=)3(0;f37_*8~^|S


From 270a0e890d0a5e15555433492d4f3c099a1411ba Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Tue, 23 Nov 2021 10:41:45 -0800
Subject: [PATCH 177/229] Added version history about 1.2

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 version-history.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/version-history.md b/version-history.md
index e5156593..7d658674 100644
--- a/version-history.md
+++ b/version-history.md
@@ -9,6 +9,7 @@ permalink: /version-history/
 
 OpenSearch version | Release highlights | Release date
 :--- | :--- | :--- | :---
+[1.2.0](https://github.com/opensearch-project/OpenSearch/blob/main/release-notes/opensearch.release-notes-1.2.0.md) | Adds observability, new attribution ratio API for Anomaly Detection, shard-level indexing back-pressure, new "match" query type for SQL and PPL, support for Faiss libraries in k-NN, and custom Dashboards branding. | 23 November 2021
 [1.1.0](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.1.0.md) | Adds cross-cluster replication, security for Index Management, bucket-level alerting, a CLI to help with upgrading from Elasticsearch OSS to OpenSearch, and enhancements to high cardinality data in the anomaly detection plugin. | 5 October 2021
 [1.0.1](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.0.1.md) | Bug fixes. | 1 September 2021
 [1.0.0](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.0.0.md) | General availability release. Adds compatibility setting for clients that require a version check before connecting. | 12 July 2021

From eaae9e7b87ffe7c515fe47d5f898c7d679169164 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Tue, 23 Nov 2021 10:51:24 -0800
Subject: [PATCH 178/229] Update versions.json

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _data/versions.json | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/_data/versions.json b/_data/versions.json
index 5fe13f29..edbd45a6 100644
--- a/_data/versions.json
+++ b/_data/versions.json
@@ -1,6 +1,7 @@
 {
-  "current": "1.1",
+  "current": "1.2",
   "past": [
+    "1.1",
     "1.0"
   ]
-}
\ No newline at end of file
+}

From 41dd391a5bc9bd91eb04b7a64093e8d39c43b033 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Tue, 23 Nov 2021 10:52:23 -0800
Subject: [PATCH 179/229] Updated 1.2 banner  alert

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _data/alert.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_data/alert.yml b/_data/alert.yml
index ecfc87f2..dd5078f4 100644
--- a/_data/alert.yml
+++ b/_data/alert.yml
@@ -1 +1 @@
-message: "🌡️ [OpenSearch 1.1.0 arrived October 5 with cross-cluster replication, bucket-level alerting, and much, much more. Grab it here!](/downloads.html)"
+message: "OpenSearch 1.2.0 is live 🍾 Try the new observability interface, branding customizer, and more!](/downloads.html)"

From a4cf5b8790ce5d2eb1d1762b5acfd741df65ec1b Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 23 Nov 2021 11:43:16 -0800
Subject: [PATCH 180/229] =?UTF-8?q?=E2=80=9C..=E2=80=9D?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _observability-plugins/ppl/commands.md | 89 ++++++++++++++++++++++++++
 _search-plugins/sql/sql-full-text.md   | 88 ++++++++++++++++++++++++-
 2 files changed, 176 insertions(+), 1 deletion(-)

diff --git a/_observability-plugins/ppl/commands.md b/_observability-plugins/ppl/commands.md
index 44fb036e..7b5725b8 100644
--- a/_observability-plugins/ppl/commands.md
+++ b/_observability-plugins/ppl/commands.md
@@ -643,3 +643,92 @@ search source=accounts | top 1 age by gender;
 :--- | :--- |
 | F  | 28
 | M  | 32
+
+## match
+
+Use the `match` command to search documents that match a `string`, `number`, `date`, or `boolean` value for a given field.
+
+### Syntax
+
+```sql
+match(field_expression, query_expression[, option=<option_value>]*)
+```
+
+You can specify the following options: 
+
+- `analyzer`
+- `auto_generate_synonyms_phrase`
+- `fuzziness`
+- `max_expansions`
+- `prefix_length`
+- `fuzzy_transpositions`
+- `fuzzy_rewrite`
+- `lenient`
+- `operator`
+- `minimum_should_match`
+- `zero_terms_query`
+- `boost`
+
+*Example 1*: Search the `message` field:
+
+```json
+GET my_index/_search
+{
+  "query": {
+    "match": {
+      "message": "this is a test"
+    }
+  }
+}
+```
+
+PPL query:
+
+```sql
+search source=my_index | match field=message query="this is a test"
+```
+
+*Example 2*: Search the `message` field with the `operator` parameter:
+
+```json
+GET my_index/_search
+{
+  "query": {
+    "match": {
+      "message": {
+        "query": "this is a test",
+        "operator": "and"
+      }
+    }
+  }
+}
+```
+
+PPL query:
+
+```sql
+search source=my_index | match field=message query="this is a test" operator=and
+```
+
+*Example 3*: Search the `message` field with the `operator` and `zero_terms_query` parameters:
+
+```json
+GET my_index/_search
+{
+  "query": {
+    "match": {
+      "message": {
+        "query": "to be or not to be",
+        "operator": "and",
+        "zero_terms_query": "all"
+      }
+    }
+  }
+}
+```
+
+PPL query:
+
+```ppl
+search source=my_index | where match(message, "this is a test", operator=and, zero_terms_query=all)
+```
diff --git a/_search-plugins/sql/sql-full-text.md b/_search-plugins/sql/sql-full-text.md
index fb39a9c5..641fd27d 100644
--- a/_search-plugins/sql/sql-full-text.md
+++ b/_search-plugins/sql/sql-full-text.md
@@ -13,11 +13,97 @@ To learn about full-text queries in OpenSearch, see [Full-text queries]({{site.u
 
 ## Match
 
+Use the `match` command to search documents that match a `string`, `number`, `date`, or `boolean` value for a given field.
+
+### Syntax
+
+```sql
+match(field_expression, query_expression[, option=<option_value>]*)
+```
+
+You can specify the following options:
+
+- `analyzer`
+- `auto_generate_synonyms_phrase`
+- `fuzziness`
+- `max_expansions`
+- `prefix_length`
+- `fuzzy_transpositions`
+- `fuzzy_rewrite`
+- `lenient`
+- `operator`
+- `minimum_should_match`
+- `zero_terms_query`
+- `boost`
+
+*Example 1*: Search the `message` field:
+
+```json
+GET my_index/_search
+{
+  "query": {
+    "match": {
+      "message": "this is a test"
+    }
+  }
+}
+```
+
+SQL query:
+
+```sql
+SELECT message FROM my_index WHERE match(message, "this is a test")
+```
+
+*Example 2*: Search the `message` field with the `operator` parameter:
+
+```json
+GET my_index/_search
+{
+  "query": {
+    "match": {
+      "message": {
+        "query": "this is a test",
+        "operator": "and"
+      }
+    }
+  }
+}
+```
+
+SQL query:
+
+```sql
+SELECT message FROM my_index WHERE match(message, "this is a test", operator=and)
+```
+
+*Example 3*: Search the `message` field with the `operator` and `zero_terms_query` parameters:
+
+```json
+GET my_index/_search
+{
+  "query": {
+    "match": {
+      "message": {
+        "query": "to be or not to be",
+        "operator": "and",
+        "zero_terms_query": "all"
+      }
+    }
+  }
+}
+```
+
+SQL query:
+
+```sql
+SELECT message FROM my_index WHERE match(message, "this is a test", operator=and, zero_terms_query=all)
+```
+
 To search for text in a single field, use `MATCHQUERY` or `MATCH_QUERY` functions.
 
 Pass in your search query and the field name that you want to search against.
 
-
 ```sql
 SELECT account_number, address
 FROM accounts

From 5e54501b6d8d5189b8d64e9c685bfb00e432f28b Mon Sep 17 00:00:00 2001
From: Karishma Joseph <karisjos@amazon.com>
Date: Tue, 23 Nov 2021 13:06:07 -0800
Subject: [PATCH 181/229] Add missing </td> tag

Signed-off-by: Karishma Joseph <karisjos@amazon.com>
---
 _monitoring-plugins/pa/reference.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/_monitoring-plugins/pa/reference.md b/_monitoring-plugins/pa/reference.md
index dc33f0e9..8c2f16c7 100644
--- a/_monitoring-plugins/pa/reference.md
+++ b/_monitoring-plugins/pa/reference.md
@@ -331,6 +331,7 @@ This list is extensive. We recommend using Ctrl/Cmd + F to find what you're look
       <td>Indexing_Pressure_Current_Limits
       </td>
       <td rowspan="5">ShardID, IndexName, IndexingStage
+      </td>
       <td>Total heap size (in bytes) that is available for utilization by a shard of an index in a particular indexing stage (Coordinating, Primary or Replica).
       </td>
     </tr>

From 7ec8837f0beb4d1e9d27937e85d006ed0fe5ca05 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Wed, 24 Nov 2021 12:08:29 -0800
Subject: [PATCH 182/229] minor clarification

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _monitoring-plugins/ad/result-mapping.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_monitoring-plugins/ad/result-mapping.md b/_monitoring-plugins/ad/result-mapping.md
index 8cbe8436..54d86705 100644
--- a/_monitoring-plugins/ad/result-mapping.md
+++ b/_monitoring-plugins/ad/result-mapping.md
@@ -194,7 +194,7 @@ If a detector detects an anomaly late, the result has the following additional f
 Field | Description
 :--- | :---
 `past_values` | The actual input that triggered an anomaly. If `past_values` is null, the attributions or expected values are from the current input. If `past_values` is not null, the attributions or expected values are from a past input (for example, the previous two steps of the data [1,2,3]).
-`approx_anomaly_start_time` | The approximate time of the actual input that triggers an anomaly. This field helps you understand when a detector flags an anomaly. If the data is not continuous, the actual time that the detector detects the anomaly can be earlier. Both single-stream and high-cardinality detectors don't query previous anomaly results because these queries are expensive operations, especially when a detector has a lot of entities. This is why the accuracy of this field is low.
+`approx_anomaly_start_time` | The approximate time of the actual input that triggers an anomaly. This field helps you understand when a detector flags an anomaly. Both single-stream and high-cardinality detectors don't query previous anomaly results because these queries are expensive operations. The cost is especially high for high-cardinality detectors that might have a lot of entities. If the data is not continuous, the accuracy of this field is low and the actual time that the detector detects an anomaly can be earlier.
 
 ```json
 {

From e60bbafd916a35cad31c9eaad3cf503cae4ab646 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Mon, 29 Nov 2021 18:49:04 -0800
Subject: [PATCH 183/229] Add custom search

Signed-off-by: Miki <mehranb@amazon.com>
---
 _config.yml              |  11 +-
 _layouts/default.html    |  14 ++-
 _sass/custom/custom.scss | 102 ++++++++++++++++
 assets/js/search.js      | 251 +++++++++++++++++++++++++++++++++++++++
 4 files changed, 374 insertions(+), 4 deletions(-)
 create mode 100644 assets/js/search.js

diff --git a/_config.yml b/_config.yml
index 092739c2..89e8d8e5 100644
--- a/_config.yml
+++ b/_config.yml
@@ -107,8 +107,15 @@ just_the_docs:
 
 
 # Enable or disable the site search
-# Supports true (default) or false
-search_enabled: true
+# By default, just-the-docs enables its JSON file-based search. We also have an OpenSearch-driven search functionality.
+# To disable any search from appearing, both `search_enabled` and `use_custom_search` need to be false.
+# To use the OpenSearch-driven search, `search_enabled` has to be false and `use_custom_search` needs to be true.
+# If `search_enabled` is true, irrespective of the value of `use_custom_search`, the JSON file-based search appears.
+#
+# `search_enabled` defaults to true
+# `use_custom_search` defaults to false
+search_enabled: false
+use_custom_search: true
 
 search:
   # Split pages into sections that can be searched individually
diff --git a/_layouts/default.html b/_layouts/default.html
index c5408662..2e4ae661 100755
--- a/_layouts/default.html
+++ b/_layouts/default.html
@@ -105,13 +105,20 @@ layout: table_wrappers
     <div class="copy-banner">
       <div class="container">
         <h1><a href="#">Documentation</a></h1>
-        {% if site.search_enabled != false %}
+        {% if site.search_enabled != false or site.use_custom_search == true %}
         <div class="search">
           <div class="search-input-wrap">
-            <input type="text" id="search-input" class="search-input" tabindex="0" placeholder="Search..." aria-label="Search {{ site.title }}" autocomplete="off">
+            <input type="text" id="search-input" class="search-input"
+                   tabindex="0" placeholder="Search..." aria-label="Search {{ site.title }}"
+                   data-docs-version="{{ site.data.versions.current }}" autocomplete="off">
+            <div class="search-spinner"><i></i></div>
             <label for="search-input" class="search-label"><svg viewBox="0 0 24 24" class="search-icon"><use xlink:href="#svg-search"></use></svg></label>
           </div>
+          {% if site.search_enabled != false %}
           <div id="search-results" class="search-results"></div>
+          {% elsif site.use_custom_search == true %}
+          <div id="search-results" class="search-results custom-search-results"></div>
+          {% endif %}
         </div>
         {% endif %}
       </div>
@@ -213,5 +220,8 @@ layout: table_wrappers
     </script>
   {% endif %}
   <script src="{{ '/assets/js/header-nav.js' | relative_url }}"></script>
+  {% if site.search_enabled == false and site.use_custom_search == true %}
+  <script src="{{ '/assets/js/search.js' | relative_url }}"></script>
+  {% endif %}
 </body>
 </html>
diff --git a/_sass/custom/custom.scss b/_sass/custom/custom.scss
index 8bc613c1..961668b0 100755
--- a/_sass/custom/custom.scss
+++ b/_sass/custom/custom.scss
@@ -1130,3 +1130,105 @@ version-selector {
   --hover-bg: linear-gradient(#{lighten($blue-300, 2%)}, #{darken($blue-300, 4%)});
   --link-color: #{$blue-300};
 }
+
+.custom-search-results {
+  & > div {
+    padding: 1rem;
+  }
+
+  cite {
+    @include font-size(12);
+    @include sans-serif;
+    color: $grey-dk-300;
+    text-decoration: none;
+    font-style: normal;
+    display: block;
+    line-height: 1;
+    font-weight: normal;
+  }
+
+  a {
+    @include font-size(20);
+    @include heading-sans-serif;
+    line-height: 1.6;
+    font-weight: bold;
+    outline: none;
+  }
+
+  span {
+    @include font-size(14);
+    color: $grey-dk-200;
+    line-height: 1.4;
+    display: block;
+    overflow-wrap: break-word;
+
+    &:only-child {
+      text-align: center;
+      padding: 1rem;
+    }
+  }
+
+  .highlighted {
+    background: #EAF4F9;
+  }
+}
+
+.banner-alert ~ main .custom-search-results {
+  max-height: calc(100vh - 200% - 60px - 3.6rem) !important;
+}
+
+.search-spinner {
+  display: none;
+  font-weight: 700;
+  outline: 0;
+  user-select: none;
+
+  position: absolute;
+  padding-left: 0.6rem;
+  height: 100%;
+
+  &.spinning {
+    display: flex;
+
+    & ~ .search-label {
+      display: none;
+    }
+  }
+}
+
+.search-spinner > i {
+  border-color: rgba($grey-dk-000, 0.2);
+  position: relative;
+  animation: spin 0.6s infinite linear;
+  border-width: 3px;
+  border-style: solid;
+  border-radius: 100%;
+  display: inline-block;
+  width: 18px;
+  height: 18px;
+  vertical-align: middle;
+  align-self: center;
+
+  &:before {
+    content: "";
+    border: 3px solid rgba($grey-dk-000, 0);
+    border-top-color: rgba($grey-dk-000, 0.8);
+    border-radius: 100%;
+    display: block;
+    left: -3px;
+    position: absolute;
+    top: -3px;
+    height: 100%;
+    width: 100%;
+    box-sizing: content-box;
+  }
+}
+
+@keyframes spin {
+  from {
+    transform: rotate(0deg)
+  }
+  to {
+    transform: rotate(359deg)
+  }
+}
\ No newline at end of file
diff --git a/assets/js/search.js b/assets/js/search.js
new file mode 100644
index 00000000..b6a811ff
--- /dev/null
+++ b/assets/js/search.js
@@ -0,0 +1,251 @@
+(() => {
+    const elInput = document.getElementById('search-input');
+    const elResults = document.getElementById('search-results');
+    const elOverlay = document.querySelector('.search-overlay');
+    const elSpinner = document.querySelector('.search-spinner');
+    if (!elInput || !elResults || !elOverlay) return;
+
+    const CLASSNAME_SPINNING = 'spinning';
+    const CLASSNAME_HIGHLIGHTED = 'highlighted';
+
+    const canSmoothScroll = 'scrollBehavior' in document.documentElement.style;
+
+    const docsVersion = elInput.getAttribute('data-docs-version');
+
+    let _showingResults = false,
+        animationFrame,
+        debounceTimer,
+        lastQuery;
+
+    const abortControllers = [];
+
+    elInput.addEventListener('input', e => {
+        debounceInput();
+    });
+
+    elInput.addEventListener('keydown', e => {
+        switch (e.key) {
+            case 'Esc':
+            case 'Escape':
+                hideResults(true);
+                elInput.value = '';
+                break;
+
+            case 'ArrowUp':
+                e.preventDefault();
+                highlightNextResult(false);
+                break;
+
+            case 'ArrowDown':
+                e.preventDefault();
+                highlightNextResult();
+                break;
+
+            case 'Enter':
+                e.preventDefault();
+                navToHighlightedResult();
+                break;
+
+            case 'Tab':
+                e.preventDefault();
+                highlightNextResult(!e.shiftKey);
+                break;
+
+        }
+    });
+
+    elInput.addEventListener('focus', e => {
+        if (!_showingResults && elResults.textContent) showResults();
+    });
+
+    elResults.addEventListener('pointerenter', e => {
+        cancelAnimationFrame(animationFrame);
+        animationFrame = requestAnimationFrame(() => {
+            highlightResult(e.target?.closest('.custom-search-result'));
+        });
+    }, true);
+
+    elResults.addEventListener('focus', e => {
+        highlightResult(e.target?.closest('.custom-search-result'));
+    }, true);
+
+    const debounceInput = () => {
+        clearTimeout(debounceTimer);
+        debounceTimer = setTimeout(doSearch, 300);
+    };
+
+    function abortPreviousCalls() {
+        while (abortControllers.length) abortControllers.pop()?.abort?.();
+    }
+
+    const doSearch = async () => {
+        const query = elInput.value.replace(/[^a-z0-9-_. ]+/ig, ' ');
+        if (query.length < 3) return hideResults(true);
+        if (query === lastQuery) return;
+
+        recordEvent('search', {
+            search_term: query,
+            docs_version: docsVersion
+        });
+
+        lastQuery = query;
+
+        abortPreviousCalls();
+
+        elSpinner?.classList.add(CLASSNAME_SPINNING);
+        if (!_showingResults) document.documentElement.classList.add('search-active');
+
+        try {
+            const controller = new AbortController();
+            abortControllers.unshift(abortControllers);
+            const startTime = Date.now();
+            const response = await fetch(`https://search-api.opensearch.org/search?q=${query}&v=${docsVersion}`, {signal: controller.signal});
+            const data = await response.json();
+
+            recordEvent('view_search_results', {
+                search_term: query,
+                docs_version: docsVersion,
+                duration: Date.now() - startTime,
+                results_num: data?.results?.length || 0
+            });
+
+            if (!Array.isArray(data?.results) || data.results.length === 0) {
+                return showNoResults();
+            }
+            const chunks = data.results.map(result => result
+                ? `
+                <div class="custom-search-result">
+                    <a href="${sanitizeAttribute(result.url)}">
+                        <cite>
+                            ${result.type === 'DOCS' ? `OpenSearch ${sanitizeText(result.version)} › ` : ''}
+                            ${sanitizeText(result.ancestors?.join?.(' › '))}
+                        </cite>
+                        ${sanitizeText(result.title)}
+                    </a>
+                    <span>${sanitizeText(result.content?.replace?.(/\n/g, '&hellip; '))}</span>
+                </div>
+                `
+                : ''
+            );
+
+            emptyResults();
+            elResults.appendChild(document.createRange().createContextualFragment(chunks.join('')));
+            showResults();
+        } catch (ex) {
+            showNoResults();
+        }
+
+        elSpinner?.classList.remove(CLASSNAME_SPINNING);
+    }
+
+    const hideResults = destroy => {
+        _showingResults = false;
+
+        elSpinner?.classList.remove(CLASSNAME_SPINNING);
+        document.documentElement.classList.remove('search-active');
+        elResults.setAttribute('aria-expanded', 'false');
+        document.body.removeEventListener('pointerdown', handlePointerDown, false);
+
+        if (destroy) {
+            abortPreviousCalls();
+            emptyResults();
+            lastQuery = '';
+        }
+    };
+
+    const showResults = () => {
+        if (!_showingResults) {
+            _showingResults = true;
+            document.documentElement.classList.add('search-active');
+            elResults.setAttribute('aria-expanded', 'true');
+            document.body.addEventListener('pointerdown', handlePointerDown, false);
+        }
+
+        elResults.scrollTo(0, 0);
+    };
+
+    const showNoResults = () => {
+        emptyResults();
+        elResults.appendChild(document.createRange().createContextualFragment('<span>No results found!</span>'));
+        showResults();
+        elSpinner?.classList.remove(CLASSNAME_SPINNING);
+    };
+
+    const emptyResults = () => {
+        //ToDo: Replace with `elResults.replaceChildren();` when https://caniuse.com/?search=replaceChildren shows above 90% can use it
+        while (elResults.firstChild) elResults.firstChild.remove();
+    };
+
+    const sanitizeText = text => {
+        return text?.replace?.(/</g, '&lt;');
+    };
+
+    const sanitizeAttribute = text => {
+        return text?.replace?.(/[>"]+/g, '');
+    };
+
+    const handlePointerDown = e => {
+        if (e.target.matches('.search-input-wrap, .search-input-wrap *, .search-results, .search-results *')) return;
+
+        e.preventDefault();
+
+        elInput.blur();
+        hideResults();
+    };
+
+    const highlightResult = node => {
+        if (!node || !_showingResults || node.classList.contains(CLASSNAME_HIGHLIGHTED)) return;
+
+        elResults.querySelectorAll('.custom-search-result.highlighted').forEach(el => {
+            el.classList.remove(CLASSNAME_HIGHLIGHTED);
+        });
+        node.classList.add(CLASSNAME_HIGHLIGHTED);
+        elInput.focus();
+    };
+
+    const highlightNextResult = (down = true) => {
+        const highlighted = elResults.querySelector('.custom-search-result.highlighted');
+        let nextResult;
+        if (highlighted) {
+            highlighted.classList.remove(CLASSNAME_HIGHLIGHTED);
+            nextResult = highlighted[down ? 'nextElementSibling' : 'previousElementSibling']
+        } else {
+            nextResult = elResults.querySelector(`.custom-search-result:${down ? 'first' : 'last'}-child`);
+        }
+
+        if (nextResult) {
+            nextResult.classList.add(CLASSNAME_HIGHLIGHTED);
+            if (down) {
+                if (canSmoothScroll) {
+                    nextResult.scrollIntoView({behavior: "smooth", block: "end"});
+                } else {
+                    nextResult.scrollIntoView(false)
+                }
+            } else if (
+                nextResult.offsetTop < elResults.scrollTop ||
+                nextResult.offsetTop + nextResult.clientHeight > elResults.scrollTop + elResults.clientHeight
+            ) {
+                if (canSmoothScroll) {
+                    elResults.scrollTo({behavior: "smooth", top: nextResult.offsetTop, left: 0});
+                } else {
+                    elResults.scrollTo(0, nextResult.offsetTop);
+                }
+            }
+        } else {
+            elResults.scrollTo(0, 0);
+        }
+    };
+
+    const navToHighlightedResult = () => {
+        elResults.querySelector('.custom-search-result.highlighted a[href]')?.click?.();
+    };
+
+    const recordEvent = (name, data) => {
+        try {
+            gtag?.('event', name, data);
+        } catch (e) {
+            // Do nothing
+        }
+
+    }
+})();
\ No newline at end of file

From c2c6720197f0d4eed6602e43d4305be2c73001b5 Mon Sep 17 00:00:00 2001
From: Sai Kumar <karanas@amazon.com>
Date: Tue, 30 Nov 2021 12:00:42 +0530
Subject: [PATCH 184/229] Added details for replication plugin setup

Signed-off-by: Sai Kumar <karanas@amazon.com>
---
 _replication-plugin/get-started.md | 27 ++++++++++++++++++++++-----
 1 file changed, 22 insertions(+), 5 deletions(-)

diff --git a/_replication-plugin/get-started.md b/_replication-plugin/get-started.md
index 5b0daace..9349be88 100644
--- a/_replication-plugin/get-started.md
+++ b/_replication-plugin/get-started.md
@@ -12,7 +12,7 @@ With cross-cluster replication, you index data to a leader index, and OpenSearch
 
 Cross-cluster replication has the following prerequisites:
 - Both the leader and follower cluster must have the replication plugin installed.
-- If you've overridden `node.roles` in `opensearch.yml` on the remote cluster, make sure it also includes the `remote_cluster_client` role:
+- If you've overridden `node.roles` in `opensearch.yml` on the follower cluster, make sure it also includes the `remote_cluster_client` role:
 
    ```yaml
    node.roles: [<other_roles>, remote_cluster_client]
@@ -24,12 +24,29 @@ Make sure the security plugin is either enabled on both clusters or disabled on
 
 If the security plugin is enabled, non-admin users need to be mapped to the appropriate permissions in order to perform replication actions. For index and cluster-level permissions requirements, see [Cross-cluster replication permissions]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/).
 
-In addition, add the following setting to `opensearch.yml` on the leader cluster so it allows connections from the follower cluster: 
+In addition, verify and add Distinguished name(DN) of follower cluster nodes on the leader cluster to allow connections from follower cluster at the leader cluster 
 
-```yml
-plugins.security.nodes_dn_dynamic_config_enabled: true
+- Get the nodes DN from the follower cluster:
+```json
+GET '/_opendistro/_security/api/ssl/certs?pretty'
+{
+  "transport_certificates_list" : [
+    {
+      "issuer_dn" : "CN=Test,OU=Server CA 1B,O=Test,C=US",
+      "subject_dn" : "CN=follower.test.com", # To be added under leader's nodes_dn configuration
+      "not_before" : "2021-11-12T00:00:00Z",
+      "not_after" : "2022-12-11T23:59:59Z"
+    }
+  ]
+}
 ```
 
+- Verify that they are part of leader cluster configuration under opensearch.yml, otherwise add them under the following setting:
+```yaml
+plugins.security.nodes_dn:
+  - "CN=*.leader.com, OU=SSL, O=Test, L=Test, C=DE" # Already part of the configuration
+  - "CN=follower.test.com" # From the above response at follower
+```
 ## Example setup
 
 Save this sample file as `docker-compose.yml` and run `docker-compose up` to start two single-node clusters on the same network:
@@ -164,7 +181,7 @@ curl -XPUT -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://loca
 If the security plugin is disabled, omit the `use_roles` parameter. If it's enabled, however, you must specify the leader and follower cluster roles that OpenSearch will use to authenticate the request. This example uses `all_access` for simplicity, but we recommend creating a replication user on each cluster and [mapping it accordingly]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/#map-the-leader-and-follower-cluster-roles).
 {: .tip }
 
-This command creates an identical read-only index named `follower-01` on the local cluster that continuously stays updated with changes to the `leader-01` index on the remote cluster. Starting replication creates a follower index from scratch; you can't convert an existing index to a follower index. 
+This command creates an identical read-only index named `follower-01` on the follower cluster that continuously stays updated with changes to the `leader-01` index on the leader cluster. Starting replication creates a follower index from scratch; you can't convert an existing index to a follower index. 
 
 ## Confirm replication
 

From 38c354c7b2f871d46b763f6edf21669e95a2d90d Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Wed, 1 Dec 2021 07:49:14 -0800
Subject: [PATCH 185/229] A few edits

Signed-off-by: Liz Snyder <elizabsn@amazon.com>
---
 _replication-plugin/get-started.md | 37 ++++++++++++++++--------------
 1 file changed, 20 insertions(+), 17 deletions(-)

diff --git a/_replication-plugin/get-started.md b/_replication-plugin/get-started.md
index 9349be88..422bfd5f 100644
--- a/_replication-plugin/get-started.md
+++ b/_replication-plugin/get-started.md
@@ -24,29 +24,32 @@ Make sure the security plugin is either enabled on both clusters or disabled on
 
 If the security plugin is enabled, non-admin users need to be mapped to the appropriate permissions in order to perform replication actions. For index and cluster-level permissions requirements, see [Cross-cluster replication permissions]({{site.url}}{{site.baseurl}}/replication-plugin/permissions/).
 
-In addition, verify and add Distinguished name(DN) of follower cluster nodes on the leader cluster to allow connections from follower cluster at the leader cluster 
+In addition, verify and add the Distinguished names (DNs) of each follower cluster node on the leader cluster to allow connections from the followers to the leader.
+
+First, get the node's DN from each follower cluster:
+
+  ```bash
+curl -XGET -k -u 'admin:admin' 'https://localhost:9200/_plugins/_security/api/ssl/certs?pretty'
 
-- Get the nodes DN from the follower cluster:
-```json
-GET '/_opendistro/_security/api/ssl/certs?pretty'
 {
-  "transport_certificates_list" : [
-    {
-      "issuer_dn" : "CN=Test,OU=Server CA 1B,O=Test,C=US",
-      "subject_dn" : "CN=follower.test.com", # To be added under leader's nodes_dn configuration
-      "not_before" : "2021-11-12T00:00:00Z",
-      "not_after" : "2022-12-11T23:59:59Z"
-    }
-  ]
+   "transport_certificates_list": [
+      {
+         "issuer_dn" : "CN=Test,OU=Server CA 1B,O=Test,C=US",
+         "subject_dn" : "CN=follower.test.com", # To be added under leader's nodes_dn configuration
+         "not_before" : "2021-11-12T00:00:00Z",
+         "not_after" : "2022-12-11T23:59:59Z"
+      }
+   ]
 }
-```
+  ```
 
-- Verify that they are part of leader cluster configuration under opensearch.yml, otherwise add them under the following setting:
-```yaml
+Then verify that it's part of the leader cluster configuration in `opensearch.yml`, otherwise add it under the following setting:
+
+  ```yaml
 plugins.security.nodes_dn:
   - "CN=*.leader.com, OU=SSL, O=Test, L=Test, C=DE" # Already part of the configuration
-  - "CN=follower.test.com" # From the above response at follower
-```
+  - "CN=follower.test.com" # From the above response from follower
+  ```
 ## Example setup
 
 Save this sample file as `docker-compose.yml` and run `docker-compose up` to start two single-node clusters on the same network:

From b249b45f1dba4f253e94e32d8cadf0e4fc5bb115 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Tue, 30 Nov 2021 11:17:46 -0800
Subject: [PATCH 186/229] Added OpenSearch dependency and updated logstash and
 OpenSearch versions

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _clients/java.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/_clients/java.md b/_clients/java.md
index 22c42bbe..813e3243 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -12,9 +12,14 @@ For example, you can submit requests to your cluster using objects to create ind
 
 ## Setup
 
-To start using the OpenSearch Java client, ensure that you have the following dependency in your project's `pom.xml` file:
+To start using the OpenSearch Java client, ensure that you have the following dependencies in your project's `pom.xml` file:
 
 ```
+<dependency>
+  <groupId>org.opensearch.client</groupId>
+  <artifactId>opensearch-rest-client</artifactId>
+  <version>{{site.opensearch_version}}</version>
+</dependency>
 <dependency>
   <groupId>org.opensearch.client</groupId>
   <artifactId>opensearch-java</artifactId>

From 1a98dc0a1fe68d2daeb872590c45f42efe8f947f Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 1 Dec 2021 14:13:14 -0800
Subject: [PATCH 187/229] Updated Logstash and OpenSearch versions

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _clients/logstash/index.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/_clients/logstash/index.md b/_clients/logstash/index.md
index d8f3ec2d..1fcbe92b 100644
--- a/_clients/logstash/index.md
+++ b/_clients/logstash/index.md
@@ -78,7 +78,7 @@ If you're migrating from an existing Logstash installation, you can install the
 1. Pull the Logstash oss package with the OpenSearch output plugin image:
 
     ```
-    docker pull opensearchproject/logstash-oss-with-opensearch-output-plugin:7.13.2
+    docker pull opensearchproject/logstash-oss-with-opensearch-output-plugin:7.13.4
     ```
 
 1. Create a Docker network:
@@ -90,13 +90,13 @@ If you're migrating from an existing Logstash installation, you can install the
 1. Start OpenSearch with this network:
 
     ```
-    docker run -p 9200:9200 -p 9600:9600 --name opensearch --net test -e "discovery.type=single-node" opensearchproject/opensearch:1.0.0
+    docker run -p 9200:9200 -p 9600:9600 --name opensearch --net test -e "discovery.type=single-node" opensearchproject/opensearch:1.2.0
     ```
 
 1. Start Logstash:
 
     ```
-    docker run -it --rm --name logstash --net test opensearchproject/logstash-oss-with-opensearch-output-plugin:7.13.2 -e 'input { stdin { } } output {
+    docker run -it --rm --name logstash --net test opensearchproject/logstash-oss-with-opensearch-output-plugin:7.13.4 -e 'input { stdin { } } output {
       opensearch {
         hosts => ["https://opensearch:9200"]
         index => "opensearch-logstash-docker-%{+YYYY.MM.dd}"

From 49a48c91115724ec91959edc51374e7cd2589988 Mon Sep 17 00:00:00 2001
From: namrataa-p <namrata23x@gmail.com>
Date: Thu, 2 Dec 2021 23:51:06 +0530
Subject: [PATCH 188/229] Add Sample Docker Compose file for development

Signed-off-by: namrataa-p <namrata23x@gmail.com>
---
 _opensearch/install/docker.md | 56 +++++++++++++++++++++++++++++++++++
 1 file changed, 56 insertions(+)

diff --git a/_opensearch/install/docker.md b/_opensearch/install/docker.md
index b8b96073..43ab59d6 100644
--- a/_opensearch/install/docker.md
+++ b/_opensearch/install/docker.md
@@ -322,3 +322,59 @@ In this case, `opensearch.yml` is a "vanilla" version of the file with no plugin
 cluster.name: "docker-cluster"
 network.host: 0.0.0.0
 ```
+
+## Sample Docker Compose file for development
+
+This sample file starts one OpenSearch node and a container for OpenSearch Dashboards for development by disabling security plugin.
+
+```yml
+version: '3'
+services:
+  opensearch-node1:
+    image: opensearchproject/opensearch:{{site.opensearch_version}}
+    container_name: opensearch-node1
+    environment:
+      - cluster.name=opensearch-cluster
+      - node.name=opensearch-node1
+      - bootstrap.memory_lock=true # along with the memlock settings below, disables swapping
+      - "OPENSEARCH_JAVA_OPTS=-Xms512m -Xmx512m" # minimum and maximum Java heap size, recommend setting both to 50% of system RAM
+      - "DISABLE_INSTALL_DEMO_CONFIG=true" # disables execution of install_demo_configuration.sh bundled with security plugin, which installs demo certificates and security configurations to OpenSearch
+      - "DISABLE_SECURITY_PLUGIN=true" # disables security plugin entirely in OpenSearch by setting plugins.security.disabled: true in opensearch.yml
+      - "discovery.type=single-node" # disables bootstrap checks that are enabled when network.host is set to a non-loopback address
+    ulimits:
+      memlock:
+        soft: -1
+        hard: -1
+      nofile:
+        soft: 65536 # maximum number of open files for the OpenSearch user, set to at least 65536 on modern systems
+        hard: 65536
+    volumes:
+      - opensearch-data1:/usr/share/opensearch/data
+    ports:
+      - 9200:9200
+      - 9600:9600 # required for Performance Analyzer
+    networks:
+      - opensearch-net
+
+  opensearch-dashboards:
+    image: opensearchproject/opensearch-dashboards:{{site.opensearch_version}}
+    container_name: opensearch-dashboards
+    ports:
+      - 5601:5601
+    expose:
+      - "5601"
+    environment:
+      - 'OPENSEARCH_HOSTS=["http://opensearch-node1:9200"]'
+      - "DISABLE_SECURITY_DASHBOARDS_PLUGIN=true" # disables security dashboards plugin in OpenSearch Dashboards
+    networks:
+      - opensearch-net
+
+volumes:
+  opensearch-data1:
+
+networks:
+  opensearch-net:
+```
+
+The `"DISABLE_SECURITY_DASHBOARDS_PLUGIN=true"` disables security dashboards Plugin in OpenSearch Dashboards by removing security dashboards plugin folder, removing all related settings in `opensearch_dashboards.yml`, and sets `opensearch.hosts` entry protocol from HTTPS to HTTP. This step is not reversible as the security dashboards plugin is removed in the process. If you want to re-enable security for OpenSearch Dashboards, you need to start a new container with `DISABLE_SECURITY_DASHBOARDS_PLUGIN` unset, or false.
+{: .note}

From 75f53dd2f50f9b28f532bdad3912252e18c342e7 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 2 Dec 2021 11:00:12 -0800
Subject: [PATCH 189/229] Added note about characters not loading

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _dashboards/reporting.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/_dashboards/reporting.md b/_dashboards/reporting.md
index 4a2247fa..a05fffe3 100644
--- a/_dashboards/reporting.md
+++ b/_dashboards/reporting.md
@@ -55,3 +55,7 @@ This problem can occur for two reasons:
 - You don't have the correct version of `headless-chrome` to match the operating system on which OpenSearch Dashboards is running. Download the correct version [here](https://github.com/opensearch-project/dashboards-reports/releases/tag/chromium-1.12.0.0).
 
 - You're missing additional dependencies. Install the required dependencies for your operating system from the [additional libraries](https://github.com/opensearch-project/dashboards-reports/blob/main/dashboards-reports/rendering-engine/headless-chrome/README.md#additional-libaries) section.
+
+### Characters not loading in reports
+
+If your report contains any UTF-8 encoded characters that are more than three bytes, you may encounter an issue where the characters look fine in your browser, but they do not load in your generated reports. Install the [missing font dependencies](https://github.com/opensearch-project/dashboards-reports#missing-font-dependencies), and then generate your reports again.

From 9c6e1979a01217990163402687ea93796033e73f Mon Sep 17 00:00:00 2001
From: namrataa-p <namrata23x@gmail.com>
Date: Fri, 3 Dec 2021 23:47:39 +0530
Subject: [PATCH 190/229] Update docker.md

Signed-off-by: namrataa-p <namrata23x@gmail.com>
---
 _opensearch/install/docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_opensearch/install/docker.md b/_opensearch/install/docker.md
index 43ab59d6..67b7c24c 100644
--- a/_opensearch/install/docker.md
+++ b/_opensearch/install/docker.md
@@ -376,5 +376,5 @@ networks:
   opensearch-net:
 ```
 
-The `"DISABLE_SECURITY_DASHBOARDS_PLUGIN=true"` disables security dashboards Plugin in OpenSearch Dashboards by removing security dashboards plugin folder, removing all related settings in `opensearch_dashboards.yml`, and sets `opensearch.hosts` entry protocol from HTTPS to HTTP. This step is not reversible as the security dashboards plugin is removed in the process. If you want to re-enable security for OpenSearch Dashboards, you need to start a new container with `DISABLE_SECURITY_DASHBOARDS_PLUGIN` unset, or false.
+The enviroment variable `"DISABLE_SECURITY_DASHBOARDS_PLUGIN=true"` disables security dashboards plugin in OpenSearch Dashboards by removing security dashboards plugin folder, removing all related settings in `opensearch_dashboards.yml`, and sets `opensearch.hosts` entry protocol from HTTPS to HTTP. This step is not reversible as the security dashboards plugin is removed in the process. If you want to re-enable security for OpenSearch Dashboards, you need to start a new container with `DISABLE_SECURITY_DASHBOARDS_PLUGIN` unset, or false.
 {: .note}

From 5a0812221fd34f359de7ba651c986ceed19c7b92 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Fri, 3 Dec 2021 12:55:57 -0800
Subject: [PATCH 191/229] Enhance breadcrumbs and URLs in search results

Signed-off-by: Miki <mehranb@amazon.com>
---
 _layouts/default.html    |  6 +++++-
 _sass/custom/custom.scss |  4 +++-
 assets/js/search.js      | 18 ++++++++++++------
 3 files changed, 20 insertions(+), 8 deletions(-)

diff --git a/_layouts/default.html b/_layouts/default.html
index 2e4ae661..4ae7477a 100755
--- a/_layouts/default.html
+++ b/_layouts/default.html
@@ -108,9 +108,13 @@ layout: table_wrappers
         {% if site.search_enabled != false or site.use_custom_search == true %}
         <div class="search">
           <div class="search-input-wrap">
+            {% assign docs_version = site.data.versions.current %}
+            {% if site.baseurl == '/docs/latest' %}
+              {% assign docs_version = "latest" %}
+            {% endif %}
             <input type="text" id="search-input" class="search-input"
                    tabindex="0" placeholder="Search..." aria-label="Search {{ site.title }}"
-                   data-docs-version="{{ site.data.versions.current }}" autocomplete="off">
+                   data-docs-version="{{ docs_version }}" autocomplete="off">
             <div class="search-spinner"><i></i></div>
             <label for="search-input" class="search-label"><svg viewBox="0 0 24 24" class="search-icon"><use xlink:href="#svg-search"></use></svg></label>
           </div>
diff --git a/_sass/custom/custom.scss b/_sass/custom/custom.scss
index 961668b0..bc4ae921 100755
--- a/_sass/custom/custom.scss
+++ b/_sass/custom/custom.scss
@@ -1,3 +1,5 @@
+$content-width: 740px !default;
+
 @import "../../assets/fonts/open-sans/webfont.css";
 @import "../../assets/fonts/open-sans-condensed/webfont.css";
 @import "../../assets/fonts/noto-serif/webfont.css";
@@ -921,7 +923,7 @@ main {
   @include clearfix;
 }
 
-@media screen and (max-width: 799px) {
+@media screen and (max-width: 46.24rem) {
   [role="banner"] .nav-menu-on .small-nav {
 
     li {
diff --git a/assets/js/search.js b/assets/js/search.js
index b6a811ff..9d059f3a 100644
--- a/assets/js/search.js
+++ b/assets/js/search.js
@@ -74,8 +74,17 @@
         debounceTimer = setTimeout(doSearch, 300);
     };
 
-    function abortPreviousCalls() {
+    const abortPreviousCalls = () => {
         while (abortControllers.length) abortControllers.pop()?.abort?.();
+    };
+
+    const getBreadcrumbs = result => {
+        const crumbs = [...result.ancestors];
+
+        if (result.type === 'DOCS') crumbs.unshift(`OpenSearch ${result.versionLabel || result.version}`);
+        else if (result.type) crumbs.unshift(result.type);
+
+        return sanitizeText(crumbs.join(' › '));
     }
 
     const doSearch = async () => {
@@ -116,11 +125,8 @@
                 ? `
                 <div class="custom-search-result">
                     <a href="${sanitizeAttribute(result.url)}">
-                        <cite>
-                            ${result.type === 'DOCS' ? `OpenSearch ${sanitizeText(result.version)} › ` : ''}
-                            ${sanitizeText(result.ancestors?.join?.(' › '))}
-                        </cite>
-                        ${sanitizeText(result.title)}
+                        <cite>${getBreadcrumbs(result)}</cite>
+                        ${sanitizeText(result.title || 'Unnamed Document')}
                     </a>
                     <span>${sanitizeText(result.content?.replace?.(/\n/g, '&hellip; '))}</span>
                 </div>

From 11409b9b6dce748c8445936c9cb531073ec1af6c Mon Sep 17 00:00:00 2001
From: namrataa-p <namrata23x@gmail.com>
Date: Sat, 4 Dec 2021 02:44:01 +0530
Subject: [PATCH 192/229] Add requested changes

Signed-off-by: namrataa-p <namrata23x@gmail.com>
---
 _opensearch/install/docker.md | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/_opensearch/install/docker.md b/_opensearch/install/docker.md
index 67b7c24c..4b287a4b 100644
--- a/_opensearch/install/docker.md
+++ b/_opensearch/install/docker.md
@@ -325,7 +325,9 @@ network.host: 0.0.0.0
 
 ## Sample Docker Compose file for development
 
-This sample file starts one OpenSearch node and a container for OpenSearch Dashboards for development by disabling security plugin.
+You can use this sample file as a development environment.
+
+This sample file starts one OpenSearch node and a container for OpenSearch Dashboards with the security plugin disabled.
 
 ```yml
 version: '3'
@@ -376,5 +378,7 @@ networks:
   opensearch-net:
 ```
 
-The enviroment variable `"DISABLE_SECURITY_DASHBOARDS_PLUGIN=true"` disables security dashboards plugin in OpenSearch Dashboards by removing security dashboards plugin folder, removing all related settings in `opensearch_dashboards.yml`, and sets `opensearch.hosts` entry protocol from HTTPS to HTTP. This step is not reversible as the security dashboards plugin is removed in the process. If you want to re-enable security for OpenSearch Dashboards, you need to start a new container with `DISABLE_SECURITY_DASHBOARDS_PLUGIN` unset, or false.
+The environment variable `"DISABLE_SECURITY_DASHBOARDS_PLUGIN=true"` disables the security dashboards plugin in OpenSearch Dashboards by removing the security dashboards plugin folder, removing all related settings in the `opensearch_dashboards.yml` file, and setting the `opensearch.hosts` entry protocol from HTTPS to HTTP. 
+You can't reverse this step as the security dashboards plugin is removed in the process. 
+To re-enable security for OpenSearch Dashboards, start a new container and set `DISABLE_SECURITY_DASHBOARDS_PLUGIN` to false or leave it unset.
 {: .note}

From f5e529204d2383372df74fdaa70c7501b3fc0754 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 3 Dec 2021 13:35:26 -0800
Subject: [PATCH 193/229] Addressed comments and tweaked language

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _dashboards/reporting.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_dashboards/reporting.md b/_dashboards/reporting.md
index a05fffe3..71dd7e12 100644
--- a/_dashboards/reporting.md
+++ b/_dashboards/reporting.md
@@ -58,4 +58,4 @@ This problem can occur for two reasons:
 
 ### Characters not loading in reports
 
-If your report contains any UTF-8 encoded characters that are more than three bytes, you may encounter an issue where the characters look fine in your browser, but they do not load in your generated reports. Install the [missing font dependencies](https://github.com/opensearch-project/dashboards-reports#missing-font-dependencies), and then generate your reports again.
+You might encounter an issue where UTF-8 encoded characters look fine in your browser, but they don't load in your generated reports because you're missing the required font dependencies. Install the [font dependencies](https://github.com/opensearch-project/dashboards-reports#missing-font-dependencies), and then generate your reports again.

From 4001b3c334c712e2506882078c48fb1e19446537 Mon Sep 17 00:00:00 2001
From: Miki <mehranb@amazon.com>
Date: Fri, 3 Dec 2021 16:15:28 -0800
Subject: [PATCH 194/229] Fix version-selector in Safari 15.x

Some browser+OS combinations trigger `blur` on the version-selector before a click within the component. To mitigate this, an extra `pointerup` listener was attached but that didn't solve the problem for Safari 15.x. However, `delegatesFocus: true` makes the shadow host focusable and that helps work around this problem.

Fixes: #307
Signed-off-by: Miki <mehranb@amazon.com>
---
 assets/js/_version-selector.js | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/assets/js/_version-selector.js b/assets/js/_version-selector.js
index a5849276..cee94959 100644
--- a/assets/js/_version-selector.js
+++ b/assets/js/_version-selector.js
@@ -39,6 +39,11 @@ const tpl = `
         background-image: var(--hover-bg);
     }
     
+    #root:focus {
+        outline: none;
+    }
+    
+    :host(:not([aria-expanded="true"])) #root:focus,
     #root:focus:hover {
         box-shadow: 0 0 0 3px rgba(0, 0, 255, 0.25);
     }
@@ -136,7 +141,7 @@ class VersionSelector extends HTMLElement {
 
     constructor() {
         super();
-        this.attachShadow({mode: 'open'});
+        this.attachShadow({mode: 'open', delegatesFocus: true});
         this._onBlur = (e => {
             this._expand(false);
             this.removeEventListener('blur', this._onBlur);

From 9bfef645f52cd5768a928beb364b005c1d919bd4 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Mon, 6 Dec 2021 13:02:47 -0800
Subject: [PATCH 195/229] Fix failing commands

Signed-off-by: Liz Snyder <elizabsn@amazon.com>
---
 _opensearch/rest-api/cluster-settings.md | 32 +++++++++++-------------
 1 file changed, 15 insertions(+), 17 deletions(-)

diff --git a/_opensearch/rest-api/cluster-settings.md b/_opensearch/rest-api/cluster-settings.md
index cc0f3a99..bfa5498b 100644
--- a/_opensearch/rest-api/cluster-settings.md
+++ b/_opensearch/rest-api/cluster-settings.md
@@ -21,11 +21,9 @@ GET _cluster/settings?include_defaults=true
 ```json
 PUT _cluster/settings
 {
-  "persistent": {
-    "action": {
-      "auto_create_index": false
-    }
-  }
+   "transient":{
+      "action.auto_create_index": false
+   }
 }
 ```
 
@@ -59,11 +57,9 @@ For a PUT operation, the request body must contain `transient` or `persistent`,
 ```json
 PUT _cluster/settings
 {
-  "persistent": {
-    "cluster": {
-      "max_shards_per_node": 500
-    }
-  }
+   "transient":{
+      "cluster.max_shards_per_node": 500
+   }
 }
 ```
 
@@ -74,12 +70,14 @@ For more information about transient settings, persistent settings, and preceden
 
 ```json
 {
-  "acknowledged": true,
-  "persistent": {
-    "cluster": {
-      "max_shards_per_node": "500"
-    }
-  },
-  "transient": {}
+   "acknowledged":true,
+   "persistent":{
+      
+   },
+   "transient":{
+      "cluster":{
+         "max_shards_per_node":"500"
+      }
+   }
 }
 ```

From 2ac0b75b448723434674dd233260e94671920cd9 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Mon, 6 Dec 2021 13:07:10 -0800
Subject: [PATCH 196/229] Change transient to persistent

Signed-off-by: Liz Snyder <elizabsn@amazon.com>
---
 _opensearch/rest-api/cluster-settings.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/_opensearch/rest-api/cluster-settings.md b/_opensearch/rest-api/cluster-settings.md
index bfa5498b..060a9aa7 100644
--- a/_opensearch/rest-api/cluster-settings.md
+++ b/_opensearch/rest-api/cluster-settings.md
@@ -21,7 +21,7 @@ GET _cluster/settings?include_defaults=true
 ```json
 PUT _cluster/settings
 {
-   "transient":{
+   "persistent":{
       "action.auto_create_index": false
    }
 }
@@ -57,7 +57,7 @@ For a PUT operation, the request body must contain `transient` or `persistent`,
 ```json
 PUT _cluster/settings
 {
-   "transient":{
+   "persistent":{
       "cluster.max_shards_per_node": 500
    }
 }
@@ -72,12 +72,12 @@ For more information about transient settings, persistent settings, and preceden
 {
    "acknowledged":true,
    "persistent":{
-      
-   },
-   "transient":{
       "cluster":{
          "max_shards_per_node":"500"
       }
+   },
+   "transient":{
+      
    }
 }
 ```

From 872dabe8f8dcd6e6e8e461fbf9b8dab7bc7965a8 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Mon, 6 Dec 2021 13:11:36 -0800
Subject: [PATCH 197/229] Fix brackets

Signed-off-by: Liz Snyder <elizabsn@amazon.com>
---
 _opensearch/rest-api/cluster-settings.md | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/_opensearch/rest-api/cluster-settings.md b/_opensearch/rest-api/cluster-settings.md
index 060a9aa7..e8780010 100644
--- a/_opensearch/rest-api/cluster-settings.md
+++ b/_opensearch/rest-api/cluster-settings.md
@@ -76,8 +76,6 @@ For more information about transient settings, persistent settings, and preceden
          "max_shards_per_node":"500"
       }
    },
-   "transient":{
-      
-   }
+   "transient":{}
 }
 ```

From eede5b515a8b1c0f53d3901c4d18e059b6ba3ef1 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Tue, 7 Dec 2021 12:33:40 -0800
Subject: [PATCH 198/229] =?UTF-8?q?=E2=80=9C..=E2=80=9D?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _clients/go.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_clients/go.md b/_clients/go.md
index 75ee300e..f1914134 100644
--- a/_clients/go.md
+++ b/_clients/go.md
@@ -68,8 +68,8 @@ func main() {
      }`)
 
     // Create an index with non-default settings.
-    res := opensearchapi.CreateRequest{
-        Index: IndexName,
+    res := opensearchapi.IndicesCreateRequest{
+        Index: IndexName, 
         Body:  mapping,
     }
     fmt.Println("creating index", res)

From 0ab79cbdb61f3e26eda6b8c25e06a7b7a3ac9f1b Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 8 Dec 2021 15:00:01 -0800
Subject: [PATCH 199/229] Added security instructions to Java clients

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _clients/java-rest-high-level.md              |  33 +++-
 _clients/java.md                              | 149 +++++++++++++++++-
 .../audit-logs/field-reference.md             |   2 +-
 _security-plugin/audit-logs/storage-types.md  |   2 +-
 4 files changed, 175 insertions(+), 11 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index df0c298b..951563db 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -6,9 +6,6 @@ nav_order: 60
 
 # Java high-level REST client
 
-Although the OpenSearch Java high-level REST client is still usable, we recommend that you use the [OpenSearch Java client]({{site.url}}{{site.baseurl}}/clients/java/), which replaces the existing Java high-level REST client.
-{: .note}
-
 The OpenSearch Java high-level REST client lets you interact with your OpenSearch clusters and indices through Java methods and data structures rather than HTTP methods and JSON.
 
 ## Setup
@@ -25,7 +22,33 @@ To start using the OpenSearch Java high-level REST client, ensure that you have
 
 You can now start your OpenSearch cluster. The OpenSearch 1.x high-level REST client works with the 1.x versions of OpenSearch.
 
-The following example uses credentials that come with the default OpenSearch configuration. If you’re using the high-level REST client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
+## Security
+
+This code example uses basic credentials that come with the default OpenSearch configuration. If you’re using the OpenSearch Java high-level REST client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
+{: .note}
+
+Before you can securely connect to an OpenSearch cluster, you need to first add your root certificates to a truststore:
+
+```bash
+keytool -import <path-to-cert> -alias <alias-to-call-cert> -keystore <truststore-name>
+```
+
+You can now point your Java client to the truststore and set basic authentication credentials that can access a secure cluster.
+
+```java
+//Point to keystore with appropriate certificates for security.
+System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
+System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
+
+//Establish credentials to use basic authentication.
+//Only for demo purposes. Don't specify your credentials in code.
+final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
+credentialsProvider.setCredentials(AuthScope.ANY,
+  new UsernamePasswordCredentials("admin", "admin"));
+```
+
+If you run into issues when configuring security, see [common issues]({{site.url}}{{site.baseurl}}/troubleshoot/index) and [troubleshoot TLS]({{site.url}}{{site.baseurl}}/troubleshoot/tls).
+
 
 ## Sample code
 
@@ -64,7 +87,7 @@ public class RESTClientSample {
     System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
 
     //Establish credentials to use basic authentication.
-    //Only for demo purposes. Do not specify your credentials in code.
+    //Only for demo purposes. Don't specify your credentials in code.
     final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
 
     credentialsProvider.setCredentials(AuthScope.ANY,
diff --git a/_clients/java.md b/_clients/java.md
index c80870e0..ca88908d 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -6,11 +6,14 @@ nav_order: 65
 
 # Java client
 
+The OpenSearch Java client is currently in its beta phase, so we recommend that you use the [OpenSearch Java high-level REST client]({{site.url}}{{site.baseurl}}/clients/java-rest-high-level).
+{: .note}
+
 The OpenSearch Java client allows you to interact with your OpenSearch clusters through Java methods and data structures rather than HTTP methods and raw JSON.
 
 For example, you can submit requests to your cluster using objects to create indices, add data to documents, or complete some other operation using the client's built-in methods.
 
-## Setup
+## Install the client
 
 To start using the OpenSearch Java client, ensure that you have the following dependencies in your project's `pom.xml` file:
 
@@ -38,9 +41,32 @@ dependencies {
 
 You can now start your OpenSearch cluster.
 
-The following example uses credentials that come with the default OpenSearch configuration. If you're using the OpenSearch Java client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
+## Security
 
-## Sample code
+This code example uses basic credentials that come with the default OpenSearch configuration. If you’re using the OpenSearch Java client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
+{: .note}
+
+Before you can securely connect to an OpenSearch cluster, you need to first add your root certificates to a truststore:
+
+```bash
+keytool -import <path-to-cert> -alias <alias-to-call-cert> -keystore <truststore-name>
+```
+
+You can now point your Java client to the truststore and set basic authentication credentials that can access a secure cluster.
+
+```java
+System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
+System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
+
+//Only for demo purposes. Don't specify your credentials in code.
+final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
+credentialsProvider.setCredentials(AuthScope.ANY,
+    new UsernamePasswordCredentials("admin", "admin"));
+```
+
+If you run into issues when configuring security, see [common issues]({{site.url}}{{site.baseurl}}/troubleshoot/index) and [troubleshoot TLS]({{site.url}}{{site.baseurl}}/troubleshoot/tls).
+
+## Sample data
 
 This section uses a class called `IndexData`, which is a simple Java class that stores basic data and methods. For your own OpenSearch cluster, you might find that you need a more robust class to store your data.
 
@@ -79,7 +105,122 @@ static class IndexData {
 }
 ```
 
-### OpenSearch client example
+## Initialize the client with SSL and TLS enabled
+
+The following sample code initializes a client with SSL and TLS enabled:
+
+```java
+import org.apache.http.HttpHost;
+import org.apache.http.auth.AuthScope;
+import org.apache.http.auth.UsernamePasswordCredentials;
+import org.apache.http.client.CredentialsProvider;
+import org.apache.http.impl.client.BasicCredentialsProvider;
+import org.apache.http.impl.nio.client.HttpAsyncClientBuilder;
+import org.opensearch.client.RestClient;
+import org.opensearch.client.RestClientBuilder;
+import org.opensearch.clients.base.RestClientTransport;
+import org.opensearch.clients.base.Transport;
+import org.opensearch.clients.json.jackson.JacksonJsonpMapper;
+import org.opensearch.clients.opensearch.OpenSearchClient;
+import org.opensearch.clients.opensearch._global.IndexRequest;
+import org.opensearch.clients.opensearch._global.IndexResponse;
+import org.opensearch.clients.opensearch._global.SearchResponse;
+import org.opensearch.clients.opensearch.indices.*;
+import org.opensearch.clients.opensearch.indices.put_settings.IndexSettingsBody;
+
+import java.io.IOException;
+
+public class OpenSearchClientExample {
+  public static void main(String[] args) {
+    try{
+    System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
+    System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
+
+    //Only for demo purposes. Don't specify your credentials in code.
+    final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
+    credentialsProvider.setCredentials(AuthScope.ANY,
+        new UsernamePasswordCredentials("admin", "admin"));
+
+    //Initialize the client with SSL and TLS enabled
+    RestClient restClient = RestClient.builder(new HttpHost("localhost", 9200, "https")).
+      setHttpClientConfigCallback(new RestClientBuilder.HttpClientConfigCallback() {
+        @Override
+        public HttpAsyncClientBuilder customizeHttpClient(HttpAsyncClientBuilder httpClientBuilder) {
+        return httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider);
+        }
+      }).build();
+    Transport transport = new RestClientTransport(restClient, new JacksonJsonpMapper());
+    OpenSearchClient client = new OpenSearchClient(transport);
+  }
+ }
+}
+```
+
+## OpenSearch client examples
+
+This section has sample code that shows you how to create an index with non-default settings, add a document to the index, search for the document, delete the document, and finally delete the index.
+
+### Create an index with non-default settings
+
+```java
+String index = "sample-index";
+CreateRequest createIndexRequest = new CreateRequest.Builder().index(index).build();
+client.indices().create(createIndexRequest);
+
+IndexSettings indexSettings = new IndexSettings.Builder().autoExpandReplicas("0-all").build();
+IndexSettingsBody settingsBody = new IndexSettingsBody.Builder().settings(indexSettings).build();
+PutSettingsRequest putSettingsRequest = new PutSettingsRequest.Builder().index(index).value(settingsBody).build();
+client.indices().putSettings(putSettingsRequest);
+```
+
+### Index data
+
+```java
+IndexData indexData = new IndexData("first_name", "Bruce");
+IndexRequest<IndexData> indexRequest = new IndexRequest.Builder<IndexData>().index(index).id("1").value(indexData).build();
+client.index(indexRequest);
+```
+
+### Search for the document
+
+```java
+SearchResponse<IndexData> searchResponse = client.search(s -> s.index(index), IndexData.class);
+for (int i = 0; i< searchResponse.hits().hits().size(); i++) {
+  System.out.println(searchResponse.hits().hits().get(i).source());
+}
+```
+
+### Delete the document
+
+The following sample code deletes a document whose ID is 1.
+
+```java
+client.delete(b -> b.index(index).id("1"));
+```
+
+### Delete the index
+
+```java
+DeleteRequest deleteRequest = new DeleteRequest.Builder().index(index).build();
+DeleteResponse deleteResponse = client.indices().delete(deleteRequest);
+
+restClient.close();
+} catch (IOException e){
+    System.out.println(e.toString());
+} finally {
+    try {
+      if (client != null) {
+        client.close();
+      }
+    } catch (IOException e) {
+        System.out.println(e.toString());
+      }
+    }
+  }
+}
+```
+
+## Complete code sample
 
 ```java
 import org.apache.http.HttpHost;
diff --git a/_security-plugin/audit-logs/field-reference.md b/_security-plugin/audit-logs/field-reference.md
index d5d8ca69..989de205 100644
--- a/_security-plugin/audit-logs/field-reference.md
+++ b/_security-plugin/audit-logs/field-reference.md
@@ -1,7 +1,7 @@
 ---
 layout: default
 title: Audit log field reference
-parent: Audit Logs
+parent: Audit logs
 nav_order: 1
 ---
 
diff --git a/_security-plugin/audit-logs/storage-types.md b/_security-plugin/audit-logs/storage-types.md
index 6c25f036..774ac6f4 100644
--- a/_security-plugin/audit-logs/storage-types.md
+++ b/_security-plugin/audit-logs/storage-types.md
@@ -1,7 +1,7 @@
 ---
 layout: default
 title: Audit log storage types
-parent: Audit Logs
+parent: Audit logs
 nav_order: 10
 ---
 

From 55271d6c0b3b06c194229476bb59fa670576bc68 Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Thu, 9 Dec 2021 09:57:06 -0800
Subject: [PATCH 200/229] Clarify stop autofollow behavior

Signed-off-by: Liz Snyder <elizabsn@amazon.com>
---
 _replication-plugin/api.md         | 2 +-
 _replication-plugin/auto-follow.md | 4 +++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/_replication-plugin/api.md b/_replication-plugin/api.md
index df4a34b3..3247b78a 100644
--- a/_replication-plugin/api.md
+++ b/_replication-plugin/api.md
@@ -361,7 +361,7 @@ Options | Description | Type | Required
 Introduced 1.1
 {: .label .label-purple }
 
-Deletes the specified replication rule. This operation prevents any new indices from being replicated but does not stop existing replication that the rule has already initiated.
+Deletes the specified replication rule. This operation prevents any new indices from being replicated but does not stop existing replication that the rule has already initiated. Replicated indices remain read-only until you stop replication.
 
 Send this request to the follower cluster.
 
diff --git a/_replication-plugin/auto-follow.md b/_replication-plugin/auto-follow.md
index 0098d4e4..f2c7367b 100644
--- a/_replication-plugin/auto-follow.md
+++ b/_replication-plugin/auto-follow.md
@@ -92,7 +92,7 @@ curl -XGET -u 'admin:admin' -k 'https://localhost:9200/_plugins/_replication/aut
 
 ## Delete a replication rule
 
-When you delete a replication rule, OpenSearch stops replicating *new* indices that match the pattern, but existing indices that the rule previously created continue to replicate. If you need to stop existing replication activity, use the [stop replication API operation]({{site.url}}{{site.baseurl}}/replication-plugin/api/#stop-replication).
+To delete a replication rule, send the following request:
 
 ```bash
 curl -XDELETE -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://localhost:9200/_plugins/_replication/_autofollow?pretty' -d '
@@ -102,3 +102,5 @@ curl -XDELETE -k -H 'Content-Type: application/json' -u 'admin:admin' 'https://l
 }'
 ```
 
+OpenSearch stops replicating *new* indices that match the pattern, but existing indices that the rule previously created remain read-only and continue to replicate. If you need to stop existing replication activity and open the indices up for writes, use the [stop replication API operation]({{site.url}}{{site.baseurl}}/replication-plugin/api/#stop-replication).
+

From 8d1dfa504026016bd64ddb803293e8ba830cd05e Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 9 Dec 2021 11:18:01 -0800
Subject: [PATCH 201/229] Language tweaks

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _clients/java-rest-high-level.md | 2 +-
 _clients/java.md                 | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 951563db..2d13f834 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -27,7 +27,7 @@ You can now start your OpenSearch cluster. The OpenSearch 1.x high-level REST cl
 This code example uses basic credentials that come with the default OpenSearch configuration. If you’re using the OpenSearch Java high-level REST client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
 {: .note}
 
-Before you can securely connect to an OpenSearch cluster, you need to first add your root certificates to a truststore:
+Before you can securely connect to an OpenSearch cluster, you must first add your root certificates to a truststore. If you don't already have a custom truststore, the following command creates a truststore and adds in a certificate.
 
 ```bash
 keytool -import <path-to-cert> -alias <alias-to-call-cert> -keystore <truststore-name>
diff --git a/_clients/java.md b/_clients/java.md
index ca88908d..a8bb382f 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -46,7 +46,7 @@ You can now start your OpenSearch cluster.
 This code example uses basic credentials that come with the default OpenSearch configuration. If you’re using the OpenSearch Java client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
 {: .note}
 
-Before you can securely connect to an OpenSearch cluster, you need to first add your root certificates to a truststore:
+Before you can securely connect to an OpenSearch cluster, you must first add your root certificates to a truststore. If you don't already have a custom truststore, the following command creates a truststore and adds in a certificate.
 
 ```bash
 keytool -import <path-to-cert> -alias <alias-to-call-cert> -keystore <truststore-name>

From 53ae57f79af6e708b66858e1f07e1aa852da927c Mon Sep 17 00:00:00 2001
From: Han Jiang <jianghan@amazon.com>
Date: Fri, 19 Nov 2021 13:04:20 -0600
Subject: [PATCH 202/229] Update the documentation for Data Prepper's
 OpenSearch Sink plugin. Signed-off-by: Han Jiang <jianghan@amazon.com>

---
 .../trace/data-prepper-reference.md            | 18 ++++++++++++------
 1 file changed, 12 insertions(+), 6 deletions(-)

diff --git a/_observability-plugins/trace/data-prepper-reference.md b/_observability-plugins/trace/data-prepper-reference.md
index 99a8f522..d0323a5b 100644
--- a/_observability-plugins/trace/data-prepper-reference.md
+++ b/_observability-plugins/trace/data-prepper-reference.md
@@ -160,17 +160,23 @@ hosts | Yes | List of OpenSearch hosts to write to (e.g. `["https://localhost:92
 cert | No | String, path to the security certificate (e.g. `"config/root-ca.pem"`) if the cluster uses the OpenSearch security plugin.
 username | No | String, username for HTTP basic authentication.
 password | No | String, password for HTTP basic authentication.
-aws_sigv4 | No | Boolean, whether to use IAM signing to connect to an Amazon OpenSearch Service domain. For your access key, secret key, and optional session token, Data Prepper uses the default credential chain (environment variables, Java system properties, `~/.aws/credential`, etc.).
+aws_sigv4 | No | Boolean, default false. Whether to use IAM signing to connect to an Amazon OpenSearch Service domain. For your access key, secret key, and optional session token, Data Prepper uses the default credential chain (environment variables, Java system properties, `~/.aws/credential`, etc.).
 aws_region | No | String, AWS region (e.g. `"us-east-1"`) for the domain if you are connecting to Amazon OpenSearch Service.
-aws_sts_role | No | String, IAM role which the sink plugin will assume to sign request to Amazon OpenSearch Service. If not provided the plugin will use the default credentials.
-trace_analytics_raw | No | Boolean, default false. Whether to export as trace data to the `otel-v1-apm-span-*` index pattern (alias `otel-v1-apm-span`) for use with the Trace Analytics OpenSearch Dashboards plugin.
-trace_analytics_service_map | No | Boolean, default false. Whether to export as trace data to the `otel-v1-apm-service-map` index for use with the service map component of the Trace Analytics OpenSearch Dashboards plugin.
-index | No | String, name of the index to export to. Only required if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets.
+aws_sts_role_arn | No | String, IAM role which the sink plugin will assume to sign request to Amazon OpenSearch Service. If not provided the plugin will use the default credentials.
+socket_timeout | No | Integer, the timeout in milliseconds for waiting for data (or, put differently, a maximum period inactivity between two consecutive data packets). A timeout value of zero is interpreted as an infinite timeout. If this timeout value is either negative or not set, the underlying Apache HttpClient would rely on operating system settings for managing socket timeouts.
+connect_timeout | No | Integer, the timeout in milliseconds used when requesting a connection from the connection manager. A timeout value of zero is interpreted as an infinite timeout. If this timeout value is either negative or not set, the underlying Apache HttpClient would rely on operating system settings for managing connection timeouts.
+insecure | No | Boolean, default false. Whether to verify SSL certificate. If set to true, CA certificate verification will be turned off and insecure HTTP requests will be sent.
+trace_analytics_raw | No | Boolean, default false. Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-span-*` index pattern (alias `otel-v1-apm-span`) for use with the Trace Analytics OpenSearch Dashboards plugin.
+trace_analytics_service_map | No | Boolean, default false. Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-service-map` index for use with the service map component of the Trace Analytics OpenSearch Dashboards plugin.
+index | No | String, name of the index to export to. Only required if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets. In other words, this parameter is applicable and required only If index_type is explicitly `custom` or defaults to be `custom` while both `trace_analytics_raw` and `trace_analytics_service_map` are set to false.
+index_type | No | String, default `custom`. This index type instructs the Sink plugin what type of data it is handling. Valid values: `custom`, `trace-analytics-raw`, `trace-analytics-service-map`.
 template_file | No | String, the path to a JSON [index template]({{site.url}}{{site.baseurl}}/opensearch/index-templates/) file (e.g. `/your/local/template-file.json` if you do not use the `trace_analytics_raw` or `trace_analytics_service_map`. See [otel-v1-apm-span-index-template.json](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/opensearch/src/main/resources/otel-v1-apm-span-index-template.json) for an example.
 document_id_field | No | String, the field from the source data to use for the OpenSearch document ID (e.g. `"my-field"`) if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets.
 dlq_file | No | String, the path to your preferred dead letter queue file (e.g. `/your/local/dlq-file`). Data Prepper writes to this file when it fails to index a document on the OpenSearch cluster.
 bulk_size | No | Integer (long), default 5. The maximum size (in MiB) of bulk requests to the OpenSearch cluster. Values below 0 indicate an unlimited size. If a single document exceeds the maximum bulk request size, Data Prepper sends it individually.
-
+ism_policy_file | No | String, the absolute file path for an ISM (Index State Management) policy JSON file. This policy file is effective only when there is no built-in policy file for the index type. For example, `custom` index type is currently the only one without a built-in policy file, thus it would use the policy file here if it's provided through this parameter. OpenSearch documentation has more about [ISM policies.](https://opensearch.org/docs/latest/im-plugin/ism/policies/)
+number_of_shards | No | Integer, the number of primary shards that an index should have on the destination OpenSearch server. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. OpenSearch documentation has [more about this parameter](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
+number_of_replicas | No | Integer, the number of replica shards each primary shard should have on the destination OpenSearch server. For example, if you have 4 primary shards and set number_of_replicas to 3, the index has 12 replica shards. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. OpenSearch documentation has [more about this parameter](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
 
 ### file
 

From cca6f61cd239120543822d0ec97ebea9c2bca648 Mon Sep 17 00:00:00 2001
From: Han Jiang <jianghan@amazon.com>
Date: Tue, 23 Nov 2021 11:16:54 -0600
Subject: [PATCH 203/229] Rephrase some descriptions of hyper-links.
 Signed-off-by: Han Jiang <jianghan@amazon.com>

---
 _observability-plugins/trace/data-prepper-reference.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/_observability-plugins/trace/data-prepper-reference.md b/_observability-plugins/trace/data-prepper-reference.md
index d0323a5b..a0e2cdd4 100644
--- a/_observability-plugins/trace/data-prepper-reference.md
+++ b/_observability-plugins/trace/data-prepper-reference.md
@@ -174,9 +174,9 @@ template_file | No | String, the path to a JSON [index template]({{site.url}}{{s
 document_id_field | No | String, the field from the source data to use for the OpenSearch document ID (e.g. `"my-field"`) if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets.
 dlq_file | No | String, the path to your preferred dead letter queue file (e.g. `/your/local/dlq-file`). Data Prepper writes to this file when it fails to index a document on the OpenSearch cluster.
 bulk_size | No | Integer (long), default 5. The maximum size (in MiB) of bulk requests to the OpenSearch cluster. Values below 0 indicate an unlimited size. If a single document exceeds the maximum bulk request size, Data Prepper sends it individually.
-ism_policy_file | No | String, the absolute file path for an ISM (Index State Management) policy JSON file. This policy file is effective only when there is no built-in policy file for the index type. For example, `custom` index type is currently the only one without a built-in policy file, thus it would use the policy file here if it's provided through this parameter. OpenSearch documentation has more about [ISM policies.](https://opensearch.org/docs/latest/im-plugin/ism/policies/)
-number_of_shards | No | Integer, the number of primary shards that an index should have on the destination OpenSearch server. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. OpenSearch documentation has [more about this parameter](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
-number_of_replicas | No | Integer, the number of replica shards each primary shard should have on the destination OpenSearch server. For example, if you have 4 primary shards and set number_of_replicas to 3, the index has 12 replica shards. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. OpenSearch documentation has [more about this parameter](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
+ism_policy_file | No | String, the absolute file path for an ISM (Index State Management) policy JSON file. This policy file is effective only when there is no built-in policy file for the index type. For example, `custom` index type is currently the only one without a built-in policy file, thus it would use the policy file here if it's provided through this parameter. For more information, see [ISM policies.](https://opensearch.org/docs/latest/im-plugin/ism/policies/)
+number_of_shards | No | Integer, the number of primary shards that an index should have on the destination OpenSearch server. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. For more information, see [create index](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
+number_of_replicas | No | Integer, the number of replica shards each primary shard should have on the destination OpenSearch server. For example, if you have 4 primary shards and set number_of_replicas to 3, the index has 12 replica shards. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. For more information, see [create index](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
 
 ### file
 

From d16a7ec350e9f0988880e51366adade634946b2c Mon Sep 17 00:00:00 2001
From: Han Jiang <jianghan@amazon.com>
Date: Tue, 23 Nov 2021 12:19:19 -0600
Subject: [PATCH 204/229] Rephrase index parameter description to avoid
 deprecated terms. Signed-off-by: Han Jiang <jianghan@amazon.com>

---
 _observability-plugins/trace/data-prepper-reference.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_observability-plugins/trace/data-prepper-reference.md b/_observability-plugins/trace/data-prepper-reference.md
index a0e2cdd4..4d470d2b 100644
--- a/_observability-plugins/trace/data-prepper-reference.md
+++ b/_observability-plugins/trace/data-prepper-reference.md
@@ -168,7 +168,7 @@ connect_timeout | No | Integer, the timeout in milliseconds used when requesting
 insecure | No | Boolean, default false. Whether to verify SSL certificate. If set to true, CA certificate verification will be turned off and insecure HTTP requests will be sent.
 trace_analytics_raw | No | Boolean, default false. Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-span-*` index pattern (alias `otel-v1-apm-span`) for use with the Trace Analytics OpenSearch Dashboards plugin.
 trace_analytics_service_map | No | Boolean, default false. Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-service-map` index for use with the service map component of the Trace Analytics OpenSearch Dashboards plugin.
-index | No | String, name of the index to export to. Only required if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets. In other words, this parameter is applicable and required only If index_type is explicitly `custom` or defaults to be `custom` while both `trace_analytics_raw` and `trace_analytics_service_map` are set to false.
+index | No | String, name of the index to export to. Only required if you don't use the `trace-analytics-raw` or `trace-analytics-service-map` presets. In other words, this parameter is applicable and required only if index_type is explicitly `custom` or defaults to `custom`.
 index_type | No | String, default `custom`. This index type instructs the Sink plugin what type of data it is handling. Valid values: `custom`, `trace-analytics-raw`, `trace-analytics-service-map`.
 template_file | No | String, the path to a JSON [index template]({{site.url}}{{site.baseurl}}/opensearch/index-templates/) file (e.g. `/your/local/template-file.json` if you do not use the `trace_analytics_raw` or `trace_analytics_service_map`. See [otel-v1-apm-span-index-template.json](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/opensearch/src/main/resources/otel-v1-apm-span-index-template.json) for an example.
 document_id_field | No | String, the field from the source data to use for the OpenSearch document ID (e.g. `"my-field"`) if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets.

From 4bd31def05b1916223d87b88a2c17b1f6e31eea5 Mon Sep 17 00:00:00 2001
From: Han Jiang <jianghan@amazon.com>
Date: Thu, 2 Dec 2021 15:09:10 -0600
Subject: [PATCH 205/229] Document the proxy parameter for Opensearch Sink.
 Signed-off-by: Han Jiang <jianghan@amazon.com>

---
 _observability-plugins/trace/data-prepper-reference.md | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/_observability-plugins/trace/data-prepper-reference.md b/_observability-plugins/trace/data-prepper-reference.md
index 4d470d2b..f00400fe 100644
--- a/_observability-plugins/trace/data-prepper-reference.md
+++ b/_observability-plugins/trace/data-prepper-reference.md
@@ -162,10 +162,11 @@ username | No | String, username for HTTP basic authentication.
 password | No | String, password for HTTP basic authentication.
 aws_sigv4 | No | Boolean, default false. Whether to use IAM signing to connect to an Amazon OpenSearch Service domain. For your access key, secret key, and optional session token, Data Prepper uses the default credential chain (environment variables, Java system properties, `~/.aws/credential`, etc.).
 aws_region | No | String, AWS region (e.g. `"us-east-1"`) for the domain if you are connecting to Amazon OpenSearch Service.
-aws_sts_role_arn | No | String, IAM role which the sink plugin will assume to sign request to Amazon OpenSearch Service. If not provided the plugin will use the default credentials.
+aws_sts_role_arn | No | String, IAM role which the sink plugin assumes to sign request to Amazon OpenSearch Service. If not provided the plugin uses the default credentials.
 socket_timeout | No | Integer, the timeout in milliseconds for waiting for data (or, put differently, a maximum period inactivity between two consecutive data packets). A timeout value of zero is interpreted as an infinite timeout. If this timeout value is either negative or not set, the underlying Apache HttpClient would rely on operating system settings for managing socket timeouts.
 connect_timeout | No | Integer, the timeout in milliseconds used when requesting a connection from the connection manager. A timeout value of zero is interpreted as an infinite timeout. If this timeout value is either negative or not set, the underlying Apache HttpClient would rely on operating system settings for managing connection timeouts.
-insecure | No | Boolean, default false. Whether to verify SSL certificate. If set to true, CA certificate verification will be turned off and insecure HTTP requests will be sent.
+insecure | No | Boolean, default false. Whether to verify SSL certificates. If set to true, CA certificate verification is disabled and insecure HTTP requests are sent instead.
+proxy | No | String, the address of a [forward HTTP proxy server](https://en.wikipedia.org/wiki/Proxy_server). The format is like "<host name or IP>:<port>". Examples: "example.com:8100", "http://example.com:8100", "112.112.112.112:8100". Note: port number cannot be omitted.
 trace_analytics_raw | No | Boolean, default false. Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-span-*` index pattern (alias `otel-v1-apm-span`) for use with the Trace Analytics OpenSearch Dashboards plugin.
 trace_analytics_service_map | No | Boolean, default false. Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-service-map` index for use with the service map component of the Trace Analytics OpenSearch Dashboards plugin.
 index | No | String, name of the index to export to. Only required if you don't use the `trace-analytics-raw` or `trace-analytics-service-map` presets. In other words, this parameter is applicable and required only if index_type is explicitly `custom` or defaults to `custom`.
@@ -174,7 +175,7 @@ template_file | No | String, the path to a JSON [index template]({{site.url}}{{s
 document_id_field | No | String, the field from the source data to use for the OpenSearch document ID (e.g. `"my-field"`) if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets.
 dlq_file | No | String, the path to your preferred dead letter queue file (e.g. `/your/local/dlq-file`). Data Prepper writes to this file when it fails to index a document on the OpenSearch cluster.
 bulk_size | No | Integer (long), default 5. The maximum size (in MiB) of bulk requests to the OpenSearch cluster. Values below 0 indicate an unlimited size. If a single document exceeds the maximum bulk request size, Data Prepper sends it individually.
-ism_policy_file | No | String, the absolute file path for an ISM (Index State Management) policy JSON file. This policy file is effective only when there is no built-in policy file for the index type. For example, `custom` index type is currently the only one without a built-in policy file, thus it would use the policy file here if it's provided through this parameter. For more information, see [ISM policies.](https://opensearch.org/docs/latest/im-plugin/ism/policies/)
+ism_policy_file | No | String, the absolute file path for an ISM (Index State Management) policy JSON file. This policy file is effective only when there is no built-in policy file for the index type. For example, `custom` index type is currently the only one without a built-in policy file, thus it would use the policy file here if it's provided through this parameter. For more information, see [ISM policies](https://opensearch.org/docs/latest/im-plugin/ism/policies/).
 number_of_shards | No | Integer, the number of primary shards that an index should have on the destination OpenSearch server. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. For more information, see [create index](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
 number_of_replicas | No | Integer, the number of replica shards each primary shard should have on the destination OpenSearch server. For example, if you have 4 primary shards and set number_of_replicas to 3, the index has 12 replica shards. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. For more information, see [create index](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
 

From 44711700ad47df736ee6232a8d369f98c390d829 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 9 Dec 2021 15:48:48 -0800
Subject: [PATCH 206/229] Addressed comments

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _clients/java-rest-high-level.md | 22 +++++-----------------
 _clients/java.md                 | 19 +++++--------------
 2 files changed, 10 insertions(+), 31 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 2d13f834..2e854227 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -24,34 +24,22 @@ You can now start your OpenSearch cluster. The OpenSearch 1.x high-level REST cl
 
 ## Security
 
-This code example uses basic credentials that come with the default OpenSearch configuration. If you’re using the OpenSearch Java high-level REST client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
-{: .note}
+Before using the REST client in your Java application, you need to configure the application's truststore to connect to the security plugin. If you are using self-signed certificates or demo configurations, you can use the following command to create a custom truststore and add in root authority certificates.
 
-Before you can securely connect to an OpenSearch cluster, you must first add your root certificates to a truststore. If you don't already have a custom truststore, the following command creates a truststore and adds in a certificate.
+If you're using certificates from a trusted Certificate Authority (CA), you don't need to configure the truststore.
 
 ```bash
 keytool -import <path-to-cert> -alias <alias-to-call-cert> -keystore <truststore-name>
 ```
 
-You can now point your Java client to the truststore and set basic authentication credentials that can access a secure cluster.
-
-```java
-//Point to keystore with appropriate certificates for security.
-System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
-System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
-
-//Establish credentials to use basic authentication.
-//Only for demo purposes. Don't specify your credentials in code.
-final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
-credentialsProvider.setCredentials(AuthScope.ANY,
-  new UsernamePasswordCredentials("admin", "admin"));
-```
+You can now point your Java client to the truststore and set basic authentication credentials that can access a secure cluster (refer to the sample code below on how to do so).
 
 If you run into issues when configuring security, see [common issues]({{site.url}}{{site.baseurl}}/troubleshoot/index) and [troubleshoot TLS]({{site.url}}{{site.baseurl}}/troubleshoot/tls).
 
-
 ## Sample code
 
+This code example uses basic credentials that come with the default OpenSearch configuration. If you’re using the OpenSearch Java high-level REST client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
+
 ```java
 import org.apache.http.HttpHost;
 import org.apache.http.auth.AuthScope;
diff --git a/_clients/java.md b/_clients/java.md
index a8bb382f..7f70671c 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -43,26 +43,15 @@ You can now start your OpenSearch cluster.
 
 ## Security
 
-This code example uses basic credentials that come with the default OpenSearch configuration. If you’re using the OpenSearch Java client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
-{: .note}
+Before using the REST client in your Java application, you need to configure the application's truststore to connect to the security plugin. If you are using self-signed certificates or demo configurations, you can use the following command to create a custom truststore and add in root authority certificates.
 
-Before you can securely connect to an OpenSearch cluster, you must first add your root certificates to a truststore. If you don't already have a custom truststore, the following command creates a truststore and adds in a certificate.
+If you're using certificates from a trusted Certificate Authority (CA), you don't need to configure the truststore.
 
 ```bash
 keytool -import <path-to-cert> -alias <alias-to-call-cert> -keystore <truststore-name>
 ```
 
-You can now point your Java client to the truststore and set basic authentication credentials that can access a secure cluster.
-
-```java
-System.setProperty("javax.net.ssl.trustStore", "/full/path/to/keystore");
-System.setProperty("javax.net.ssl.trustStorePassword", "password-to-keystore");
-
-//Only for demo purposes. Don't specify your credentials in code.
-final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
-credentialsProvider.setCredentials(AuthScope.ANY,
-    new UsernamePasswordCredentials("admin", "admin"));
-```
+You can now point your Java client to the truststore and set basic authentication credentials that can access a secure cluster (refer to the sample code below on how to do so).
 
 If you run into issues when configuring security, see [common issues]({{site.url}}{{site.baseurl}}/troubleshoot/index) and [troubleshoot TLS]({{site.url}}{{site.baseurl}}/troubleshoot/tls).
 
@@ -107,6 +96,8 @@ static class IndexData {
 
 ## Initialize the client with SSL and TLS enabled
 
+This code example uses basic credentials that come with the default OpenSearch configuration. If you’re using the Java client with your own OpenSearch cluster, be sure to change the code to use your own credentials.
+
 The following sample code initializes a client with SSL and TLS enabled:
 
 ```java

From f12a98cb4b454b61ac280d2c3541de1166710f12 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 9 Dec 2021 15:50:01 -0800
Subject: [PATCH 207/229] Language tweaks

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _clients/java-rest-high-level.md | 2 +-
 _clients/java.md                 | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/_clients/java-rest-high-level.md b/_clients/java-rest-high-level.md
index 2e854227..35778af7 100644
--- a/_clients/java-rest-high-level.md
+++ b/_clients/java-rest-high-level.md
@@ -24,7 +24,7 @@ You can now start your OpenSearch cluster. The OpenSearch 1.x high-level REST cl
 
 ## Security
 
-Before using the REST client in your Java application, you need to configure the application's truststore to connect to the security plugin. If you are using self-signed certificates or demo configurations, you can use the following command to create a custom truststore and add in root authority certificates.
+Before using the REST client in your Java application, you must configure the application's truststore to connect to the security plugin. If you are using self-signed certificates or demo configurations, you can use the following command to create a custom truststore and add in root authority certificates.
 
 If you're using certificates from a trusted Certificate Authority (CA), you don't need to configure the truststore.
 
diff --git a/_clients/java.md b/_clients/java.md
index 7f70671c..7c1ce770 100644
--- a/_clients/java.md
+++ b/_clients/java.md
@@ -43,7 +43,7 @@ You can now start your OpenSearch cluster.
 
 ## Security
 
-Before using the REST client in your Java application, you need to configure the application's truststore to connect to the security plugin. If you are using self-signed certificates or demo configurations, you can use the following command to create a custom truststore and add in root authority certificates.
+Before using the REST client in your Java application, you must configure the application's truststore to connect to the security plugin. If you are using self-signed certificates or demo configurations, you can use the following command to create a custom truststore and add in root authority certificates.
 
 If you're using certificates from a trusted Certificate Authority (CA), you don't need to configure the truststore.
 

From 164a9a57c4260592a8e70d1574ea6b99c03840d5 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 10 Dec 2021 13:47:49 -0800
Subject: [PATCH 208/229] Changed index name back to kibana

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _security-plugin/access-control/multi-tenancy.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_security-plugin/access-control/multi-tenancy.md b/_security-plugin/access-control/multi-tenancy.md
index bb092851..fdde01df 100644
--- a/_security-plugin/access-control/multi-tenancy.md
+++ b/_security-plugin/access-control/multi-tenancy.md
@@ -151,8 +151,8 @@ _meta:
 The open source version of OpenSearch Dashboards saves all objects to a single index: `.opensearch-dashboards`. The security plugin uses this index for the global tenant, but separate indices for every other tenant. Each user also has a private tenant, so you might see a large number of indices that follow two patterns:
 
 ```
-.opensearch_dashboards_<hash>_<tenant_name>
-.opensearch_dashboards_<hash>_<username>
+.kibana_<hash>_<tenant_name>
+.kibana_<hash>_<username>
 ```
 
 The security plugin scrubs these index names of special characters, so they might not be a perfect match of tenant names and usernames.

From baf9941f2ac91c85328a379862be7da1ade3a96d Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Sun, 12 Dec 2021 23:30:10 -0800
Subject: [PATCH 209/229] =?UTF-8?q?=E2=80=9C..=E2=80=9D?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _opensearch/shard-indexing-backpressure.md |  30 ++
 _opensearch/shard-indexing-settings.md     |  50 +++
 _opensearch/stats-api.md                   | 493 +++++++++++++++++++++
 3 files changed, 573 insertions(+)
 create mode 100644 _opensearch/shard-indexing-backpressure.md
 create mode 100644 _opensearch/shard-indexing-settings.md
 create mode 100644 _opensearch/stats-api.md

diff --git a/_opensearch/shard-indexing-backpressure.md b/_opensearch/shard-indexing-backpressure.md
new file mode 100644
index 00000000..ac58c7d3
--- /dev/null
+++ b/_opensearch/shard-indexing-backpressure.md
@@ -0,0 +1,30 @@
+---
+layout: default
+title: Shard indexing backpressure
+nav_order: 62
+has_children: true
+---
+
+# Shard indexing backpressure
+
+Shard indexing backpressure is a smart rejection mechanism at a per-shard level that dynamically rejects indexing requests when your cluster is under strain. It propagates a backpressure that transfers requests from an overwhelmed node or shard to other nodes or shards that are still healthy.
+
+With shard indexing backpressure, you can prevent nodes in your cluster from running into cascading failures due to performance degradation caused by slow nodes, stuck tasks, resource-intensive requests, traffic surges, skewed shard allocations, and so on.
+
+Shard indexing backpressure comes into effect only when one primary and one secondary parameter is breached.
+
+## Primary parameters
+
+Primary parameters are early indicators that a cluster is under strain:
+
+- Shard memory limit breach: If the memory usage of a shard exceeds 95% of its allocated memory, this limit is breached.
+- Node memory limit breach: If the memory usage of a node exceeds 70% of its allocated memory, this limit is breached.
+
+The breach of primary parameters doesn’t cause any actual request rejections, it just triggers an evaluation of the secondary parameters.
+
+## Secondary parameters
+
+Secondary parameters check the performance at the shard level to confirm that the cluster is under strain:
+
+- Throughput: If the throughput at the shard level decreases significantly in its historic view, this limit is breached.
+- Successful Request: If the number of pending requests increases significantly in its historic view, this limit is breached.
diff --git a/_opensearch/shard-indexing-settings.md b/_opensearch/shard-indexing-settings.md
new file mode 100644
index 00000000..e701b8dd
--- /dev/null
+++ b/_opensearch/shard-indexing-settings.md
@@ -0,0 +1,50 @@
+---
+layout: default
+title: Settings
+parent: Shard indexing backpressure
+nav_order: 1
+has_children: false
+---
+
+# Settings
+
+Shard indexing backpressure adds several settings to the standard OpenSearch cluster settings. They are dynamic, so you can change the default behavior of this feature without restarting your cluster.
+
+## High-level controls
+
+The high-level controls allow you to turn the shard indexing backpressure feature on or off.
+
+Setting | Default | Description
+:--- | :--- | :---
+`shard_indexing_pressure.enable` | False | Change to `true` to enable shard indexing backpressure.
+`shard_indexing_pressure.enforced` | False | Run shard indexing backpressure in shadow mode or enforced mode. In shadow mode (value set as `false`), shard indexing backpressure tracks all granular-level metrics, but it doesn't actually reject any indexing requests. In enforced mode (value set as `true`), shard indexing backpressure rejects any requests to the cluster that might cause a dip in its performance.
+
+## Node-level limits
+
+Node-level limits allow you to control memory usage on a node.
+
+Setting | Default | Description
+:--- | :--- | :---
+`shard_indexing_pressure.primary_parameter.node.soft_limit` | 70% | Define the percentage of the node-level memory threshold that acts as a soft indicator for strain on a node.
+
+## Shard-level limits
+
+Shard-level limits allow you to control memory usage on a shard.
+
+Setting | Default | Description
+:--- | :--- | :---
+`shard_indexing_pressure.primary_parameter.shard.min_limit` | 0.001d | Specify the minimum assigned quota for a new shard in any role (coordinator, primary, or replica). Shard indexing backpressure increases or decreases this allocated quota based on the inflow of traffic for the shard.
+`shard_indexing_pressure.operating_factor.lower` | 75% | Specify the lower occupancy limit of the allocated quota of memory for the shard. If the total memory usage of a shard is below this limit, shard indexing backpressure decreases the current allocated memory for that shard.
+`shard_indexing_pressure.operating_factor.optimal` | 85% | Specify the optimal occupancy of the allocated quota of memory for the shard. If the total memory usage of a shard is at this level, shard indexing backpressure doesn't change the current allocated memory for that shard.
+`shard_indexing_pressure.operating_factor.upper` | 95% | Specify the upper occupancy limit of the allocated quota of memory for the shard. If the total memory usage of a shard is above this limit, shard indexing backpressure increases the current allocated memory for that shard.
+
+## Performance degradation factors
+
+The performance degradation factors allow you to control the dynamic performance thresholds for a shard.
+
+Setting | Default | Description
+:--- | :--- | :---
+`shard_indexing_pressure.secondary_parameter.throughput.request_size_window` | 2,000 | The number of requests in the sampling window size on a shard. Shard indexing backpressure compares the overall performance of requests with the requests in the sample window to detect any performance degradation.
+`shard_indexing_pressure.secondary_parameter.throughput.degradation_factor` | 5x | The degradation factor per unit byte for a request. This parameter determines the threshold for any latency spikes. The default value is 5x, which implies that if the latency shoots up 5 times in the historic view, shard indexing backpressure marks it as a performance degradation.
+`shard_indexing_pressure.secondary_parameter.successful_request.elapsed_timeout` | 300000 ms | The amount of time a request is pending in a cluster. This parameter helps identify any stuck-request scenarios.
+`shard_indexing_pressure.secondary_parameter.successful_request.max_outstanding_requests` | 100 | The maximum number of pending requests in a cluster.
diff --git a/_opensearch/stats-api.md b/_opensearch/stats-api.md
new file mode 100644
index 00000000..ac057357
--- /dev/null
+++ b/_opensearch/stats-api.md
@@ -0,0 +1,493 @@
+---
+layout: default
+title: Stats API
+parent: Shard indexing backpressure
+nav_order: 2
+has_children: false
+---
+
+# Stats API
+
+Use the stats operation to monitor shard indexing backpressure.
+
+## Stats
+Introduced 1.2
+{: .label .label-purple }
+
+Returns node-level and shard-level stats for indexing request rejections.
+
+#### Request
+
+```json
+GET _nodes/_local/stats/shard_indexing_pressure
+```
+
+If `enforced` is `true`:
+
+#### Sample response
+
+```json
+{
+  "_nodes": {
+    "total": 1,
+    "successful": 1,
+    "failed": 0
+  },
+  "cluster_name": "runTask",
+  "nodes": {
+    "q3e1dQjFSqyPSLAgpyQlfw": {
+      "timestamp": 1613072111162,
+      "name": "runTask-0",
+      "transport_address": "127.0.0.1:9300",
+      "host": "127.0.0.1",
+      "ip": "127.0.0.1:9300",
+      "roles": [
+        "data",
+        "ingest",
+        "master",
+        "remote_cluster_client"
+      ],
+      "attributes": {
+        "testattr": "test"
+      },
+      "shard_indexing_pressure": {
+        "stats": {
+          "[index_name][0]": {
+            "memory": {
+              "current": {
+                "coordinating_in_bytes": 0,
+                "primary_in_bytes": 0,
+                "replica_in_bytes": 0
+              },
+              "total": {
+                "coordinating_in_bytes": 299,
+                "primary_in_bytes": 299,
+                "replica_in_bytes": 0
+              }
+            },
+            "rejection": {
+              "coordinating": {
+                "coordinating_rejections": 0,
+                "breakup": {
+                  "node_limits": 0,
+                  "no_successful_request_limits": 0,
+                  "throughput_degradation_limits": 0
+                }
+              },
+              "primary": {
+                "primary_rejections": 0,
+                "breakup": {
+                  "node_limits": 0,
+                  "no_successful_request_limits": 0,
+                  "throughput_degradation_limits": 0
+                }
+              },
+              "replica": {
+                "replica_rejections": 0,
+                "breakup": {
+                  "node_limits": 0,
+                  "no_successful_request_limits": 0,
+                  "throughput_degradation_limits": 0
+                }
+              }
+            },
+            "last_successful_timestamp": {
+              "coordinating_last_successful_request_timestamp_in_millis": 1613072107990,
+              "primary_last_successful_request_timestamp_in_millis": 0,
+              "replica_last_successful_request_timestamp_in_millis": 0
+            },
+            "indexing": {
+              "coordinating_time_in_millis": 96,
+              "coordinating_count": 1,
+              "primary_time_in_millis": 0,
+              "primary_count": 0,
+              "replica_time_in_millis": 0,
+              "replica_count": 0
+            },
+            "memory_allocation": {
+              "current": {
+                "current_coordinating_and_primary_bytes": 0,
+                "current_replica_bytes": 0
+              },
+              "limit": {
+                "current_coordinating_and_primary_limits_in_bytes": 51897,
+                "current_replica_limits_in_bytes": 77845
+              }
+            }
+          }
+        },
+        "total_rejections_breakup": {
+          "node_limits": 0,
+          "no_successful_request_limits": 0,
+          "throughput_degradation_limits": 0
+        },
+        "enabled": true,
+        "enforced" : true
+      }
+    }
+  }
+}
+```
+
+If `enforced` is `false`:
+
+#### Sample response
+
+```json
+{
+  "_nodes": {
+    "total": 1,
+    "successful": 1,
+    "failed": 0
+  },
+  "cluster_name": "runTask",
+  "nodes": {
+    "q3e1dQjFSqyPSLAgpyQlfw": {
+      "timestamp": 1613072111162,
+      "name": "runTask-0",
+      "transport_address": "127.0.0.1:9300",
+      "host": "127.0.0.1",
+      "ip": "127.0.0.1:9300",
+      "roles": [
+        "data",
+        "ingest",
+        "master",
+        "remote_cluster_client"
+      ],
+      "attributes": {
+        "testattr": "test"
+      },
+      "shard_indexing_pressure": {
+        "stats": {
+          "[index_name][0]": {
+            "memory": {
+              "current": {
+                "coordinating_in_bytes": 0,
+                "primary_in_bytes": 0,
+                "replica_in_bytes": 0
+              },
+              "total": {
+                "coordinating_in_bytes": 299,
+                "primary_in_bytes": 299,
+                "replica_in_bytes": 0
+              }
+            },
+            "rejection": {
+              "coordinating": {
+                "coordinating_rejections": 0,
+                "breakup_shadow_mode": {
+                  "node_limits": 0,
+                  "no_successful_request_limits": 0,
+                  "throughput_degradation_limits": 0
+                }
+              },
+              "primary": {
+                "primary_rejections": 0,
+                "breakup_shadow_mode": {
+                  "node_limits": 0,
+                  "no_successful_request_limits": 0,
+                  "throughput_degradation_limits": 0
+                }
+              },
+              "replica": {
+                "replica_rejections": 0,
+                "breakup_shadow_mode": {
+                  "node_limits": 0,
+                  "no_successful_request_limits": 0,
+                  "throughput_degradation_limits": 0
+                }
+              }
+            },
+            "last_successful_timestamp": {
+              "coordinating_last_successful_request_timestamp_in_millis": 1613072107990,
+              "primary_last_successful_request_timestamp_in_millis": 0,
+              "replica_last_successful_request_timestamp_in_millis": 0
+            },
+            "indexing": {
+              "coordinating_time_in_millis": 96,
+              "coordinating_count": 1,
+              "primary_time_in_millis": 0,
+              "primary_count": 0,
+              "replica_time_in_millis": 0,
+              "replica_count": 0
+            },
+            "memory_allocation": {
+              "current": {
+                "current_coordinating_and_primary_bytes": 0,
+                "current_replica_bytes": 0
+              },
+              "limit": {
+                "current_coordinating_and_primary_limits_in_bytes": 51897,
+                "current_replica_limits_in_bytes": 77845
+              }
+            }
+          }
+        },
+        "total_rejections_breakup_shadow_mode": {
+          "node_limits": 0,
+          "no_successful_request_limits": 0,
+          "throughput_degradation_limits": 0
+        },
+        "enabled": true,
+        "enforced" : false
+      }
+    }
+  }
+}
+```
+
+To include all the shards with both active and previous write operations performed on them, specify the `include_all` parameter:
+
+#### Request
+
+```json
+GET _nodes/_local/stats/shard_indexing_pressure?include_all
+```
+
+#### Sample response
+
+```json
+{
+  "_nodes": {
+    "total": 1,
+    "successful": 1,
+    "failed": 0
+  },
+  "cluster_name": "runTask",
+  "nodes": {
+    "q3e1dQjFSqyPSLAgpyQlfw": {
+      "timestamp": 1613072198171,
+      "name": "runTask-0",
+      "transport_address": "127.0.0.1:9300",
+      "host": "127.0.0.1",
+      "ip": "127.0.0.1:9300",
+      "roles": [
+        "data",
+        "ingest",
+        "master",
+        "remote_cluster_client"
+      ],
+      "attributes": {
+        "testattr": "test"
+      },
+      "shard_indexing_pressure": {
+        "stats": {
+          "[index_name][0]": {
+            "memory": {
+              "current": {
+                "coordinating_in_bytes": 0,
+                "primary_in_bytes": 0,
+                "replica_in_bytes": 0
+              },
+              "total": {
+                "coordinating_in_bytes": 604,
+                "primary_in_bytes": 604,
+                "replica_in_bytes": 0
+              }
+            },
+            "rejection": {
+              "coordinating": {
+                "coordinating_rejections": 0,
+                "breakup": {
+                  "node_limits": 0,
+                  "no_successful_request_limits": 0,
+                  "throughput_degradation_limits": 0
+                }
+              },
+              "primary": {
+                "primary_rejections": 0,
+                "breakup": {
+                  "node_limits": 0,
+                  "no_successful_request_limits": 0,
+                  "throughput_degradation_limits": 0
+                }
+              },
+              "replica": {
+                "replica_rejections": 0,
+                "breakup": {
+                  "node_limits": 0,
+                  "no_successful_request_limits": 0,
+                  "throughput_degradation_limits": 0
+                }
+              }
+            },
+            "last_successful_timestamp": {
+              "coordinating_last_successful_request_timestamp_in_millis": 1613072194656,
+              "primary_last_successful_request_timestamp_in_millis": 0,
+              "replica_last_successful_request_timestamp_in_millis": 0
+            },
+            "indexing": {
+              "coordinating_time_in_millis": 145,
+              "coordinating_count": 2,
+              "primary_time_in_millis": 0,
+              "primary_count": 0,
+              "replica_time_in_millis": 0,
+              "replica_count": 0
+            },
+            "memory_allocation": {
+              "current": {
+                "current_coordinating_and_primary_bytes": 0,
+                "current_replica_bytes": 0
+              },
+              "limit": {
+                "current_coordinating_and_primary_limits_in_bytes": 51897,
+                "current_replica_limits_in_bytes": 77845
+              }
+            }
+          }
+        },
+        "total_rejections_breakup": {
+          "node_limits": 0,
+          "no_successful_request_limits": 0,
+          "throughput_degradation_limits": 0
+        },
+        "enabled": true,
+        "enforced": true
+      }
+    }
+  }
+}
+```
+
+To get only all the top-level aggregated stats, specify the `top` parameter (skips the per-shard stats).
+
+#### Request
+
+```json
+GET _nodes/_local/stats/shard_indexing_pressure?top
+```
+
+If `enforced` is `true`:
+
+#### Sample response
+
+```json
+{
+  "_nodes": {
+    "total": 1,
+    "successful": 1,
+    "failed": 0
+  },
+  "cluster_name": "runTask",
+  "nodes": {
+    "q3e1dQjFSqyPSLAgpyQlfw": {
+      "timestamp": 1613072382719,
+      "name": "runTask-0",
+      "transport_address": "127.0.0.1:9300",
+      "host": "127.0.0.1",
+      "ip": "127.0.0.1:9300",
+      "roles": [
+        "data",
+        "ingest",
+        "master",
+        "remote_cluster_client"
+      ],
+      "attributes": {
+        "testattr": "test"
+      },
+      "shard_indexing_pressure": {
+        "stats": {},
+        "total_rejections_breakup": {
+          "node_limits": 0,
+          "no_successful_request_limits": 0,
+          "throughput_degradation_limits": 0
+        },
+        "enabled": true,
+        "enforced": true
+      }
+    }
+  }
+}
+```
+
+If `enforced` is `false`:
+
+#### Sample response
+
+```json
+{
+  "_nodes": {
+    "total": 1,
+    "successful": 1,
+    "failed": 0
+  },
+  "cluster_name": "runTask",
+  "nodes": {
+    "q3e1dQjFSqyPSLAgpyQlfw": {
+      "timestamp": 1613072382719,
+      "name": "runTask-0",
+      "transport_address": "127.0.0.1:9300",
+      "host": "127.0.0.1",
+      "ip": "127.0.0.1:9300",
+      "roles": [
+        "data",
+        "ingest",
+        "master",
+        "remote_cluster_client"
+      ],
+      "attributes": {
+        "testattr": "test"
+      },
+      "shard_indexing_pressure": {
+        "stats": {},
+        "total_rejections_breakup_shadow_mode": {
+          "node_limits": 0,
+          "no_successful_request_limits": 0,
+          "throughput_degradation_limits": 0
+        },
+        "enabled": true,
+        "enforced" : false
+      }
+    }
+  }
+}
+```
+
+To get the shard-level breakup of rejections for every node (only includes shards with active write operations):
+
+#### Request
+
+```json
+GET _nodes/stats/shard_indexing_pressure
+```
+
+#### Sample response
+
+```json
+{
+  "_nodes": {
+    "total": 1,
+    "successful": 1,
+    "failed": 0
+  },
+  "cluster_name": "runTask",
+  "nodes": {
+    "q3e1dQjFSqyPSLAgpyQlfw": {
+      "timestamp": 1613072382719,
+      "name": "runTask-0",
+      "transport_address": "127.0.0.1:9300",
+      "host": "127.0.0.1",
+      "ip": "127.0.0.1:9300",
+      "roles": [
+        "data",
+        "ingest",
+        "master",
+        "remote_cluster_client"
+      ],
+      "attributes": {
+        "testattr": "test"
+      },
+      "shard_indexing_pressure": {
+        "stats": {},
+        "total_rejections_breakup": {
+          "node_limits": 0,
+          "no_successful_request_limits": 0,
+          "throughput_degradation_limits": 0
+        },
+        "enabled": true,
+        "enforced": true
+      }
+    }
+  }
+}
+```

From 2c2d7ffc6703bf8c7fd6464f5009395157baaa02 Mon Sep 17 00:00:00 2001
From: Christopher Manning <cmanning09@users.noreply.github.com>
Date: Fri, 3 Dec 2021 08:28:34 -0600
Subject: [PATCH 210/229] updating data prepper documentation for 1.2 release

Signed-off-by: Christopher Manning <cmanning09@users.noreply.github.com>
---
 .../data-prepper-reference.md                 |  41 ++++++--
 .../data-prepper/get-started.md               |  58 +++++++++++
 _observability-plugins/data-prepper/index.md  |  15 +++
 .../pipelines.md}                             |  87 +++++++---------
 _observability-plugins/log-analytics.md       |  95 ++++++++++++++++++
 _observability-plugins/trace/get-started.md   |   4 +-
 images/la-diagram.drawio                      |   1 +
 images/la.png                                 | Bin 0 -> 21176 bytes
 8 files changed, 242 insertions(+), 59 deletions(-)
 rename _observability-plugins/{trace => data-prepper}/data-prepper-reference.md (77%)
 create mode 100644 _observability-plugins/data-prepper/get-started.md
 create mode 100644 _observability-plugins/data-prepper/index.md
 rename _observability-plugins/{trace/data-prepper.md => data-prepper/pipelines.md} (54%)
 create mode 100644 _observability-plugins/log-analytics.md
 create mode 100644 images/la-diagram.drawio
 create mode 100644 images/la.png

diff --git a/_observability-plugins/trace/data-prepper-reference.md b/_observability-plugins/data-prepper/data-prepper-reference.md
similarity index 77%
rename from _observability-plugins/trace/data-prepper-reference.md
rename to _observability-plugins/data-prepper/data-prepper-reference.md
index f00400fe..8458054a 100644
--- a/_observability-plugins/trace/data-prepper-reference.md
+++ b/_observability-plugins/data-prepper/data-prepper-reference.md
@@ -1,14 +1,13 @@
 ---
 layout: default
 title: Configuration reference
-parent: Trace analytics
-nav_order: 25
+parent: Data Prepper
+nav_order: 3
 ---
 
 # Data Prepper configuration reference
 
-This page lists all supported Data Prepper sources, buffers, preppers, and sinks, along with their associated options. For example configuration files, see [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/trace/data-prepper/).
-
+This page lists all supported Data Prepper server, sources, buffers, preppers, and sinks, along with their associated options. For example configuration files, see [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/pipelines/).
 
 ## Data Prepper server options
 
@@ -19,7 +18,7 @@ keyStoreFilePath | No | String, path to a .jks or .p12 keystore file. Required i
 keyStorePassword | No | String, password for keystore. Optional, defaults to empty string.
 privateKeyPassword | No | String, password for private key within keystore. Optional, defaults to empty string.
 serverPort | No | Integer, port number to use for server APIs. Defaults to 4900
-
+metricRegistries | No | List, metrics registries for publishing the generated metrics. Defaults to Prometheus; Prometheus and CloudWatch are currently supported.
 
 ## General pipeline options
 
@@ -53,7 +52,20 @@ sslKeyFile | Conditionally | String, file-system path or AWS S3 path to the secu
 useAcmCertForSSL | No | Boolean, enables TLS/SSL using certificate and private key from AWS Certificate Manager (ACM). Default is `false`.
 acmCertificateArn | Conditionally | String, represents the ACM certificate ARN. ACM certificate take preference over S3 or local file system certificate. Required if `useAcmCertForSSL` is set to `true`.
 awsRegion | Conditionally | String, represents the AWS region to use ACM or S3. Required if `useAcmCertForSSL` is set to `true` or `sslKeyCertChainFile` and `sslKeyFile` are AWS S3 paths.
+authentication | No | An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To provide customer authentication use or create a plugin which implements: [GrpcAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/GrpcAuthenticationProvider.java)
 
+### http_source
+
+This is a source plugin that supports HTTP protocol. Currently ONLY support Json UTF-8 codec for incoming request, e.g. `[{"key1": "value1"}, {"key2": "value2"}]`.
+
+Option | Required | Description
+:--- | :--- | :---
+port | No | Integer, the port the source is running on. Default is `2021`. Valid options are between `0` and `65535`.
+request_timeout | No | Integer, the request timeout in millis. Default is `10_000`.
+thread_count | No | Integer, the number of threads to keep in the ScheduledThreadPool. Default is `200`.
+max_connection_count | No | Integer, the maximum allowed number of open connections. Default is `500`.
+max_pending_requests | No | Ingeger, the maximum number of allowed tasks in ScheduledThreadPool work queue. Default is `1024.
+authentication | No | An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To provide customer authentication use or create a plugin which implements: [ArmeriaHttpAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/ArmeriaHttpAuthenticationProvider.java)
 
 ### file
 
@@ -62,7 +74,8 @@ Source for flat file input.
 Option | Required | Description
 :--- | :--- | :---
 path | Yes | String, path to the input file (e.g. `logs/my-log.log`).
-
+format | No | String, format of each line in the file. Valid options are `json` or `plain`. Default is `plain`.
+record_type | No | String, the record type that will be stored. Valid options are `string` or `event`. Default is `string`. If you would like to use the file source for log analytics use cases like grok, change this to `event`.
 
 ### pipeline
 
@@ -144,6 +157,22 @@ Option | Required | Description
 :--- | :--- | :---
 upper_case | No | Boolean, whether to convert to uppercase (`true`) or lowercase (`false`).
 
+### grok_prepper
+
+Takes unstructured data and utilizes pattern matching to structure and extract important keys and make data more structured and queryable.
+
+Option | Required | Description
+:--- | :--- | :---
+match | No | Map, specifies which keys to match specific patterns against. Default is `{}`.
+keep_empty_captures | No | Boolean, enables preserving `null` captures. Defatul value is `false`.
+named_captures_only | No | Boolean, enables whether to keep only named captures. Default vaule is `true`.
+break_on_match | No | Boolean, specifies wether to match all patterns or stop once the first successful match is found. Default is `true`.
+keys_to_overwrite | No | List, specifies which existing keys are to be overwritten if there is a capture with the same key value. Default is `[]`.
+pattern_definitions | No | Map, that allows for custom pattern use inline. Default value is `{}`.
+patterns_directories | No | List, specifies the path of directories that contain customer pattern files. Default value is `[]`.
+pattern_files_glob | No | String, specifies which pattern files to use from the directories specified for `pattern_directories`. Default is `*`.
+target_key | No | String, specifies a parent level key to store all captures. Default value is `null`.
+timeout_millis | Integer, the maximum amount of time that matching will be performed. Setting to `0` will disable the timeout. Default value is `30,000`.
 
 ## Sinks
 
diff --git a/_observability-plugins/data-prepper/get-started.md b/_observability-plugins/data-prepper/get-started.md
new file mode 100644
index 00000000..9708a0d3
--- /dev/null
+++ b/_observability-plugins/data-prepper/get-started.md
@@ -0,0 +1,58 @@
+---
+layout: default
+title: Get Started
+parent: Data Prepper
+nav_order: 1
+---
+
+# Get started with Data Prepper
+
+Data Prepper is an independent component, not an OpenSearch plugin, that converts data for use with OpenSearch. It's not bundled with the all-in-one OpenSearch installation packages.
+
+## Install Data Prepper
+
+To use the Docker image, pull it like any other image:
+
+```bash
+docker pull opensearchproject/data-prepper:latest
+```
+
+## Define a pipeline
+
+Build a pipeline by creating a pipeline configuration YAML using any of the built-in Data Prepper plugins. 
+
+For more examples and details on pipeline configurations see [Pipelines]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/pipelines) guide.
+
+## Start Data Prepper
+
+Run the following command with your pipeline configuration YAML.
+
+```bash
+docker run --name data-prepper -v /full/path/to/pipelines.yaml:/usr/share/data-prepper/pipelines.yaml opensearchproject/opensearch-data-prepper:latest
+```
+
+### Migrating from Logstash
+
+Data Prepper supports Logstash configuration files for a limited set of plugins. Simply use the logstash config to run Data Prepper.
+
+```bash
+docker run --name data-prepper -v /full/path/to/logstash.conf:/usr/share/data-prepper/pipelines.conf opensearchproject/opensearch-data-prepper:latest
+```
+
+This feature is limited by feature parity of Data Prepper. As of Data Prepper 1.2 release, the following plugins from the Logstash configuration are supported:
+
+- HTTP Input plugin
+- Grok Filter plugin
+- Elasticsearch Output plugin
+- Amazon Elasticsearch Output plugin
+
+### Configure the Data Prepper server
+Data Prepper itself provides administrative HTTP endpoints such as `/list` to list pipelines and `/metrics/prometheus` to provide Prometheus-compatible metrics data. The port which serves these endpoints has a TLS configuration and is specified by a separate YAML file. Data Prepper docker images secures these endpoints by default. We strongly recommend providing your own configuration file for securing production environments. Example:
+
+```yml
+ssl: true
+keyStoreFilePath: "/usr/share/data-prepper/keystore.jks"
+keyStorePassword: "password"
+privateKeyPassword: "other_password"
+serverPort: 1234
+```
\ No newline at end of file
diff --git a/_observability-plugins/data-prepper/index.md b/_observability-plugins/data-prepper/index.md
new file mode 100644
index 00000000..221de983
--- /dev/null
+++ b/_observability-plugins/data-prepper/index.md
@@ -0,0 +1,15 @@
+---
+layout: default
+title: Data Prepper
+nav_order: 80
+has_children: true
+has_toc: false
+---
+
+# Data Prepper
+
+Data Prepper is a server side data collector with abilities to filter, enrich, transform, normalize and aggregate data for downstream analytics and visualization.
+
+Data Prepper allows users to build custom pipelines to improve their operational view of their own applications. Two common uses for Data Prepper are trace and log analytics. [Trace Anaytics]({{site.url}}{{site.baseurl}}/observability-plugins/trace/index/) can help you visualize this flow of events and identify performance problems. [Log Anayltics]({{site.url}}{{site.baseurl}}/observability-plugins/log-analytics/index) can improve searching, analyzing and provide insights into your application.
+
+To get started building your own custom pipelines with Data Prepper, see the [Get Started]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/get-started/) guide.
diff --git a/_observability-plugins/trace/data-prepper.md b/_observability-plugins/data-prepper/pipelines.md
similarity index 54%
rename from _observability-plugins/trace/data-prepper.md
rename to _observability-plugins/data-prepper/pipelines.md
index 7683033b..a5e175dc 100644
--- a/_observability-plugins/trace/data-prepper.md
+++ b/_observability-plugins/data-prepper/pipelines.md
@@ -1,27 +1,11 @@
 ---
 layout: default
-title: Data Prepper
-parent: Trace analytics
-nav_order: 20
+title: Pipelines
+parent: Data Prepper
+nav_order: 2
 ---
 
-# Data Prepper
-
-Data Prepper is an independent component, not an OpenSearch plugin, that converts data for use with OpenSearch. It's not bundled with the all-in-one OpenSearch installation packages.
-
-
-## Install Data Prepper
-
-To use the Docker image, pull it like any other image:
-
-```bash
-docker pull opensearchproject/data-prepper:latest
-```
-
-Otherwise, [download](https://opensearch.org/downloads.html) the appropriate archive for your operating system and unzip it.
-
-
-## Configure pipelines
+# Pipelines
 
 To use Data Prepper, you define pipelines in a configuration YAML file. Each pipeline is a combination of a source, a buffer, zero or more preppers, and one or more sinks:
 
@@ -61,7 +45,39 @@ sample-pipeline:
 
 - Sinks define where your data goes. In this case, the sink is an OpenSearch cluster.
 
-Pipelines can act as the source for other pipelines. In the following example, a pipeline takes data from the OpenTelemetry Collector and uses two other pipelines as sinks:
+## Examples
+
+This section provides some pipeline examples that you can use to start creating your own pipelines. For more information, see [Data Prepper configuration reference]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/data-prepper-reference/) guide.
+
+The Data Prepper repository has several [sample applications](https://github.com/opensearch-project/data-prepper/tree/main/examples) to help you get started.
+
+### Log ingestion pipeline
+
+The following example demonstrates how to use HTTP source and Grok prepper plugins to process unstructured log data.
+
+```yaml
+log-pipeline:
+  source:
+    http:
+      ssl: false
+  processor:
+    - grok:
+        match:
+          log: [ "%{COMMONAPACHELOG}" ]
+  sink:
+    - opensearch:
+        hosts: [ "https://opensearch:9200" ]
+        insecure: true
+        username: admin
+        password: admin
+        index: apache_logs
+```
+
+Note: This example uses weak security. We strongly recommend securing all plugins which open external ports in production environments.
+
+### Trace Analytics pipeline
+
+The following example demonstrates how to build a pipeline that supports the [Trace Analytics OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability-plugins/trace/ta-dashboards/). This pipeline takes data from the OpenTelemetry Collector and uses two other pipelines as sinks. These two separate pipelines index trace and the service map documents for the dashboard plugin.
 
 ```yml
 entry-pipeline:
@@ -104,32 +120,3 @@ service-map-pipeline:
         password: "ta-password"
         trace_analytics_service_map: true
 ```
-
-To learn more, see the [Data Prepper configuration reference]({{site.url}}{{site.baseurl}}/observability-plugins/trace/data-prepper-reference/).
-
-## Configure the Data Prepper server
-Data Prepper itself provides administrative HTTP endpoints such as `/list` to list pipelines and `/metrics/prometheus` to provide Prometheus-compatible metrics data. The port which serves these endpoints, as well as TLS configuration, is specified by a separate YAML file. Example:
-
-```yml
-ssl: true
-keyStoreFilePath: "/usr/share/data-prepper/keystore.jks"
-keyStorePassword: "password"
-privateKeyPassword: "other_password"
-serverPort: 1234
-```
-
-## Start Data Prepper
-
-**Docker**
-
-```bash
-docker run --name data-prepper --expose 21890 -v /full/path/to/pipelines.yaml:/usr/share/data-prepper/pipelines.yaml -v /full/path/to/data-prepper-config.yaml:/usr/share/data-prepper/data-prepper-config.yaml opensearchproject/opensearch-data-prepper:latest
-```
-
-**macOS and Linux**
-
-```bash
-./data-prepper-tar-install.sh config/pipelines.yaml config/data-prepper-config.yaml
-```
-
-For production workloads, you likely want to run Data Prepper on a dedicated machine, which makes connectivity a concern. Data Prepper uses port 21890 and must be able to connect to both the OpenTelemetry Collector and the OpenSearch cluster. In the [sample applications](https://github.com/opensearch-project/Data-Prepper/tree/main/examples), you can see that all components use the same Docker network and expose the appropriate ports.
diff --git a/_observability-plugins/log-analytics.md b/_observability-plugins/log-analytics.md
new file mode 100644
index 00000000..85ac9053
--- /dev/null
+++ b/_observability-plugins/log-analytics.md
@@ -0,0 +1,95 @@
+---
+layout: default
+title: Log analytics
+nav_order: 70
+---
+
+# Log Ingestion
+
+Log ingestion provides a way to transform unstructured log data into a structure data and ingestion into OpenSearch. This data can help improve your log collection in distributed applications.
+
+Structured log data allows for improved queries and filtering based on the data format when you are searching logs for an event.
+
+## Get started with log ingestion
+
+OpenSearch Log Ingestion consists of three components---[Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/index/), [OpenSearch]({{site.url}}{{site.baseurl}}/) and [OpenSearch Dashboards]({{site.url}}{{site.baseurl}}/)---that fit into the OpenSearch ecosystem. The Data Prepper repository has several [sample applications](https://github.com/opensearch-project/data-prepper/tree/main/examples) to help you get started.
+
+### Basic flow of data
+
+![Log data flow diagram from a distributed application to OpenSearch]({{site.url}}{{site.baseurl}}/images/la.png)
+
+1. Log Ingestion relies on you adding log collection to your application's environment to gather and send log data.
+
+   (In the [example](#example) below, [FluentBit](https://docs.fluentbit.io/manual/) is used as a log collector that collects log data from a file and sends the log data to Data Prepper).
+
+2. [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/index/) receives the log data, transforms the data into a structure format, and indexes it on an OpenSearch cluster.
+
+3. The data can then be explored through OpenSearch search queries or the **Discover** page in OpenSearch Dashboards.
+
+### Example
+
+This example mimics the writing of log entries to a log file that are then processed by Data Prepper and stored in OpenSearch.
+
+Download or clone the [Data Prepper repository](https://github.com/opensearch-project/data-prepper). Then navigate to `examples/log-ingestion/` and open `docker-compose.yml` in a text editor. This file contains a container for:
+
+- [Fluent Bit](https://docs.fluentbit.io/manual/) (`fluent-bit`)
+- Data Prepper (`data-prepper`)
+- A single-node OpenSearch cluster (`opensearch`)
+- OpenSearch Dashboards (`opensearch-dashboards`).
+
+Close the file and run `docker-compose up --build` to start the containers.
+
+After the containers start, your ingestion pipeline is set up and ready to ingest log data. The `fluent-bit` container is configured to read log data from `test.log`. Run the following command to generate log data to send to the log ingestion pipeline.
+
+```
+echo '63.173.168.120 - - [04/Nov/2021:15:07:25 -0500] "GET /search/tag/list HTTP/1.0" 200 5003' >> test.log
+```
+
+Fluent-Bit will collect the log data and send it to Data Prepper:
+
+```angular2html
+[2021/12/02 15:35:41] [ info] [output:http:http.0] data-prepper:2021, HTTP status=200
+200 OK
+```
+
+Data Prepper will process the log and index it:
+
+```
+2021-12-02T15:35:44,499 [log-pipeline-processor-worker-1-thread-1] INFO  com.amazon.dataprepper.pipeline.ProcessWorker -  log-pipeline Worker: Processing 1 records from buffer
+```
+
+This should result in a single document being written to the OpenSearch cluster in the `apache-logs` index as defined in the `log_pipeline.yaml` file.
+
+Run the following command to see one of the raw documents in the OpenSearch cluster:
+
+```bash
+curl -X GET -u 'admin:admin' -k 'https://localhost:9200/apache_logs/_search?pretty&size=1'
+```
+
+The response should show the parsed log data:
+
+```
+    "hits" : [
+      {
+        "_index" : "apache_logs",
+        "_type" : "_doc",
+        "_id" : "yGrJe30BgI2EWNKtDZ1g",
+        "_score" : 1.0,
+        "_source" : {
+          "date" : 1.638459307042312E9,
+          "log" : "63.173.168.120 - - [04/Nov/2021:15:07:25 -0500] \"GET /search/tag/list HTTP/1.0\" 200 5003",
+          "request" : "/search/tag/list",
+          "auth" : "-",
+          "ident" : "-",
+          "response" : "200",
+          "bytes" : "5003",
+          "clientip" : "63.173.168.120",
+          "verb" : "GET",
+          "httpversion" : "1.0",
+          "timestamp" : "04/Nov/2021:15:07:25 -0500"
+        }
+      }
+    ]
+```
+
+The same data can be viewed in OpenSearch Dashboards by visiting the **Discover** page and searching the `apache_logs` index. Remember, you must create the index in OpensSearch Dashboards if this is your first time searching for the index.
diff --git a/_observability-plugins/trace/get-started.md b/_observability-plugins/trace/get-started.md
index 4bc535a0..ffd16e3c 100644
--- a/_observability-plugins/trace/get-started.md
+++ b/_observability-plugins/trace/get-started.md
@@ -9,7 +9,6 @@ nav_order: 1
 
 OpenSearch Trace Analytics consists of two components---Data Prepper and the Trace Analytics OpenSearch Dashboards plugin---that fit into the OpenTelemetry and OpenSearch ecosystems. The Data Prepper repository has several [sample applications](https://github.com/opensearch-project/data-prepper/tree/main/examples) to help you get started.
 
-
 ## Basic flow of data
 
 ![Data flow diagram from a distributed application to OpenSearch]({{site.url}}{{site.baseurl}}/images/ta.svg)
@@ -20,11 +19,10 @@ OpenSearch Trace Analytics consists of two components---Data Prepper and the Tra
 
 1. The [OpenTelemetry Collector](https://opentelemetry.io/docs/collector/getting-started/) receives data from the application and formats it into OpenTelemetry data.
 
-1. [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/trace/data-prepper/) processes the OpenTelemetry data, transforms it for use in OpenSearch, and indexes it on an OpenSearch cluster.
+1. [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/index/) processes the OpenTelemetry data, transforms it for use in OpenSearch, and indexes it on an OpenSearch cluster.
 
 1. The [Trace Analytics OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability-plugins/trace/ta-dashboards/) displays the data in near real-time as a series of charts and tables, with an emphasis on service architecture, latency, error rate, and throughput.
 
-
 ## Jaeger HotROD
 
 One Trace Analytics sample application is the Jaeger HotROD demo, which mimics the flow of data through a distributed application.
diff --git a/images/la-diagram.drawio b/images/la-diagram.drawio
new file mode 100644
index 00000000..16fd005c
--- /dev/null
+++ b/images/la-diagram.drawio
@@ -0,0 +1 @@
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\ No newline at end of file
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HcmV?d00001


From b6a37dc493d528246cc2e8341e2846b6cd239771 Mon Sep 17 00:00:00 2001
From: Christopher Manning <cmanning09@users.noreply.github.com>
Date: Tue, 14 Dec 2021 08:48:53 -0600
Subject: [PATCH 211/229] addressing pr feedback

Signed-off-by: Christopher Manning <cmanning09@users.noreply.github.com>
---
 _config.yml                                   |   6 +-
 .../data-prepper/get-started.md               |  58 -------
 _observability-plugins/data-prepper/index.md  |  15 --
 .../data-prepper/pipelines.md                 | 122 --------------
 _observability-plugins/index.md               |  26 ---
 .../data-prepper/data-prepper-reference.md    |  16 +-
 _observability/data-prepper/get-started.md    |  63 ++++++++
 _observability/data-prepper/index.md          |  15 ++
 _observability/data-prepper/pipelines.md      | 151 ++++++++++++++++++
 .../event-analytics.md                        |   6 +-
 _observability/index.md                       |  28 ++++
 .../log-analytics.md                          |  10 +-
 .../notebooks.md                              |   0
 .../operational-panels.md                     |   4 +-
 .../ppl/commands.md                           |   0
 .../ppl/datatypes.md                          |   0
 .../ppl/endpoint.md                           |   0
 .../ppl/functions.md                          |   0
 .../ppl/identifiers.md                        |   0
 .../ppl/index.md                              |   0
 .../ppl/protocol.md                           |   0
 .../ppl/settings.md                           |   0
 .../trace/get-started.md                      |   6 +-
 .../trace/index.md                            |   0
 .../trace/ta-dashboards.md                    |   0
 _opensearch/data-streams.md                   |   2 +-
 images/data-prepper-pipeline.drawio           |   1 +
 images/data-prepper-pipeline.png              | Bin 0 -> 25811 bytes
 28 files changed, 282 insertions(+), 247 deletions(-)
 delete mode 100644 _observability-plugins/data-prepper/get-started.md
 delete mode 100644 _observability-plugins/data-prepper/index.md
 delete mode 100644 _observability-plugins/data-prepper/pipelines.md
 delete mode 100644 _observability-plugins/index.md
 rename {_observability-plugins => _observability}/data-prepper/data-prepper-reference.md (92%)
 create mode 100644 _observability/data-prepper/get-started.md
 create mode 100644 _observability/data-prepper/index.md
 create mode 100644 _observability/data-prepper/pipelines.md
 rename {_observability-plugins => _observability}/event-analytics.md (84%)
 create mode 100644 _observability/index.md
 rename {_observability-plugins => _observability}/log-analytics.md (78%)
 rename {_observability-plugins => _observability}/notebooks.md (100%)
 rename {_observability-plugins => _observability}/operational-panels.md (86%)
 rename {_observability-plugins => _observability}/ppl/commands.md (100%)
 rename {_observability-plugins => _observability}/ppl/datatypes.md (100%)
 rename {_observability-plugins => _observability}/ppl/endpoint.md (100%)
 rename {_observability-plugins => _observability}/ppl/functions.md (100%)
 rename {_observability-plugins => _observability}/ppl/identifiers.md (100%)
 rename {_observability-plugins => _observability}/ppl/index.md (100%)
 rename {_observability-plugins => _observability}/ppl/protocol.md (100%)
 rename {_observability-plugins => _observability}/ppl/settings.md (100%)
 rename {_observability-plugins => _observability}/trace/get-started.md (92%)
 rename {_observability-plugins => _observability}/trace/index.md (100%)
 rename {_observability-plugins => _observability}/trace/ta-dashboards.md (100%)
 create mode 100644 images/data-prepper-pipeline.drawio
 create mode 100644 images/data-prepper-pipeline.png

diff --git a/_config.yml b/_config.yml
index 89e8d8e5..c398eeb5 100644
--- a/_config.yml
+++ b/_config.yml
@@ -48,7 +48,7 @@ collections:
   replication-plugin:
     permalink: /:collection/:path/
     output: true
-  observability-plugins:
+  observability:
     permalink: /:collection/:path/
     output: true
   monitoring-plugins:
@@ -90,8 +90,8 @@ just_the_docs:
     replication-plugin:
       name: Replication plugin
       nav_fold: true
-    observability-plugins:
-      name: Observability plugins
+    observability:
+      name: Observability
       nav_fold: true
     monitoring-plugins:
       name: Monitoring plugins
diff --git a/_observability-plugins/data-prepper/get-started.md b/_observability-plugins/data-prepper/get-started.md
deleted file mode 100644
index 9708a0d3..00000000
--- a/_observability-plugins/data-prepper/get-started.md
+++ /dev/null
@@ -1,58 +0,0 @@
----
-layout: default
-title: Get Started
-parent: Data Prepper
-nav_order: 1
----
-
-# Get started with Data Prepper
-
-Data Prepper is an independent component, not an OpenSearch plugin, that converts data for use with OpenSearch. It's not bundled with the all-in-one OpenSearch installation packages.
-
-## Install Data Prepper
-
-To use the Docker image, pull it like any other image:
-
-```bash
-docker pull opensearchproject/data-prepper:latest
-```
-
-## Define a pipeline
-
-Build a pipeline by creating a pipeline configuration YAML using any of the built-in Data Prepper plugins. 
-
-For more examples and details on pipeline configurations see [Pipelines]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/pipelines) guide.
-
-## Start Data Prepper
-
-Run the following command with your pipeline configuration YAML.
-
-```bash
-docker run --name data-prepper -v /full/path/to/pipelines.yaml:/usr/share/data-prepper/pipelines.yaml opensearchproject/opensearch-data-prepper:latest
-```
-
-### Migrating from Logstash
-
-Data Prepper supports Logstash configuration files for a limited set of plugins. Simply use the logstash config to run Data Prepper.
-
-```bash
-docker run --name data-prepper -v /full/path/to/logstash.conf:/usr/share/data-prepper/pipelines.conf opensearchproject/opensearch-data-prepper:latest
-```
-
-This feature is limited by feature parity of Data Prepper. As of Data Prepper 1.2 release, the following plugins from the Logstash configuration are supported:
-
-- HTTP Input plugin
-- Grok Filter plugin
-- Elasticsearch Output plugin
-- Amazon Elasticsearch Output plugin
-
-### Configure the Data Prepper server
-Data Prepper itself provides administrative HTTP endpoints such as `/list` to list pipelines and `/metrics/prometheus` to provide Prometheus-compatible metrics data. The port which serves these endpoints has a TLS configuration and is specified by a separate YAML file. Data Prepper docker images secures these endpoints by default. We strongly recommend providing your own configuration file for securing production environments. Example:
-
-```yml
-ssl: true
-keyStoreFilePath: "/usr/share/data-prepper/keystore.jks"
-keyStorePassword: "password"
-privateKeyPassword: "other_password"
-serverPort: 1234
-```
\ No newline at end of file
diff --git a/_observability-plugins/data-prepper/index.md b/_observability-plugins/data-prepper/index.md
deleted file mode 100644
index 221de983..00000000
--- a/_observability-plugins/data-prepper/index.md
+++ /dev/null
@@ -1,15 +0,0 @@
----
-layout: default
-title: Data Prepper
-nav_order: 80
-has_children: true
-has_toc: false
----
-
-# Data Prepper
-
-Data Prepper is a server side data collector with abilities to filter, enrich, transform, normalize and aggregate data for downstream analytics and visualization.
-
-Data Prepper allows users to build custom pipelines to improve their operational view of their own applications. Two common uses for Data Prepper are trace and log analytics. [Trace Anaytics]({{site.url}}{{site.baseurl}}/observability-plugins/trace/index/) can help you visualize this flow of events and identify performance problems. [Log Anayltics]({{site.url}}{{site.baseurl}}/observability-plugins/log-analytics/index) can improve searching, analyzing and provide insights into your application.
-
-To get started building your own custom pipelines with Data Prepper, see the [Get Started]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/get-started/) guide.
diff --git a/_observability-plugins/data-prepper/pipelines.md b/_observability-plugins/data-prepper/pipelines.md
deleted file mode 100644
index a5e175dc..00000000
--- a/_observability-plugins/data-prepper/pipelines.md
+++ /dev/null
@@ -1,122 +0,0 @@
----
-layout: default
-title: Pipelines
-parent: Data Prepper
-nav_order: 2
----
-
-# Pipelines
-
-To use Data Prepper, you define pipelines in a configuration YAML file. Each pipeline is a combination of a source, a buffer, zero or more preppers, and one or more sinks:
-
-```yml
-sample-pipeline:
-  workers: 4 # the number of workers
-  delay: 100 # in milliseconds, how long workers wait between read attempts
-  source:
-    otel_trace_source:
-      ssl: true
-      sslKeyCertChainFile: "config/demo-data-prepper.crt"
-      sslKeyFile: "config/demo-data-prepper.key"
-  buffer:
-    bounded_blocking:
-      buffer_size: 1024 # max number of records the buffer accepts
-      batch_size: 256 # max number of records the buffer drains after each read
-  prepper:
-    - otel_trace_raw_prepper:
-  sink:
-    - opensearch:
-        hosts: ["https:localhost:9200"]
-        cert: "config/root-ca.pem"
-        username: "ta-user"
-        password: "ta-password"
-        trace_analytics_raw: true
-```
-
-- Sources define where your data comes from. In this case, the source is the OpenTelemetry Collector (`otel_trace_source`) with some optional SSL settings.
-
-- Buffers store data as it passes through the pipeline.
-
-  By default, Data Prepper uses its one and only buffer, the `bounded_blocking` buffer, so you can omit this section unless you developed a custom buffer or need to tune the buffer settings.
-
-- Preppers perform some action on your data: filter, transform, enrich, etc.
-
-  You can have multiple preppers, which run sequentially from top to bottom, not in parallel. The `otel_trace_raw_prepper` prepper converts OpenTelemetry data into OpenSearch-compatible JSON documents.
-
-- Sinks define where your data goes. In this case, the sink is an OpenSearch cluster.
-
-## Examples
-
-This section provides some pipeline examples that you can use to start creating your own pipelines. For more information, see [Data Prepper configuration reference]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/data-prepper-reference/) guide.
-
-The Data Prepper repository has several [sample applications](https://github.com/opensearch-project/data-prepper/tree/main/examples) to help you get started.
-
-### Log ingestion pipeline
-
-The following example demonstrates how to use HTTP source and Grok prepper plugins to process unstructured log data.
-
-```yaml
-log-pipeline:
-  source:
-    http:
-      ssl: false
-  processor:
-    - grok:
-        match:
-          log: [ "%{COMMONAPACHELOG}" ]
-  sink:
-    - opensearch:
-        hosts: [ "https://opensearch:9200" ]
-        insecure: true
-        username: admin
-        password: admin
-        index: apache_logs
-```
-
-Note: This example uses weak security. We strongly recommend securing all plugins which open external ports in production environments.
-
-### Trace Analytics pipeline
-
-The following example demonstrates how to build a pipeline that supports the [Trace Analytics OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability-plugins/trace/ta-dashboards/). This pipeline takes data from the OpenTelemetry Collector and uses two other pipelines as sinks. These two separate pipelines index trace and the service map documents for the dashboard plugin.
-
-```yml
-entry-pipeline:
-  delay: "100"
-  source:
-    otel_trace_source:
-      ssl: true
-      sslKeyCertChainFile: "config/demo-data-prepper.crt"
-      sslKeyFile: "config/demo-data-prepper.key"
-  sink:
-    - pipeline:
-        name: "raw-pipeline"
-    - pipeline:
-        name: "service-map-pipeline"
-raw-pipeline:
-  source:
-    pipeline:
-      name: "entry-pipeline"
-  prepper:
-    - otel_trace_raw_prepper:
-  sink:
-    - opensearch:
-        hosts: ["https://localhost:9200" ]
-        cert: "config/root-ca.pem"
-        username: "ta-user"
-        password: "ta-password"
-        trace_analytics_raw: true
-service-map-pipeline:
-  delay: "100"
-  source:
-    pipeline:
-      name: "entry-pipeline"
-  prepper:
-    - service_map_stateful:
-  sink:
-    - opensearch:
-        hosts: ["https://localhost:9200"]
-        cert: "config/root-ca.pem"
-        username: "ta-user"
-        password: "ta-password"
-        trace_analytics_service_map: true
-```
diff --git a/_observability-plugins/index.md b/_observability-plugins/index.md
deleted file mode 100644
index 9568219b..00000000
--- a/_observability-plugins/index.md
+++ /dev/null
@@ -1,26 +0,0 @@
----
-layout: default
-title: About Observability
-nav_order: 1
-has_children: false
-redirect_from:
-  - /observability-plugins/
----
-
-# About Observability
-OpenSearch Dashboards
-{: .label .label-yellow :}
-
-The Observability plugins are a collection of plugins that let you visualize data-driven events by using Piped Processing Language to explore, discover, and query data stored in OpenSearch.
-
-Your experience of exploring data might differ, but if you're new to exploring data to create visualizations, we recommend trying a workflow like the following:
-
-1. Explore data over a certain timeframe using [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index).
-1. Use [event analytics]({{site.url}}{{site.baseurl}}/observability-plugins/event-analytics) to turn data-driven events into visualizations.
-  ![Sample Event Analytics View]({{site.url}}{{site.baseurl}}/images/event-analytics.png)
-1. Create [operational panels]({{site.url}}{{site.baseurl}}/observability-plugins/operational-panels) and add visualizations to compare data the way you like.
-  ![Sample Operational Panel View]({{site.url}}{{site.baseurl}}/images/operational-panel.png)
-1. Use [trace analytics]({{site.url}}{{site.baseurl}}/observability-plugins/trace/index) to create traces and dive deep into your data.
-  ![Sample Trace Analytics View]({{site.url}}{{site.baseurl}}/images/observability-trace.png)
-1. Leverage [notebooks]({{site.url}}{{site.baseurl}}/observability-plugins/notebooks) to combine different visualizations and code blocks that you can share with team members.
-  ![Sample Notebooks View]({{site.url}}{{site.baseurl}}/images/notebooks.png)
diff --git a/_observability-plugins/data-prepper/data-prepper-reference.md b/_observability/data-prepper/data-prepper-reference.md
similarity index 92%
rename from _observability-plugins/data-prepper/data-prepper-reference.md
rename to _observability/data-prepper/data-prepper-reference.md
index 8458054a..417a1f43 100644
--- a/_observability-plugins/data-prepper/data-prepper-reference.md
+++ b/_observability/data-prepper/data-prepper-reference.md
@@ -7,7 +7,7 @@ nav_order: 3
 
 # Data Prepper configuration reference
 
-This page lists all supported Data Prepper server, sources, buffers, preppers, and sinks, along with their associated options. For example configuration files, see [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/pipelines/).
+This page lists all supported Data Prepper server, sources, buffers, preppers, and sinks, along with their associated options. For example configuration files, see [Data Prepper]({{site.url}}{{site.baseurl}}/observability/data-prepper/pipelines/).
 
 ## Data Prepper server options
 
@@ -52,7 +52,7 @@ sslKeyFile | Conditionally | String, file-system path or AWS S3 path to the secu
 useAcmCertForSSL | No | Boolean, enables TLS/SSL using certificate and private key from AWS Certificate Manager (ACM). Default is `false`.
 acmCertificateArn | Conditionally | String, represents the ACM certificate ARN. ACM certificate take preference over S3 or local file system certificate. Required if `useAcmCertForSSL` is set to `true`.
 awsRegion | Conditionally | String, represents the AWS region to use ACM or S3. Required if `useAcmCertForSSL` is set to `true` or `sslKeyCertChainFile` and `sslKeyFile` are AWS S3 paths.
-authentication | No | An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To provide customer authentication use or create a plugin which implements: [GrpcAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/GrpcAuthenticationProvider.java)
+authentication | No | An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To use basic authentication define the ```http_basic``` plugin with a `username` and `password`. To provide customer authentication use or create a plugin which implements: [GrpcAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/GrpcAuthenticationProvider.java).
 
 ### http_source
 
@@ -64,8 +64,8 @@ port | No | Integer, the port the source is running on. Default is `2021`. Valid
 request_timeout | No | Integer, the request timeout in millis. Default is `10_000`.
 thread_count | No | Integer, the number of threads to keep in the ScheduledThreadPool. Default is `200`.
 max_connection_count | No | Integer, the maximum allowed number of open connections. Default is `500`.
-max_pending_requests | No | Ingeger, the maximum number of allowed tasks in ScheduledThreadPool work queue. Default is `1024.
-authentication | No | An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To provide customer authentication use or create a plugin which implements: [ArmeriaHttpAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/ArmeriaHttpAuthenticationProvider.java)
+max_pending_requests | No | Ingeger, the maximum number of allowed tasks in ScheduledThreadPool work queue. Default is `1024`.
+authentication | No | An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To use basic authentication define the ```http_basic``` plugin with a `username` and `password`. To provide customer authentication use or create a plugin which implements: [ArmeriaHttpAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/ArmeriaHttpAuthenticationProvider.java).
 
 ### file
 
@@ -163,16 +163,16 @@ Takes unstructured data and utilizes pattern matching to structure and extract i
 
 Option | Required | Description
 :--- | :--- | :---
-match | No | Map, specifies which keys to match specific patterns against. Default is `{}`.
-keep_empty_captures | No | Boolean, enables preserving `null` captures. Defatul value is `false`.
-named_captures_only | No | Boolean, enables whether to keep only named captures. Default vaule is `true`.
+match | No | Map, specifies which keys to match specific patterns against. Default is an empty body.
+keep_empty_captures | No | Boolean, enables preserving `null` captures. Default value is `false`.
+named_captures_only | No | Boolean, enables whether to keep only named captures. Default value is `true`.
 break_on_match | No | Boolean, specifies wether to match all patterns or stop once the first successful match is found. Default is `true`.
 keys_to_overwrite | No | List, specifies which existing keys are to be overwritten if there is a capture with the same key value. Default is `[]`.
 pattern_definitions | No | Map, that allows for custom pattern use inline. Default value is `{}`.
 patterns_directories | No | List, specifies the path of directories that contain customer pattern files. Default value is `[]`.
 pattern_files_glob | No | String, specifies which pattern files to use from the directories specified for `pattern_directories`. Default is `*`.
 target_key | No | String, specifies a parent level key to store all captures. Default value is `null`.
-timeout_millis | Integer, the maximum amount of time that matching will be performed. Setting to `0` will disable the timeout. Default value is `30,000`.
+timeout_millis | No | Integer, the maximum amount of time that matching will be performed. Setting to `0` will disable the timeout. Default value is `30,000`.
 
 ## Sinks
 
diff --git a/_observability/data-prepper/get-started.md b/_observability/data-prepper/get-started.md
new file mode 100644
index 00000000..75cf17ce
--- /dev/null
+++ b/_observability/data-prepper/get-started.md
@@ -0,0 +1,63 @@
+---
+layout: default
+title: Get Started
+parent: Data Prepper
+nav_order: 1
+---
+
+# Get started with Data Prepper
+
+Data Prepper is an independent component, not an OpenSearch plugin, that converts data for use with OpenSearch. It's not bundled with the all-in-one OpenSearch installation packages.
+
+## 1. Install Data Prepper
+
+To use the Docker image, pull it like any other image:
+
+```bash
+docker pull opensearchproject/data-prepper:latest
+```
+
+## 2. Define a pipeline
+
+Create a Data Prepper pipeline file, `pipelines.yaml`, with:
+
+```yaml
+simple-sample-pipeline:
+  workers: 2
+  delay: "5000"
+  source:
+    random:
+  sink:
+    - stdout:
+```
+
+## 3. Start Data Prepper
+
+Run the following command with your pipeline configuration YAML.
+
+```bash
+docker run --name data-prepper \
+    -v /full/path/to/pipelines.yaml:/usr/share/data-prepper/pipelines.yaml \
+    opensearchproject/opensearch-data-prepper:latest
+```
+
+You should see log output and after a few seconds some UUIDs in the output. It should look something like the following:
+
+```yaml
+2021-09-30T20:19:44,147 [main] INFO  com.amazon.dataprepper.pipeline.server.DataPrepperServer - Data Prepper server running at :4900
+2021-09-30T20:19:44,681 [random-source-pool-0] INFO  com.amazon.dataprepper.plugins.source.RandomStringSource - Writing to buffer
+2021-09-30T20:19:45,183 [random-source-pool-0] INFO  com.amazon.dataprepper.plugins.source.RandomStringSource - Writing to buffer
+2021-09-30T20:19:45,687 [random-source-pool-0] INFO  com.amazon.dataprepper.plugins.source.RandomStringSource - Writing to buffer
+2021-09-30T20:19:46,191 [random-source-pool-0] INFO  com.amazon.dataprepper.plugins.source.RandomStringSource - Writing to buffer
+2021-09-30T20:19:46,694 [random-source-pool-0] INFO  com.amazon.dataprepper.plugins.source.RandomStringSource - Writing to buffer
+2021-09-30T20:19:47,200 [random-source-pool-0] INFO  com.amazon.dataprepper.plugins.source.RandomStringSource - Writing to buffer
+2021-09-30T20:19:49,181 [simple-test-pipeline-processor-worker-1-thread-1] INFO  com.amazon.dataprepper.pipeline.ProcessWorker -  simple-test-pipeline Worker: Processing 6 records from buffer
+07dc0d37-da2c-447e-a8df-64792095fb72
+5ac9b10a-1d21-4306-851a-6fb12f797010
+99040c79-e97b-4f1d-a70b-409286f2a671
+5319a842-c028-4c17-a613-3ef101bd2bdd
+e51e700e-5cab-4f6d-879a-1c3235a77d18
+b4ed2d7e-cf9c-4e9d-967c-b18e8af35c90
+```
+
+This sample pipeline configuration above demonstrates a simple pipeline with a source (`random`) sending data to a sink (`stdout`). For more examples and details on more advanced pipeline configurations see the [Pipelines]({{site.url}}{{site.baseurl}}/observability/data-prepper/pipelines) guide.
diff --git a/_observability/data-prepper/index.md b/_observability/data-prepper/index.md
new file mode 100644
index 00000000..a1c688c9
--- /dev/null
+++ b/_observability/data-prepper/index.md
@@ -0,0 +1,15 @@
+---
+layout: default
+title: Data Prepper
+nav_order: 80
+has_children: true
+has_toc: false
+---
+
+# Data Prepper
+
+Data Prepper is a server side data collector capable of filtering, enriching, transforming, normalizing and aggregating data for downstream analytics and visualization.
+
+Data Prepper allows users to build custom pipelines to improve their operational view of their own applications. Two common uses for Data Prepper are trace and log analytics. [Trace Analytics]({{site.url}}{{site.baseurl}}/observability/trace/index/) can help you visualize the flow of events and identify performance problems. [Log Analytics]({{site.url}}{{site.baseurl}}/observability/log-analytics/) can improve searching, analyzing and provide insights into your application.
+
+To get started building your own custom pipelines with Data Prepper, see the [Get Started]({{site.url}}{{site.baseurl}}/observability/data-prepper/get-started/) guide.
diff --git a/_observability/data-prepper/pipelines.md b/_observability/data-prepper/pipelines.md
new file mode 100644
index 00000000..b1b9bf4e
--- /dev/null
+++ b/_observability/data-prepper/pipelines.md
@@ -0,0 +1,151 @@
+---
+layout: default
+title: Pipelines
+parent: Data Prepper
+nav_order: 2
+---
+
+# Pipelines
+
+![Data Prepper Pipeline]({{site.url}}{{site.baseurl}}/images/data-prepper-pipeline.png)
+
+To use Data Prepper, you define pipelines in a configuration YAML file. Each pipeline is a combination of a source, a buffer, zero or more preppers, and one or more sinks. For example:
+
+```yml
+simple-sample-pipeline:
+  workers: 2  # the number of workers
+  delay: 5000 # in milliseconds, how long workers wait between read attempts
+  source:
+    random:
+  buffer:
+    bounded_blocking:
+      buffer_size: 1024 # max number of records the buffer accepts
+      batch_size: 256 # max number of records the buffer drains after each read
+  processor:
+    - string_converter:
+        upper_case: true
+  sink:
+    - stdout:
+```
+
+- Sources define where your data comes from. In this case, the source is a random UUID generator (`random`).
+
+- Buffers store data as it passes through the pipeline.
+
+  By default, Data Prepper uses its one and only buffer, the `bounded_blocking` buffer, so you can omit this section unless you developed a custom buffer or need to tune the buffer settings.
+
+- Preppers perform some action on your data: filter, transform, enrich, etc.
+
+  You can have multiple preppers, which run sequentially from top to bottom, not in parallel. The `string_converter` prepper transform the strings by making them uppercase.
+
+- Sinks define where your data goes. In this case, the sink is stdout.
+
+## Examples
+
+This section provides some pipeline examples that you can use to start creating your own pipelines. For more information, see [Data Prepper configuration reference]({{site.url}}{{site.baseurl}}/observability/data-prepper/data-prepper-reference/) guide.
+
+The Data Prepper repository has several [sample applications](https://github.com/opensearch-project/data-prepper/tree/main/examples) to help you get started.
+
+### Log ingestion pipeline
+
+The following example demonstrates how to use HTTP source and Grok prepper plugins to process unstructured log data.
+
+```yaml
+log-pipeline:
+  source:
+    http:
+      ssl: false
+  processor:
+    - grok:
+        match:
+          log: [ "%{COMMONAPACHELOG}" ]
+  sink:
+    - opensearch:
+        hosts: [ "https://opensearch:9200" ]
+        insecure: true
+        username: admin
+        password: admin
+        index: apache_logs
+```
+
+Note: This example uses weak security. We strongly recommend securing all plugins which open external ports in production environments.
+
+### Trace Analytics pipeline
+
+The following example demonstrates how to build a pipeline that supports the [Trace Analytics OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability/trace/ta-dashboards/). This pipeline takes data from the OpenTelemetry Collector and uses two other pipelines as sinks. These two separate pipelines index trace and the service map documents for the dashboard plugin.
+
+```yml
+entry-pipeline:
+  delay: "100"
+  source:
+    otel_trace_source:
+      ssl: false
+  sink:
+    - pipeline:
+        name: "raw-pipeline"
+    - pipeline:
+        name: "service-map-pipeline"
+raw-pipeline:
+  source:
+    pipeline:
+      name: "entry-pipeline"
+  prepper:
+    - otel_trace_raw_prepper:
+  sink:
+    - opensearch:
+        hosts: ["https://localhost:9200" ]
+        insecure: true
+        username: admin
+        password: admin
+        trace_analytics_raw: true
+service-map-pipeline:
+  delay: "100"
+  source:
+    pipeline:
+      name: "entry-pipeline"
+  prepper:
+    - service_map_stateful:
+  sink:
+    - opensearch:
+        hosts: ["https://localhost:9200"]
+        insecure: true
+        username: admin
+        password: admin
+        trace_analytics_service_map: true
+```
+
+## Migrating from Logstash
+
+Data Prepper supports Logstash configuration files for a limited set of plugins. Simply use the logstash config to run Data Prepper.
+
+```bash
+docker run --name data-prepper \
+    -v /full/path/to/logstash.conf:/usr/share/data-prepper/pipelines.conf \
+    opensearchproject/opensearch-data-prepper:latest
+```
+
+This feature is limited by feature parity of Data Prepper. As of Data Prepper 1.2 release, the following plugins from the Logstash configuration are supported:
+
+- HTTP Input plugin
+- Grok Filter plugin
+- Elasticsearch Output plugin
+- Amazon Elasticsearch Output plugin
+
+## Configure the Data Prepper server
+Data Prepper itself provides administrative HTTP endpoints such as `/list` to list pipelines and `/metrics/prometheus` to provide Prometheus-compatible metrics data. The port which serves these endpoints has a TLS configuration and is specified by a separate YAML file. Data Prepper docker images secures these endpoints by default. We strongly recommend providing your own configuration file for securing production environments. Here is an example `data-prepper-config.yaml`:
+
+```yml
+ssl: true
+keyStoreFilePath: "/usr/share/data-prepper/keystore.jks"
+keyStorePassword: "password"
+privateKeyPassword: "other_password"
+serverPort: 1234
+```
+
+To configure the Data Prepper server, run Data Prepper with the additional yaml file.
+
+```yaml
+docker run --name data-prepper -v /full/path/to/pipelines.yaml:/usr/share/data-prepper/pipelines.yaml \
+    /full/path/to/data-prepper-config.yaml:/usr/share/data-prepper/data-prepper-config.yaml \
+    opensearchproject/opensearch-data-prepper:latest
+````
\ No newline at end of file
diff --git a/_observability-plugins/event-analytics.md b/_observability/event-analytics.md
similarity index 84%
rename from _observability-plugins/event-analytics.md
rename to _observability/event-analytics.md
index ed440f1f..82b841fa 100644
--- a/_observability-plugins/event-analytics.md
+++ b/_observability/event-analytics.md
@@ -6,7 +6,7 @@ nav_order: 10
 
 # Event analytics
 
-Event analytics in observability is where you can use [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index) (PPL) queries to build and view different visualizations of your data.
+Event analytics in observability is where you can use [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability/ppl/index) (PPL) queries to build and view different visualizations of your data.
 
 ## Get started with event analytics
 
@@ -24,10 +24,10 @@ source = opensearch_dashboards_sample_data_logs | fields host | stats count()
 
 By default, Dashboards shows results from the last 15 minutes of your data. To see data from a different timeframe, use the date and time selector.
 
-For more information about building PPL queries, see [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index).
+For more information about building PPL queries, see [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability/ppl/index).
 
 ## Save a visualization
 
-After Dashboards generates a visualization, you must save it if you want to return to it at a later time or if you want to add it to an [operational panel]({{site.url}}{{site.baseurl}}/observability-plugins/operational-panels).
+After Dashboards generates a visualization, you must save it if you want to return to it at a later time or if you want to add it to an [operational panel]({{site.url}}{{site.baseurl}}/observability/operational-panels).
 
 To save a visualization, expand the save dropdown menu next to **Run**, enter a name for your visualization, then choose **Save**. You can reopen any saved visualizations on the event analytics page.
diff --git a/_observability/index.md b/_observability/index.md
new file mode 100644
index 00000000..918ad21b
--- /dev/null
+++ b/_observability/index.md
@@ -0,0 +1,28 @@
+---
+layout: default
+title: About Observability
+nav_order: 1
+has_children: false
+redirect_from:
+  - /observability/
+  - /observability/
+---
+
+# About Observability
+OpenSearch Dashboards
+{: .label .label-yellow :}
+
+Observability is collection of plugins and applications that let you visualize data-driven events by using Piped Processing Language to explore, discover, and query data stored in OpenSearch.
+
+Your experience of exploring data might differ, but if you're new to exploring data to create visualizations, we recommend trying a workflow like the following:
+
+1. Explore data over a certain timeframe using [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability/ppl/index).
+2. Use [event analytics]({{site.url}}{{site.baseurl}}/observability/event-analytics) to turn data-driven events into visualizations.
+  ![Sample Event Analytics View]({{site.url}}{{site.baseurl}}/images/event-analytics.png)
+3. Create [operational panels]({{site.url}}{{site.baseurl}}/observability/operational-panels) and add visualizations to compare data the way you like.
+  ![Sample Operational Panel View]({{site.url}}{{site.baseurl}}/images/operational-panel.png)
+4. Use [log analytics]({{site.url}}{{site.baseurl}}/observability/log-analytics) to transform unstructured log data.
+5. Use [trace analytics]({{site.url}}{{site.baseurl}}/observability/trace/index) to create traces and dive deep into your data.
+  ![Sample Trace Analytics View]({{site.url}}{{site.baseurl}}/images/observability-trace.png)
+6. Leverage [notebooks]({{site.url}}{{site.baseurl}}/observability/notebooks) to combine different visualizations and code blocks that you can share with team members.
+  ![Sample Notebooks View]({{site.url}}{{site.baseurl}}/images/notebooks.png)
diff --git a/_observability-plugins/log-analytics.md b/_observability/log-analytics.md
similarity index 78%
rename from _observability-plugins/log-analytics.md
rename to _observability/log-analytics.md
index 85ac9053..b7a9c2dd 100644
--- a/_observability-plugins/log-analytics.md
+++ b/_observability/log-analytics.md
@@ -6,13 +6,11 @@ nav_order: 70
 
 # Log Ingestion
 
-Log ingestion provides a way to transform unstructured log data into a structure data and ingestion into OpenSearch. This data can help improve your log collection in distributed applications.
-
-Structured log data allows for improved queries and filtering based on the data format when you are searching logs for an event.
+Log ingestion provides a way to transform unstructured log data into structured data and ingest into OpenSearch. Structured log data allows for improved queries and filtering based on the data format when searching logs for an event.
 
 ## Get started with log ingestion
 
-OpenSearch Log Ingestion consists of three components---[Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/index/), [OpenSearch]({{site.url}}{{site.baseurl}}/) and [OpenSearch Dashboards]({{site.url}}{{site.baseurl}}/)---that fit into the OpenSearch ecosystem. The Data Prepper repository has several [sample applications](https://github.com/opensearch-project/data-prepper/tree/main/examples) to help you get started.
+OpenSearch Log Ingestion consists of three components---[Data Prepper]({{site.url}}{{site.baseurl}}/observability/data-prepper/index/), [OpenSearch]({{site.url}}{{site.baseurl}}/) and [OpenSearch Dashboards]({{site.url}}{{site.baseurl}}/)---that fit into the OpenSearch ecosystem. The Data Prepper repository has several [sample applications](https://github.com/opensearch-project/data-prepper/tree/main/examples) to help you get started.
 
 ### Basic flow of data
 
@@ -22,7 +20,7 @@ OpenSearch Log Ingestion consists of three components---[Data Prepper]({{site.ur
 
    (In the [example](#example) below, [FluentBit](https://docs.fluentbit.io/manual/) is used as a log collector that collects log data from a file and sends the log data to Data Prepper).
 
-2. [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/index/) receives the log data, transforms the data into a structure format, and indexes it on an OpenSearch cluster.
+2. [Data Prepper]({{site.url}}{{site.baseurl}}/observability/data-prepper/index/) receives the log data, transforms the data into a structure format, and indexes it on an OpenSearch cluster.
 
 3. The data can then be explored through OpenSearch search queries or the **Discover** page in OpenSearch Dashboards.
 
@@ -92,4 +90,4 @@ The response should show the parsed log data:
     ]
 ```
 
-The same data can be viewed in OpenSearch Dashboards by visiting the **Discover** page and searching the `apache_logs` index. Remember, you must create the index in OpensSearch Dashboards if this is your first time searching for the index.
+The same data can be viewed in OpenSearch Dashboards by visiting the **Discover** page and searching the `apache_logs` index. Remember, you must create the index in OpenSearch Dashboards if this is your first time searching for the index.
diff --git a/_observability-plugins/notebooks.md b/_observability/notebooks.md
similarity index 100%
rename from _observability-plugins/notebooks.md
rename to _observability/notebooks.md
diff --git a/_observability-plugins/operational-panels.md b/_observability/operational-panels.md
similarity index 86%
rename from _observability-plugins/operational-panels.md
rename to _observability/operational-panels.md
index 0f47d182..b037dfe4 100644
--- a/_observability-plugins/operational-panels.md
+++ b/_observability/operational-panels.md
@@ -6,7 +6,7 @@ nav_order: 30
 
 # Operational panels
 
-Operational panels in OpenSearch Dashboards are collections of visualizations generated using [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index) (PPL) queries.
+Operational panels in OpenSearch Dashboards are collections of visualizations generated using [Piped Processing Language]({{site.url}}{{site.baseurl}}/observability/ppl/index) (PPL) queries.
 
 ## Get started with operational panels
 
@@ -16,7 +16,7 @@ If you want to start using operational panels without adding any data, expand th
 
 To create an operational panel and add visualizations:
 
-1. From the **Add Visualization** dropdown menu, choose **Select Existing Visualization** or **Create New Visualization**, which takes you to the [event analytics]({{site.url}}{{site.baseurl}}/observability-plugins/event-analytics) explorer, where you can use PPL to create visualizations.
+1. From the **Add Visualization** dropdown menu, choose **Select Existing Visualization** or **Create New Visualization**, which takes you to the [event analytics]({{site.url}}{{site.baseurl}}/observability/event-analytics) explorer, where you can use PPL to create visualizations.
 1. If you're adding already existing visualizations, choose a visualization from the dropdown menu.
 1. Choose **Add**.
 
diff --git a/_observability-plugins/ppl/commands.md b/_observability/ppl/commands.md
similarity index 100%
rename from _observability-plugins/ppl/commands.md
rename to _observability/ppl/commands.md
diff --git a/_observability-plugins/ppl/datatypes.md b/_observability/ppl/datatypes.md
similarity index 100%
rename from _observability-plugins/ppl/datatypes.md
rename to _observability/ppl/datatypes.md
diff --git a/_observability-plugins/ppl/endpoint.md b/_observability/ppl/endpoint.md
similarity index 100%
rename from _observability-plugins/ppl/endpoint.md
rename to _observability/ppl/endpoint.md
diff --git a/_observability-plugins/ppl/functions.md b/_observability/ppl/functions.md
similarity index 100%
rename from _observability-plugins/ppl/functions.md
rename to _observability/ppl/functions.md
diff --git a/_observability-plugins/ppl/identifiers.md b/_observability/ppl/identifiers.md
similarity index 100%
rename from _observability-plugins/ppl/identifiers.md
rename to _observability/ppl/identifiers.md
diff --git a/_observability-plugins/ppl/index.md b/_observability/ppl/index.md
similarity index 100%
rename from _observability-plugins/ppl/index.md
rename to _observability/ppl/index.md
diff --git a/_observability-plugins/ppl/protocol.md b/_observability/ppl/protocol.md
similarity index 100%
rename from _observability-plugins/ppl/protocol.md
rename to _observability/ppl/protocol.md
diff --git a/_observability-plugins/ppl/settings.md b/_observability/ppl/settings.md
similarity index 100%
rename from _observability-plugins/ppl/settings.md
rename to _observability/ppl/settings.md
diff --git a/_observability-plugins/trace/get-started.md b/_observability/trace/get-started.md
similarity index 92%
rename from _observability-plugins/trace/get-started.md
rename to _observability/trace/get-started.md
index ffd16e3c..a9808d88 100644
--- a/_observability-plugins/trace/get-started.md
+++ b/_observability/trace/get-started.md
@@ -19,9 +19,9 @@ OpenSearch Trace Analytics consists of two components---Data Prepper and the Tra
 
 1. The [OpenTelemetry Collector](https://opentelemetry.io/docs/collector/getting-started/) receives data from the application and formats it into OpenTelemetry data.
 
-1. [Data Prepper]({{site.url}}{{site.baseurl}}/observability-plugins/data-prepper/index/) processes the OpenTelemetry data, transforms it for use in OpenSearch, and indexes it on an OpenSearch cluster.
+1. [Data Prepper]({{site.url}}{{site.baseurl}}/observability/data-prepper/index/) processes the OpenTelemetry data, transforms it for use in OpenSearch, and indexes it on an OpenSearch cluster.
 
-1. The [Trace Analytics OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability-plugins/trace/ta-dashboards/) displays the data in near real-time as a series of charts and tables, with an emphasis on service architecture, latency, error rate, and throughput.
+1. The [Trace Analytics OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability/trace/ta-dashboards/) displays the data in near real-time as a series of charts and tables, with an emphasis on service architecture, latency, error rate, and throughput.
 
 ## Jaeger HotROD
 
@@ -78,4 +78,4 @@ curl -X GET -u 'admin:admin' -k 'https://localhost:9200/otel-v1-apm-span-000001/
 
 Navigate to `http://localhost:5601` in a web browser and choose **Trace Analytics**. You can see the results of your single click in the Jaeger HotROD web interface: the number of traces per API and HTTP method, latency trends, a color-coded map of the service architecture, and a list of trace IDs that you can use to drill down on individual operations.
 
-If you don't see your trace, adjust the timeframe in OpenSearch Dashboards. For more information on using the plugin, see [OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability-plugins/trace/ta-dashboards/).
+If you don't see your trace, adjust the timeframe in OpenSearch Dashboards. For more information on using the plugin, see [OpenSearch Dashboards plugin]({{site.url}}{{site.baseurl}}/observability/trace/ta-dashboards/).
diff --git a/_observability-plugins/trace/index.md b/_observability/trace/index.md
similarity index 100%
rename from _observability-plugins/trace/index.md
rename to _observability/trace/index.md
diff --git a/_observability-plugins/trace/ta-dashboards.md b/_observability/trace/ta-dashboards.md
similarity index 100%
rename from _observability-plugins/trace/ta-dashboards.md
rename to _observability/trace/ta-dashboards.md
diff --git a/_opensearch/data-streams.md b/_opensearch/data-streams.md
index fa736ac4..7fa5fcc0 100644
--- a/_opensearch/data-streams.md
+++ b/_opensearch/data-streams.md
@@ -262,4 +262,4 @@ You can use wildcards to delete more than one data stream.
 
 We recommend deleting data from a data stream using an ISM policy.
 
-You can also use [asynchronous search]({{site.url}}{{site.baseurl}}/search-plugins/async/index/) and [SQL]({{site.url}}{{site.baseurl}}/search-plugins/sql/index/) and [PPL]({{site.url}}{{site.baseurl}}/observability-plugins/ppl/index/) to query your data stream directly. You can also use the security plugin to define granular permissions on the data stream name.
+You can also use [asynchronous search]({{site.url}}{{site.baseurl}}/search-plugins/async/index/) and [SQL]({{site.url}}{{site.baseurl}}/search-plugins/sql/index/) and [PPL]({{site.url}}{{site.baseurl}}/observability/ppl/index/) to query your data stream directly. You can also use the security plugin to define granular permissions on the data stream name.
diff --git a/images/data-prepper-pipeline.drawio b/images/data-prepper-pipeline.drawio
new file mode 100644
index 00000000..ca683ec3
--- /dev/null
+++ b/images/data-prepper-pipeline.drawio
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/images/data-prepper-pipeline.png b/images/data-prepper-pipeline.png
new file mode 100644
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HcmV?d00001


From c1a666cc6b1c8292bb8f5d56b83391413b6dfba4 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 15 Dec 2021 13:09:58 -0800
Subject: [PATCH 212/229] Language tweaks

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 .../data-prepper/data-prepper-reference.md    | 230 +++++++++---------
 _observability/data-prepper/get-started.md    |  12 +-
 _observability/data-prepper/index.md          |   2 +-
 _observability/data-prepper/pipelines.md      |  16 +-
 4 files changed, 131 insertions(+), 129 deletions(-)

diff --git a/_observability/data-prepper/data-prepper-reference.md b/_observability/data-prepper/data-prepper-reference.md
index 417a1f43..f884bd1a 100644
--- a/_observability/data-prepper/data-prepper-reference.md
+++ b/_observability/data-prepper/data-prepper-reference.md
@@ -11,21 +11,21 @@ This page lists all supported Data Prepper server, sources, buffers, preppers, a
 
 ## Data Prepper server options
 
-Option | Required | Description
-:--- | :--- | :---
-ssl | No | Boolean, indicating whether TLS should be used for server APIs. Defaults to true.
-keyStoreFilePath | No | String, path to a .jks or .p12 keystore file. Required if ssl is true.
-keyStorePassword | No | String, password for keystore. Optional, defaults to empty string.
-privateKeyPassword | No | String, password for private key within keystore. Optional, defaults to empty string.
-serverPort | No | Integer, port number to use for server APIs. Defaults to 4900
-metricRegistries | No | List, metrics registries for publishing the generated metrics. Defaults to Prometheus; Prometheus and CloudWatch are currently supported.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+ssl | No | Boolean | Indicates whether TLS should be used for server APIs. Defaults to true.
+keyStoreFilePath | No | String | Path to a .jks or .p12 keystore file. Required if ssl is true.
+keyStorePassword | No | String | Password for keystore. Optional, defaults to empty string.
+privateKeyPassword | No | String | Password for private key within keystore. Optional, defaults to empty string.
+serverPort | No | Integer | Port number to use for server APIs. Defaults to 4900
+metricRegistries | No | List | Metrics registries for publishing the generated metrics. Currently supports Prometheus and CloudWatch. Defaults to Prometheus.
 
 ## General pipeline options
 
-Option | Required | Description
-:--- | :--- | :---
-workers | No | Integer, default 1. Essentially the number of application threads. As a starting point for your use case, try setting this value to the number of CPU cores on the machine.
-delay | No | Integer (milliseconds), default 3,000. How long workers wait between buffer read attempts.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+workers | No | Integer | Essentially the number of application threads. As a starting point for your use case, try setting this value to the number of CPU cores on the machine. Default is 1.
+delay | No | Integer | Amount of time in milliseconds workers wait between buffer read attempts. Default is 3,000.
 
 
 ## Sources
@@ -37,53 +37,53 @@ Sources define where your data comes from.
 
 Source for the OpenTelemetry Collector.
 
-Option | Required | Description
-:--- | :--- | :---
-port | No | Integer, the port OTel trace source is running on. Default is `21890`.
-request_timeout | No | Integer, the request timeout in millis. Default is `10_000`.
-health_check_service | No | Boolean, enables a gRPC health check service under `grpc.health.v1/Health/Check`. Default is `false`.
-proto_reflection_service | No | Boolean, enables a reflection service for Protobuf services (see [gRPC reflection](https://github.com/grpc/grpc/blob/master/doc/server-reflection.md) and [gRPC Server Reflection Tutorial](https://github.com/grpc/grpc-java/blob/master/documentation/server-reflection-tutorial.md) docs). Default is `false`.
-unframed_requests | No | Boolean, enable requests not framed using the gRPC wire protocol.
-thread_count | No | Integer, the number of threads to keep in the ScheduledThreadPool. Default is `200`.
-max_connection_count | No | Integer, the maximum allowed number of open connections. Default is `500`.
-ssl | No | Boolean, enables connections to the OTel source port over TLS/SSL. Defaults to `true`.
-sslKeyCertChainFile | Conditionally | String, file-system path or AWS S3 path to the security certificate (e.g. `"config/demo-data-prepper.crt"` or `"s3://my-secrets-bucket/demo-data-prepper.crt"`). Required if ssl is set to `true`.
-sslKeyFile | Conditionally | String, file-system path or AWS S3 path to the security key (e.g. `"config/demo-data-prepper.key"` or `"s3://my-secrets-bucket/demo-data-prepper.key"`). Required if ssl is set to `true`.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+port | No | Integer | The port OTel trace source is running on. Default is `21890`.
+request_timeout | No | Integer | The request timeout in milliseconds. Default is `10_000`.
+health_check_service | No | Boolean | Enables a gRPC health check service under `grpc.health.v1/Health/Check`. Default is `false`.
+proto_reflection_service | No | Boolean | Enables a reflection service for Protobuf services (see [gRPC reflection](https://github.com/grpc/grpc/blob/master/doc/server-reflection.md) and [gRPC Server Reflection Tutorial](https://github.com/grpc/grpc-java/blob/master/documentation/server-reflection-tutorial.md) docs). Default is `false`.
+unframed_requests | No | Boolean | Enable requests not framed using the gRPC wire protocol.
+thread_count | No | Integer | The number of threads to keep in the ScheduledThreadPool. Default is `200`.
+max_connection_count | No | Integer | The maximum allowed number of open connections. Default is `500`.
+ssl | No | Boolea | Enables connections to the OTel source port over TLS/SSL. Defaults to `true`.
+sslKeyCertChainFile | Conditionally | String | File-system path or AWS S3 path to the security certificate (e.g. `"config/demo-data-prepper.crt"` or `"s3://my-secrets-bucket/demo-data-prepper.crt"`). Required if ssl is set to `true`.
+sslKeyFile | Conditionally | String | File-system path or AWS S3 path to the security key (e.g. `"config/demo-data-prepper.key"` or `"s3://my-secrets-bucket/demo-data-prepper.key"`). Required if ssl is set to `true`.
 useAcmCertForSSL | No | Boolean, enables TLS/SSL using certificate and private key from AWS Certificate Manager (ACM). Default is `false`.
-acmCertificateArn | Conditionally | String, represents the ACM certificate ARN. ACM certificate take preference over S3 or local file system certificate. Required if `useAcmCertForSSL` is set to `true`.
-awsRegion | Conditionally | String, represents the AWS region to use ACM or S3. Required if `useAcmCertForSSL` is set to `true` or `sslKeyCertChainFile` and `sslKeyFile` are AWS S3 paths.
-authentication | No | An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To use basic authentication define the ```http_basic``` plugin with a `username` and `password`. To provide customer authentication use or create a plugin which implements: [GrpcAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/GrpcAuthenticationProvider.java).
+acmCertificateArn | Conditionally | String | Represents the ACM certificate ARN. ACM certificate take preference over S3 or local file system certificate. Required if `useAcmCertForSSL` is set to `true`.
+awsRegion | Conditionally | String | Represents the AWS region to use ACM or S3. Required if `useAcmCertForSSL` is set to `true` or `sslKeyCertChainFile` and `sslKeyFile` are AWS S3 paths.
+authentication | No | Object| An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To use basic authentication, define the `http_basic` plugin with a `username` and `password`. To provide customer authentication use or create a plugin which implements: [GrpcAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/GrpcAuthenticationProvider.java).
 
 ### http_source
 
 This is a source plugin that supports HTTP protocol. Currently ONLY support Json UTF-8 codec for incoming request, e.g. `[{"key1": "value1"}, {"key2": "value2"}]`.
 
-Option | Required | Description
-:--- | :--- | :---
-port | No | Integer, the port the source is running on. Default is `2021`. Valid options are between `0` and `65535`.
-request_timeout | No | Integer, the request timeout in millis. Default is `10_000`.
-thread_count | No | Integer, the number of threads to keep in the ScheduledThreadPool. Default is `200`.
-max_connection_count | No | Integer, the maximum allowed number of open connections. Default is `500`.
-max_pending_requests | No | Ingeger, the maximum number of allowed tasks in ScheduledThreadPool work queue. Default is `1024`.
-authentication | No | An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To use basic authentication define the ```http_basic``` plugin with a `username` and `password`. To provide customer authentication use or create a plugin which implements: [ArmeriaHttpAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/ArmeriaHttpAuthenticationProvider.java).
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+port | No | Integer | The port the source is running on. Default is `2021`. Valid options are between `0` and `65535`.
+request_timeout | No | Integer | The request timeout in millis. Default is `10_000`.
+thread_count | No | Integer | The number of threads to keep in the ScheduledThreadPool. Default is `200`.
+max_connection_count | No | Integer | The maximum allowed number of open connections. Default is `500`.
+max_pending_requests | No | Integer | The maximum number of allowed tasks in ScheduledThreadPool work queue. Default is `1024`.
+authentication | No | Object | An authentication configuration. By default, this runs an unauthenticated server. This uses pluggable authentication for HTTPS. To use basic authentication define the `http_basic` plugin with a `username` and `password`. To provide customer authentication use or create a plugin which implements: [ArmeriaHttpAuthenticationProvider](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/armeria-common/src/main/java/com/amazon/dataprepper/armeria/authentication/ArmeriaHttpAuthenticationProvider.java).
 
 ### file
 
 Source for flat file input.
 
-Option | Required | Description
-:--- | :--- | :---
-path | Yes | String, path to the input file (e.g. `logs/my-log.log`).
-format | No | String, format of each line in the file. Valid options are `json` or `plain`. Default is `plain`.
-record_type | No | String, the record type that will be stored. Valid options are `string` or `event`. Default is `string`. If you would like to use the file source for log analytics use cases like grok, change this to `event`.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+path | Yes | String | Path to the input file (e.g. `logs/my-log.log`).
+format | No | String | Format of each line in the file. Valid options are `json` or `plain`. Default is `plain`.
+record_type | No | String | The record type that will be stored. Valid options are `string` or `event`. Default is `string`. If you would like to use the file source for log analytics use cases like grok, set this option to `event`.
 
 ### pipeline
 
 Source for reading from another pipeline.
 
-Option | Required | Description
-:--- | :--- | :---
-name | Yes | String, name of the pipeline to read from.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+name | Yes | String | Name of the pipeline to read from.
 
 
 ### stdin
@@ -100,10 +100,10 @@ Buffers store data as it passes through the pipeline. If you implement a custom
 
 The default buffer. Memory-based.
 
-Option | Required | Description
-:--- | :--- | :---
-buffer_size | No | Integer, default 512. The maximum number of records the buffer accepts.
-batch_size | No | Integer, default 8. The maximum number of records the buffer drains after each read.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+buffer_size | No | Integer | The maximum number of records the buffer accepts. Default is 512.
+batch_size | No | Integer | The maximum number of records the buffer drains after each read. Default is 8.
 
 
 ## Preppers
@@ -115,115 +115,115 @@ Preppers perform some action on your data: filter, transform, enrich, etc.
 
 Converts OpenTelemetry data to OpenSearch-compatible JSON documents.
 
-Option | Required | Description
-:--- | :--- | :---
-root_span_flush_delay | No | Integer, representing the time interval in seconds to flush all the root spans in the prepper together with their descendants. Defaults to 30.
-trace_flush_interval | No | Integer, representing the time interval in seconds to flush all the descendant spans without any root span. Defaults to 180.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+root_span_flush_delay | No | Integer | Represents the time interval in seconds to flush all the root spans in the prepper together with their descendants. Default is 30.
+trace_flush_interval | No | Integer | Represents the time interval in seconds to flush all the descendant spans without any root span. Default is 180.
 
 
 ### service_map_stateful
 
 Uses OpenTelemetry data to create a distributed service map for visualization in OpenSearch Dashboards.
 
-Option | Required | Description
-:--- | :--- | :---
-window_duration | No | Integer, representing the fixed time window in seconds to evaluate service-map relationships. Defaults to 180.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+window_duration | No | Integer | Represents the fixed time window in seconds to evaluate service-map relationships. Default is 180.
 
 ### peer_forwarder
 
 Forwards ExportTraceServiceRequests via gRPC to other Data Prepper instances. Required for operating Data Prepper in a clustered deployment.
 
-Option | Required | Description
-:--- | :--- | :---
-time_out | No | Integer, forwarded request timeout in seconds. Defaults to 3 seconds.
-span_agg_count | No | Integer, batch size for number of spans per request. Defaults to 48.
-target_port | No | Integer, the destination port to forward requests to. Defaults to `21890`.
-discovery_mode | No | String, peer discovery mode to be used. Allowable values are `static`, `dns`, and `aws_cloud_map`. Defaults to `static`.
-static_endpoints | No | List, containing string endpoints of all Data Prepper instances.
-domain_name | No | String, single domain name to query DNS against. Typically used by creating multiple DNS A Records for the same domain.
-ssl | No | Boolean, indicating whether TLS should be used. Default is true.
-awsCloudMapNamespaceName | Conditionally | String, name of your CloudMap Namespace. Required if `discovery_mode` is set to `aws_cloud_map`.
-awsCloudMapServiceName | Conditionally | String, service name within your CloudMap Namespace. Required if `discovery_mode` is set to `aws_cloud_map`.
-sslKeyCertChainFile | Conditionally | String, represents the SSL certificate chain file path or AWS S3 path. S3 path example `s3://<bucketName>/<path>`. Required if `ssl` is set to `true`.
-useAcmCertForSSL | No | Boolean, enables TLS/SSL using certificate and private key from AWS Certificate Manager (ACM). Default is `false`.
-awsRegion | Conditionally | String, represents the AWS region to use ACM, S3, or CloudMap. Required if `useAcmCertForSSL` is set to `true` or `sslKeyCertChainFile` and `sslKeyFile` are AWS S3 paths.
-acmCertificateArn | Conditionally | String represents the ACM certificate ARN. ACM certificate take preference over S3 or local file system certificate. Required if `useAcmCertForSSL` is set to `true`.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+time_out | No | Integer | Forwarded request timeout in seconds. Defaults to 3 seconds.
+span_agg_count | No | Integer | Batch size for number of spans per request. Defaults to 48.
+target_port | No | Integer | The destination port to forward requests to. Defaults to `21890`.
+discovery_mode | No | String | Peer discovery mode to be used. Allowable values are `static`, `dns`, and `aws_cloud_map`. Defaults to `static`.
+static_endpoints | No | List | List containing string endpoints of all Data Prepper instances.
+domain_name | No | String | Single domain name to query DNS against. Typically used by creating multiple DNS A Records for the same domain.
+ssl | No | Boolean | Indicates whether TLS should be used. Default is true.
+awsCloudMapNamespaceName | Conditionally | String | Name of your CloudMap Namespace. Required if `discovery_mode` is set to `aws_cloud_map`.
+awsCloudMapServiceName | Conditionally | String | Service name within your CloudMap Namespace. Required if `discovery_mode` is set to `aws_cloud_map`.
+sslKeyCertChainFile | Conditionally | String | Represents the SSL certificate chain file path or AWS S3 path. S3 path example `s3://<bucketName>/<path>`. Required if `ssl` is set to `true`.
+useAcmCertForSSL | No | Boolean | Enables TLS/SSL using certificate and private key from AWS Certificate Manager (ACM). Default is `false`.
+awsRegion | Conditionally | String | Represents the AWS region to use ACM, S3, or CloudMap. Required if `useAcmCertForSSL` is set to `true` or `sslKeyCertChainFile` and `sslKeyFile` are AWS S3 paths.
+acmCertificateArn | Conditionally | String | Represents the ACM certificate ARN. ACM certificate take preference over S3 or local file system certificate. Required if `useAcmCertForSSL` is set to `true`.
 
 ### string_converter
 
 Converts strings to uppercase or lowercase. Mostly useful as an example if you want to develop your own prepper.
 
-Option | Required | Description
-:--- | :--- | :---
-upper_case | No | Boolean, whether to convert to uppercase (`true`) or lowercase (`false`).
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+upper_case | No | Boolean | Whether to convert to uppercase (`true`) or lowercase (`false`).
 
 ### grok_prepper
 
 Takes unstructured data and utilizes pattern matching to structure and extract important keys and make data more structured and queryable.
 
-Option | Required | Description
-:--- | :--- | :---
-match | No | Map, specifies which keys to match specific patterns against. Default is an empty body.
-keep_empty_captures | No | Boolean, enables preserving `null` captures. Default value is `false`.
-named_captures_only | No | Boolean, enables whether to keep only named captures. Default value is `true`.
-break_on_match | No | Boolean, specifies wether to match all patterns or stop once the first successful match is found. Default is `true`.
-keys_to_overwrite | No | List, specifies which existing keys are to be overwritten if there is a capture with the same key value. Default is `[]`.
-pattern_definitions | No | Map, that allows for custom pattern use inline. Default value is `{}`.
-patterns_directories | No | List, specifies the path of directories that contain customer pattern files. Default value is `[]`.
-pattern_files_glob | No | String, specifies which pattern files to use from the directories specified for `pattern_directories`. Default is `*`.
-target_key | No | String, specifies a parent level key to store all captures. Default value is `null`.
-timeout_millis | No | Integer, the maximum amount of time that matching will be performed. Setting to `0` will disable the timeout. Default value is `30,000`.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+match | No | Map | Specifies which keys to match specific patterns against. Default is an empty body.
+keep_empty_captures | No | Boolean | Enables preserving `null` captures. Default value is `false`.
+named_captures_only | No | Boolean | enables whether to keep only named captures. Default value is `true`.
+break_on_match | No | Boolean | Specifies wether to match all patterns or stop once the first successful match is found. Default is `true`.
+keys_to_overwrite | No | List | Specifies which existing keys are to be overwritten if there is a capture with the same key value. Default is `[]`.
+pattern_definitions | No | Map | Allows for custom pattern use inline. Default value is an empty body.
+patterns_directories | No | List | Specifies the path of directories that contain customer pattern files. Default value is an empty list.
+pattern_files_glob | No | String | Specifies which pattern files to use from the directories specified for `pattern_directories`. Default is `*`.
+target_key | No | String | Specifies a parent level key to store all captures. Default value is `null`.
+timeout_millis | No | Integer | Maximum amount of time that should take place for the matching. Setting to `0` disables the timeout. Default value is `30,000`.
 
 ## Sinks
 
 Sinks define where Data Prepper writes your data to.
 
 
-### opensearch
+### OpenSearch
 
 Sink for an OpenSearch cluster.
 
-Option | Required | Description
-:--- | :--- | :---
-hosts | Yes | List of OpenSearch hosts to write to (e.g. `["https://localhost:9200", "https://remote-cluster:9200"]`).
-cert | No | String, path to the security certificate (e.g. `"config/root-ca.pem"`) if the cluster uses the OpenSearch security plugin.
-username | No | String, username for HTTP basic authentication.
-password | No | String, password for HTTP basic authentication.
-aws_sigv4 | No | Boolean, default false. Whether to use IAM signing to connect to an Amazon OpenSearch Service domain. For your access key, secret key, and optional session token, Data Prepper uses the default credential chain (environment variables, Java system properties, `~/.aws/credential`, etc.).
-aws_region | No | String, AWS region (e.g. `"us-east-1"`) for the domain if you are connecting to Amazon OpenSearch Service.
-aws_sts_role_arn | No | String, IAM role which the sink plugin assumes to sign request to Amazon OpenSearch Service. If not provided the plugin uses the default credentials.
-socket_timeout | No | Integer, the timeout in milliseconds for waiting for data (or, put differently, a maximum period inactivity between two consecutive data packets). A timeout value of zero is interpreted as an infinite timeout. If this timeout value is either negative or not set, the underlying Apache HttpClient would rely on operating system settings for managing socket timeouts.
-connect_timeout | No | Integer, the timeout in milliseconds used when requesting a connection from the connection manager. A timeout value of zero is interpreted as an infinite timeout. If this timeout value is either negative or not set, the underlying Apache HttpClient would rely on operating system settings for managing connection timeouts.
-insecure | No | Boolean, default false. Whether to verify SSL certificates. If set to true, CA certificate verification is disabled and insecure HTTP requests are sent instead.
-proxy | No | String, the address of a [forward HTTP proxy server](https://en.wikipedia.org/wiki/Proxy_server). The format is like "<host name or IP>:<port>". Examples: "example.com:8100", "http://example.com:8100", "112.112.112.112:8100". Note: port number cannot be omitted.
-trace_analytics_raw | No | Boolean, default false. Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-span-*` index pattern (alias `otel-v1-apm-span`) for use with the Trace Analytics OpenSearch Dashboards plugin.
-trace_analytics_service_map | No | Boolean, default false. Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-service-map` index for use with the service map component of the Trace Analytics OpenSearch Dashboards plugin.
-index | No | String, name of the index to export to. Only required if you don't use the `trace-analytics-raw` or `trace-analytics-service-map` presets. In other words, this parameter is applicable and required only if index_type is explicitly `custom` or defaults to `custom`.
-index_type | No | String, default `custom`. This index type instructs the Sink plugin what type of data it is handling. Valid values: `custom`, `trace-analytics-raw`, `trace-analytics-service-map`.
-template_file | No | String, the path to a JSON [index template]({{site.url}}{{site.baseurl}}/opensearch/index-templates/) file (e.g. `/your/local/template-file.json` if you do not use the `trace_analytics_raw` or `trace_analytics_service_map`. See [otel-v1-apm-span-index-template.json](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/opensearch/src/main/resources/otel-v1-apm-span-index-template.json) for an example.
-document_id_field | No | String, the field from the source data to use for the OpenSearch document ID (e.g. `"my-field"`) if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets.
-dlq_file | No | String, the path to your preferred dead letter queue file (e.g. `/your/local/dlq-file`). Data Prepper writes to this file when it fails to index a document on the OpenSearch cluster.
-bulk_size | No | Integer (long), default 5. The maximum size (in MiB) of bulk requests to the OpenSearch cluster. Values below 0 indicate an unlimited size. If a single document exceeds the maximum bulk request size, Data Prepper sends it individually.
-ism_policy_file | No | String, the absolute file path for an ISM (Index State Management) policy JSON file. This policy file is effective only when there is no built-in policy file for the index type. For example, `custom` index type is currently the only one without a built-in policy file, thus it would use the policy file here if it's provided through this parameter. For more information, see [ISM policies](https://opensearch.org/docs/latest/im-plugin/ism/policies/).
-number_of_shards | No | Integer, the number of primary shards that an index should have on the destination OpenSearch server. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. For more information, see [create index](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
-number_of_replicas | No | Integer, the number of replica shards each primary shard should have on the destination OpenSearch server. For example, if you have 4 primary shards and set number_of_replicas to 3, the index has 12 replica shards. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. For more information, see [create index](https://opensearch.org/docs/latest/opensearch/rest-api/index-apis/create-index/).
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+hosts | Yes | List | List of OpenSearch hosts to write to (e.g. `["https://localhost:9200", "https://remote-cluster:9200"]`).
+cert | No | String | Path to the security certificate (e.g. `"config/root-ca.pem"`) if the cluster uses the OpenSearch security plugin.
+username | No | String | Username for HTTP basic authentication.
+password | No | String | Password for HTTP basic authentication.
+aws_sigv4 | No | Boolean | default false. Whether to use IAM signing to connect to an Amazon OpenSearch Service domain. For your access key, secret key, and optional session token, Data Prepper uses the default credential chain (environment variables, Java system properties, `~/.aws/credential`, etc.).
+aws_region | No | String | AWS region (e.g. `"us-east-1"`) for the domain if you are connecting to Amazon OpenSearch Service.
+aws_sts_role_arn | No | String | IAM role which the sink plugin assumes to sign request to Amazon OpenSearch Service. If not provided the plugin uses the default credentials.
+socket_timeout | No | Integer | the timeout in milliseconds for waiting for data (or, put differently, a maximum period inactivity between two consecutive data packets). A timeout value of zero is interpreted as an infinite timeout. If this timeout value is either negative or not set, the underlying Apache HttpClient would rely on operating system settings for managing socket timeouts.
+connect_timeout | No | Integer | The timeout in milliseconds used when requesting a connection from the connection manager. A timeout value of zero is interpreted as an infinite timeout. If this timeout value is either negative or not set, the underlying Apache HttpClient would rely on operating system settings for managing connection timeouts.
+insecure | No | Boolean | Whether to verify SSL certificates. If set to true, CA certificate verification is disabled and insecure HTTP requests are sent instead. Default is false.
+proxy | No | String | The address of a [forward HTTP proxy server](https://en.wikipedia.org/wiki/Proxy_server). The format is "&lt;host name or IP&gt;:&lt;port&gt;". Examples: "example.com:8100", "http://example.com:8100", "112.112.112.112:8100". Port number cannot be omitted.
+trace_analytics_raw | No | Boolean | Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-span-*` index pattern (alias `otel-v1-apm-span`) for use with the Trace Analytics OpenSearch Dashboards plugin. Default is false.
+trace_analytics_service_map | No | Boolean | Deprecated in favor of `index_type`. Whether to export as trace data to the `otel-v1-apm-service-map` index for use with the service map component of the Trace Analytics OpenSearch Dashboards plugin. | Default is false.
+index | No | String | Name of the index to export to. Only required if you don't use the `trace-analytics-raw` or `trace-analytics-service-map` presets. In other words, this parameter is applicable and required only if index_type is explicitly `custom` or defaults to `custom`.
+index_type | No | String | This index type instructs the Sink plugin what type of data it is handling. Valid values: `custom`, `trace-analytics-raw`, `trace-analytics-service-map`. Default is `custom`.
+template_file | No | String | Path to a JSON [index template]({{site.url}}{{site.baseurl}}/opensearch/index-templates/) file (e.g. `/your/local/template-file.json` if you do not use the `trace_analytics_raw` or `trace_analytics_service_map`.) See [otel-v1-apm-span-index-template.json](https://github.com/opensearch-project/data-prepper/blob/main/data-prepper-plugins/opensearch/src/main/resources/otel-v1-apm-span-index-template.json) for an example.
+document_id_field | No | String | The field from the source data to use for the OpenSearch document ID (e.g. `"my-field"`) if you don't use the `trace_analytics_raw` or `trace_analytics_service_map` presets.
+dlq_file | No | String | The path to your preferred dead letter queue file (e.g. `/your/local/dlq-file`). Data Prepper writes to this file when it fails to index a document on the OpenSearch cluster.
+bulk_size | No | Integer (long) | The maximum size (in MiB) of bulk requests to the OpenSearch cluster. Values below 0 indicate an unlimited size. If a single document exceeds the maximum bulk request size, Data Prepper sends it individually. Default is 5.
+ism_policy_file | No | String | The absolute file path for an ISM (Index State Management) policy JSON file. This policy file is effective only when there is no built-in policy file for the index type. For example, `custom` index type is currently the only one without a built-in policy file, thus it would use the policy file here if it's provided through this parameter. For more information, see [ISM policies]({{site.url}}{{site.baseurl}}/im-plugin/ism/policies/).
+number_of_shards | No | Integer | The number of primary shards that an index should have on the destination OpenSearch server. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. For more information, see [create index]({{site.url}}{{site.baseurl}}/opensearch/rest-api/index-apis/create-index/).
+number_of_replicas | No | Integer | The number of replica shards each primary shard should have on the destination OpenSearch server. For example, if you have 4 primary shards and set number_of_replicas to 3, the index has 12 replica shards. This parameter is effective only when `template_file` is either explicitly provided in Sink configuration or built-in. If this parameter is set, it would override the value in index template file. For more information, see [create index]({{site.url}}{{site.baseurl}}/opensearch/rest-api/index-apis/create-index/).
 
 ### file
 
 Sink for flat file output.
 
-Option | Required | Description
-:--- | :--- | :---
-path | Yes | String, path for the output file (e.g. `logs/my-transformed-log.log`).
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+path | Yes | String | Path for the output file (e.g. `logs/my-transformed-log.log`).
 
 
 ### pipeline
 
 Sink for writing to another pipeline.
 
-Option | Required | Description
-:--- | :--- | :---
-name | Yes | String, name of the pipeline to write to.
+Option | Required | Type | Description
+:--- | :--- | :--- | :---
+name | Yes | String | Name of the pipeline to write to.
 
 
 ### stdout
diff --git a/_observability/data-prepper/get-started.md b/_observability/data-prepper/get-started.md
index 75cf17ce..4b6a1363 100644
--- a/_observability/data-prepper/get-started.md
+++ b/_observability/data-prepper/get-started.md
@@ -19,9 +19,9 @@ docker pull opensearchproject/data-prepper:latest
 
 ## 2. Define a pipeline
 
-Create a Data Prepper pipeline file, `pipelines.yaml`, with:
+Create a Data Prepper pipeline file, `pipelines.yaml`, with the following configuration:
 
-```yaml
+```yml
 simple-sample-pipeline:
   workers: 2
   delay: "5000"
@@ -41,9 +41,11 @@ docker run --name data-prepper \
     opensearchproject/opensearch-data-prepper:latest
 ```
 
-You should see log output and after a few seconds some UUIDs in the output. It should look something like the following:
+This sample pipeline configuration above demonstrates a simple pipeline with a source (`random`) sending data to a sink (`stdout`). For more examples and details on more advanced pipeline configurations, see [Pipelines]({{site.url}}{{site.baseurl}}/observability/data-prepper/pipelines).
 
-```yaml
+After starting Data Prepper, you should see log output and some UUIDs after a few seconds:
+
+```yml
 2021-09-30T20:19:44,147 [main] INFO  com.amazon.dataprepper.pipeline.server.DataPrepperServer - Data Prepper server running at :4900
 2021-09-30T20:19:44,681 [random-source-pool-0] INFO  com.amazon.dataprepper.plugins.source.RandomStringSource - Writing to buffer
 2021-09-30T20:19:45,183 [random-source-pool-0] INFO  com.amazon.dataprepper.plugins.source.RandomStringSource - Writing to buffer
@@ -59,5 +61,3 @@ You should see log output and after a few seconds some UUIDs in the output. It s
 e51e700e-5cab-4f6d-879a-1c3235a77d18
 b4ed2d7e-cf9c-4e9d-967c-b18e8af35c90
 ```
-
-This sample pipeline configuration above demonstrates a simple pipeline with a source (`random`) sending data to a sink (`stdout`). For more examples and details on more advanced pipeline configurations see the [Pipelines]({{site.url}}{{site.baseurl}}/observability/data-prepper/pipelines) guide.
diff --git a/_observability/data-prepper/index.md b/_observability/data-prepper/index.md
index a1c688c9..f2d0644e 100644
--- a/_observability/data-prepper/index.md
+++ b/_observability/data-prepper/index.md
@@ -10,6 +10,6 @@ has_toc: false
 
 Data Prepper is a server side data collector capable of filtering, enriching, transforming, normalizing and aggregating data for downstream analytics and visualization.
 
-Data Prepper allows users to build custom pipelines to improve their operational view of their own applications. Two common uses for Data Prepper are trace and log analytics. [Trace Analytics]({{site.url}}{{site.baseurl}}/observability/trace/index/) can help you visualize the flow of events and identify performance problems. [Log Analytics]({{site.url}}{{site.baseurl}}/observability/log-analytics/) can improve searching, analyzing and provide insights into your application.
+Data Prepper lets users build custom pipelines to improve the operational view of applications. Two common uses for Data Prepper are trace and log analytics. [Trace analytics]({{site.url}}{{site.baseurl}}/observability/trace/index/) can help you visualize the flow of events and identify performance problems, and [log analytics]({{site.url}}{{site.baseurl}}/observability/log-analytics/) can improve searching, analyzing and provide insights into your application.
 
 To get started building your own custom pipelines with Data Prepper, see the [Get Started]({{site.url}}{{site.baseurl}}/observability/data-prepper/get-started/) guide.
diff --git a/_observability/data-prepper/pipelines.md b/_observability/data-prepper/pipelines.md
index b1b9bf4e..32f5e59a 100644
--- a/_observability/data-prepper/pipelines.md
+++ b/_observability/data-prepper/pipelines.md
@@ -13,7 +13,7 @@ To use Data Prepper, you define pipelines in a configuration YAML file. Each pip
 
 ```yml
 simple-sample-pipeline:
-  workers: 2  # the number of workers
+  workers: 2 # the number of workers
   delay: 5000 # in milliseconds, how long workers wait between read attempts
   source:
     random:
@@ -50,7 +50,7 @@ The Data Prepper repository has several [sample applications](https://github.com
 
 The following example demonstrates how to use HTTP source and Grok prepper plugins to process unstructured log data.
 
-```yaml
+```yml
 log-pipeline:
   source:
     http:
@@ -68,7 +68,8 @@ log-pipeline:
         index: apache_logs
 ```
 
-Note: This example uses weak security. We strongly recommend securing all plugins which open external ports in production environments.
+This example uses weak security. We strongly recommend securing all plugins which open external ports in production environments.
+{: .note}
 
 ### Trace Analytics pipeline
 
@@ -93,7 +94,7 @@ raw-pipeline:
     - otel_trace_raw_prepper:
   sink:
     - opensearch:
-        hosts: ["https://localhost:9200" ]
+        hosts: ["https://localhost:9200"]
         insecure: true
         username: admin
         password: admin
@@ -132,7 +133,8 @@ This feature is limited by feature parity of Data Prepper. As of Data Prepper 1.
 - Amazon Elasticsearch Output plugin
 
 ## Configure the Data Prepper server
-Data Prepper itself provides administrative HTTP endpoints such as `/list` to list pipelines and `/metrics/prometheus` to provide Prometheus-compatible metrics data. The port which serves these endpoints has a TLS configuration and is specified by a separate YAML file. Data Prepper docker images secures these endpoints by default. We strongly recommend providing your own configuration file for securing production environments. Here is an example `data-prepper-config.yaml`:
+
+Data Prepper itself provides administrative HTTP endpoints such as `/list` to list pipelines and `/metrics/prometheus` to provide Prometheus-compatible metrics data. The port that has these endpoints has a TLS configuration and is specified by a separate YAML file. By default, these endpoints are secured by Data Prepper docker images. We strongly recommend providing your own configuration file for securing production environments. Here is an example `data-prepper-config.yaml`:
 
 ```yml
 ssl: true
@@ -144,8 +146,8 @@ serverPort: 1234
 
 To configure the Data Prepper server, run Data Prepper with the additional yaml file.
 
-```yaml
+```bash
 docker run --name data-prepper -v /full/path/to/pipelines.yaml:/usr/share/data-prepper/pipelines.yaml \
     /full/path/to/data-prepper-config.yaml:/usr/share/data-prepper/data-prepper-config.yaml \
     opensearchproject/opensearch-data-prepper:latest
-````
\ No newline at end of file
+````

From 78b8930f58158d6331af7b8b0fa5a6d9e4443b64 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 15 Dec 2021 13:13:18 -0800
Subject: [PATCH 213/229] Fixed cert names

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _security-plugin/configuration/generate-certificates.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_security-plugin/configuration/generate-certificates.md b/_security-plugin/configuration/generate-certificates.md
index 8206e2fa..579efc00 100755
--- a/_security-plugin/configuration/generate-certificates.md
+++ b/_security-plugin/configuration/generate-certificates.md
@@ -166,8 +166,8 @@ This process generates many files, but these are the ones you need to add to eac
 - `root-ca.pem`
 - `admin.pem`
 - `admin-key.pem`
-- (Optional) `one-node-cert.pem`
-- (Optional) `one-node-key.pem`
+- (Optional) `node1.pem`
+- (Optional) `node1-key.pem`
 
 On one node, the security configuration portion of `opensearch.yml` might look like this:
 

From 7b0b44df9bb07200fbbb499997863b20812b71f9 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 16 Dec 2021 12:03:25 -0800
Subject: [PATCH 214/229] Added custom branding steps

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _dashboards/branding.md               |  89 ++++++++++++++++++++++++++
 images/dashboards-branding-labels.png | Bin 0 -> 557353 bytes
 images/dashboards-logos-labels.png    | Bin 0 -> 277682 bytes
 3 files changed, 89 insertions(+)
 create mode 100644 _dashboards/branding.md
 create mode 100644 images/dashboards-branding-labels.png
 create mode 100644 images/dashboards-logos-labels.png

diff --git a/_dashboards/branding.md b/_dashboards/branding.md
new file mode 100644
index 00000000..3175cf53
--- /dev/null
+++ b/_dashboards/branding.md
@@ -0,0 +1,89 @@
+---
+layout: default
+title: Custom branding
+nav_order: 200
+---
+
+# Dashboards custom branding
+Introduced 1.2
+{: .label .label-purple }
+
+By default, OpenSearch Dashboards uses the OpenSearch logo, but if you want to use custom branding elements such as the favicon or main Dashboards logo, you can do so by editing `opensearch_dashboards.yml` or by including a custom `opensearch_dashboards.yml` file when you start your OpenSearch cluster.
+
+For example, if you're using Docker to start your OpenSearch cluster, include the following lines in the `opensearch-dashboards` section of your `docker-compose.yml` file:
+
+```
+volumes:
+  - ./opensearch_dashboards.yml:/usr/share/opensearch-dashboards/config/opensearch_dashboards.yml
+```
+
+Restart your OpenSearch cluster, open OpenSearch Dashboards in your browser again, and OpenSearch Dashboards now uses your custom elements.
+
+The following elements in OpenSearch Dashboards are customizable:
+
+![OpenSearch customizable branding elements]({{site.url}}{{site.baseurl}}/images/dashboards-branding-labels.png)
+
+Setting | Corresponding branding element
+:--- | :---
+logo | Header logo. See #1 in the image.
+mark | OpenSearch Dashboards mark. See #2 in the image.
+loadingLogo | Loading logo used when OpenSearch Dashboards is starting. See #3 in the image.
+faviconUrl | Website icon. Loads next to the application title. See #4 in the image.
+applicationTitle | The application's title. See #5 in the image.
+
+To start using your own branding elements in OpenSearch Dashboards, first uncomment this section of `opensearch_dashboards.yml`:
+
+```yml
+# opensearchDashboards.branding:
+  # logo:
+    # defaultUrl: ""
+    # darkModeUrl: ""
+  # mark:
+    # defaultUrl: ""
+    # darkModeUrl: ""
+  # loadingLogo:
+    # defaultUrl: ""
+    # darkModeUrl: ""
+  # faviconUrl: ""
+  # applicationTitle: ""
+```
+
+Add the URLs you want to use as branding elements to the appropriate setting. Valid image types are `SVG`, `PNG`, and `GIF`.
+
+Customization of dark mode Dashboards is also available, but you first must supply a valid link to `defaultUrl`, and then link to your preferred image with `darkModeUrl`. You are not required to customize all branding elements, so if you wanted to, it's perfectly valid to change just the logo. Leave unchanged elements as commented.
+
+The following example demonstrates how to use `SVG` files as logos but leaves the other elements as defaults.
+
+```yml
+logo:
+  defaultUrl: "https://example.com/validUrl.svg"
+  darkModeUrl: "https://example.com/validDarkModeUrl.svg"
+# mark:
+#   defaultUrl: ""
+#   darkModeUrl: ""
+# loadingLogo:
+#   defaultUrl: ""
+#   darkModeUrl: ""
+# faviconUrl: ""
+applicationTitle: "My custom application"
+```
+
+We recommend linking to images that are hosted on some web server, but if you really want to use locally hosted images, save your images inside `src/core/server/core_app/assets`, and then configure `opensearch_dashboards.yml`. You can access locally stored images through the `ui` folder.
+
+The following example assumes the default port of 5601 that Dashboards uses and demonstrates how to link to locally stored images.
+
+```yml
+logo:
+  defaultUrl: "https://localhost:5601/ui/my-own-image.svg"
+  darkModeUrl: "https://localhost:5601/ui/my-own-image.svg"
+mark:
+  defaultUrl: "https://localhost:5601/ui/my-own-image2.svg"
+  darkModeUrl: "https://localhost:5601/ui/my-own-image2.svg"
+# loadingLogo:
+#   defaultUrl: ""
+#   darkModeUrl: ""
+# faviconUrl: ""
+applicationTitle: "My custom application"
+```
+
+We don't recommend this workaround because new versions of Dashboards would revert all customized elements back to default branding elements, so you would have to re-upload your assets to access them again.
diff --git a/images/dashboards-branding-labels.png b/images/dashboards-branding-labels.png
new file mode 100644
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From 414d6a7f807626360602a3e3c30432e5d5abedd1 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Thu, 16 Dec 2021 12:05:22 -0800
Subject: [PATCH 215/229] Deleted old picture

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 images/dashboards-logos-labels.png | Bin 277682 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 images/dashboards-logos-labels.png

diff --git a/images/dashboards-logos-labels.png b/images/dashboards-logos-labels.png
deleted file mode 100644
index 93f58c623833a161c63dd89aba5c5071cc5a6e6b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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From 7c23e0eda60ce6450d185593011737ce8d8e5ca9 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 17 Dec 2021 12:03:44 -0800
Subject: [PATCH 216/229] Addressed comments

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _dashboards/branding.md | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/_dashboards/branding.md b/_dashboards/branding.md
index 3175cf53..9d7711fa 100644
--- a/_dashboards/branding.md
+++ b/_dashboards/branding.md
@@ -4,7 +4,7 @@ title: Custom branding
 nav_order: 200
 ---
 
-# Dashboards custom branding
+# OpenSearch Dashboards custom branding
 Introduced 1.2
 {: .label .label-purple }
 
@@ -17,7 +17,9 @@ volumes:
   - ./opensearch_dashboards.yml:/usr/share/opensearch-dashboards/config/opensearch_dashboards.yml
 ```
 
-Restart your OpenSearch cluster, open OpenSearch Dashboards in your browser again, and OpenSearch Dashboards now uses your custom elements.
+Doing so replaces the Docker image's default `opensearch_dashboards.yml` with your custom `opensearch_dashboards.yml` file, so be sure to include your desired as well. For example, if you want to configure TLS for OpenSearch Dashboards, see [Configure TLS for OpenSearch Dashboards]({{site.url}}{{site.baseurl}}/dashboards/install/tls).
+
+Re-launch OpenSearch Dashboards, and OpenSearch Dashboards now uses your custom elements.
 
 The following elements in OpenSearch Dashboards are customizable:
 
@@ -68,7 +70,7 @@ logo:
 applicationTitle: "My custom application"
 ```
 
-We recommend linking to images that are hosted on some web server, but if you really want to use locally hosted images, save your images inside `src/core/server/core_app/assets`, and then configure `opensearch_dashboards.yml`. You can access locally stored images through the `ui` folder.
+We recommend linking to images that are hosted on a web server, but if you really want to use locally hosted images, save your images inside `src/core/server/core_app/assets`, and then configure `opensearch_dashboards.yml`. You can access locally stored images through the `ui` folder.
 
 The following example assumes the default port of 5601 that Dashboards uses and demonstrates how to link to locally stored images.
 
@@ -86,4 +88,4 @@ mark:
 applicationTitle: "My custom application"
 ```
 
-We don't recommend this workaround because new versions of Dashboards would revert all customized elements back to default branding elements, so you would have to re-upload your assets to access them again.
+We don't recommend this workaround because new versions of Dashboards would revert all customized elements back to default branding elements, and you would have to re-upload your assets to access them again.

From 620149198fd78c58269f78d0ce310072b35c9fc5 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Fri, 17 Dec 2021 19:25:15 -0800
Subject: [PATCH 217/229] Missed a word

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _dashboards/branding.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_dashboards/branding.md b/_dashboards/branding.md
index 9d7711fa..3b37c1c9 100644
--- a/_dashboards/branding.md
+++ b/_dashboards/branding.md
@@ -17,7 +17,7 @@ volumes:
   - ./opensearch_dashboards.yml:/usr/share/opensearch-dashboards/config/opensearch_dashboards.yml
 ```
 
-Doing so replaces the Docker image's default `opensearch_dashboards.yml` with your custom `opensearch_dashboards.yml` file, so be sure to include your desired as well. For example, if you want to configure TLS for OpenSearch Dashboards, see [Configure TLS for OpenSearch Dashboards]({{site.url}}{{site.baseurl}}/dashboards/install/tls).
+Doing so replaces the Docker image's default `opensearch_dashboards.yml` with your custom `opensearch_dashboards.yml` file, so be sure to include your desired settings as well. For example, if you want to configure TLS for OpenSearch Dashboards, see [Configure TLS for OpenSearch Dashboards]({{site.url}}{{site.baseurl}}/dashboards/install/tls).
 
 Re-launch OpenSearch Dashboards, and OpenSearch Dashboards now uses your custom elements.
 

From a6c1f5141587299052accdaa429f1b8a7bc0236a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Slobodan=20Mi=C5=A1kovi=C4=87?= <slobodan@miskovic.ca>
Date: Tue, 21 Dec 2021 17:01:59 -0800
Subject: [PATCH 218/229] Fix link to composer
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Signed-off-by: Slobodan Mišković <slobodan@miskovic.ca>
---
 _clients/php.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/php.md b/_clients/php.md
index db5027b6..156180cf 100644
--- a/_clients/php.md
+++ b/_clients/php.md
@@ -12,7 +12,7 @@ The client contains a library of APIs that let you perform different operations
 
 ## Setup
 
-To add the client to your project, install it using [composer]](https://getcomposer.org/):
+To add the client to your project, install it using [composer](https://getcomposer.org/):
 
 ```bash
 composer require opensearch-project/opensearch-php

From 4d17214f6cb53a93f19df06774fd522bda286969 Mon Sep 17 00:00:00 2001
From: Vijayan Balasubramanian <balasvij@amazon.com>
Date: Wed, 22 Dec 2021 10:44:19 -0800
Subject: [PATCH 219/229] Update logstash version

use latest version(7.16.2)

Signed-off-by: Vijayan Balasubramanian <balasvij@amazon.com>
---
 _clients/logstash/index.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/_clients/logstash/index.md b/_clients/logstash/index.md
index 1fcbe92b..04b9c1c0 100644
--- a/_clients/logstash/index.md
+++ b/_clients/logstash/index.md
@@ -67,10 +67,10 @@ If you're migrating from an existing Logstash installation, you can install the
 2. Navigate to the downloaded folder in the terminal and extract the files:
 
      ```bash
-     tar -zxvf logstash-oss-with-opensearch-output-plugin-7.13.2-linux-x64.tar.gz
+     tar -zxvf logstash-oss-with-opensearch-output-plugin-7.16.2-linux-x64.tar.gz
      ```
 
-3. Navigate to the `logstash-7.13.2` directory.
+3. Navigate to the `logstash-7.16.2` directory.
 - You can add your pipeline configurations to the `config` directory. Logstash saves any data from the plugins in the `data` directory. The `bin` directory contains the binaries for starting Logstash and managing plugins.
 
 ### Docker
@@ -78,7 +78,7 @@ If you're migrating from an existing Logstash installation, you can install the
 1. Pull the Logstash oss package with the OpenSearch output plugin image:
 
     ```
-    docker pull opensearchproject/logstash-oss-with-opensearch-output-plugin:7.13.4
+    docker pull opensearchproject/logstash-oss-with-opensearch-output-plugin:7.16.2
     ```
 
 1. Create a Docker network:

From 40ad0c0814cbb4926a6e7f14ee974d5f27f29c0a Mon Sep 17 00:00:00 2001
From: Miki <miki@amazon.com>
Date: Wed, 22 Dec 2021 11:12:50 -0800
Subject: [PATCH 220/229] Update OpenSearch version to 1.2.3

Signed-off-by: Miki <miki@amazon.com>
---
 _config.yml        | 2 +-
 version-history.md | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/_config.yml b/_config.yml
index c398eeb5..31c55d22 100644
--- a/_config.yml
+++ b/_config.yml
@@ -5,7 +5,7 @@ baseurl: "/docs/latest" # the subpath of your site, e.g. /blog
 url: "https://opensearch.org" # the base hostname & protocol for your site, e.g. http://example.com
 permalink: /:path/
 
-opensearch_version: 1.2.0
+opensearch_version: 1.2.3
 opensearch_major_minor_version: 1.2
 lucene_version: 8_9_0
 
diff --git a/version-history.md b/version-history.md
index 7d658674..acd39bdb 100644
--- a/version-history.md
+++ b/version-history.md
@@ -9,6 +9,7 @@ permalink: /version-history/
 
 OpenSearch version | Release highlights | Release date
 :--- | :--- | :--- | :---
+[1.2.3](https://github.com/opensearch-project/OpenSearch/blob/main/release-notes/opensearch.release-notes-1.2.3.md) | Updates the version of Log4j used in OpenSearch to Log4j 2.17.0 as recommended by the advisory in [CVE-2021-45105](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-45105). | 22 December 2021
 [1.2.0](https://github.com/opensearch-project/OpenSearch/blob/main/release-notes/opensearch.release-notes-1.2.0.md) | Adds observability, new attribution ratio API for Anomaly Detection, shard-level indexing back-pressure, new "match" query type for SQL and PPL, support for Faiss libraries in k-NN, and custom Dashboards branding. | 23 November 2021
 [1.1.0](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.1.0.md) | Adds cross-cluster replication, security for Index Management, bucket-level alerting, a CLI to help with upgrading from Elasticsearch OSS to OpenSearch, and enhancements to high cardinality data in the anomaly detection plugin. | 5 October 2021
 [1.0.1](https://github.com/opensearch-project/opensearch-build/tree/main/release-notes/opensearch-release-notes-1.0.1.md) | Bug fixes. | 1 September 2021

From 13dd9a4e0249ace62f5e8a47b55d9eefcc9ad279 Mon Sep 17 00:00:00 2001
From: Miki <miki@amazon.com>
Date: Wed, 22 Dec 2021 11:27:02 -0800
Subject: [PATCH 221/229] Separate OpenSearch Dashboards version from that of
 OpenSearch

Signed-off-by: Miki <miki@amazon.com>
---
 _config.yml                               | 1 +
 _dashboards/install/docker.md             | 2 +-
 _opensearch/install/docker-security.md    | 2 +-
 _opensearch/install/docker.md             | 6 +++---
 _security-plugin/configuration/disable.md | 4 ++--
 5 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/_config.yml b/_config.yml
index 31c55d22..5447c8e9 100644
--- a/_config.yml
+++ b/_config.yml
@@ -6,6 +6,7 @@ url: "https://opensearch.org" # the base hostname & protocol for your site, e.g.
 permalink: /:path/
 
 opensearch_version: 1.2.3
+opensearch_dashboards_version: 1.2.0
 opensearch_major_minor_version: 1.2
 lucene_version: 8_9_0
 
diff --git a/_dashboards/install/docker.md b/_dashboards/install/docker.md
index 29608e63..cca5b1c5 100644
--- a/_dashboards/install/docker.md
+++ b/_dashboards/install/docker.md
@@ -9,7 +9,7 @@ nav_order: 1
 
 You *can* start OpenSearch Dashboards using `docker run` after [creating a Docker network](https://docs.docker.com/engine/reference/commandline/network_create/) and starting OpenSearch, but the process of connecting OpenSearch Dashboards to OpenSearch is significantly easier with a Docker Compose file.
 
-1. Run `docker pull opensearchproject/opensearch-dashboards:{{site.opensearch_version}}`.
+1. Run `docker pull opensearchproject/opensearch-dashboards:{{site.opensearch_dashboards_version}}`.
 
 1. Create a [`docker-compose.yml`](https://docs.docker.com/compose/compose-file/) file appropriate for your environment. A sample file that includes OpenSearch Dashboards is available on the OpenSearch [Docker installation page]({{site.url}}{{site.baseurl}}/opensearch/install/docker#sample-docker-compose-file).
 
diff --git a/_opensearch/install/docker-security.md b/_opensearch/install/docker-security.md
index 21b66ec3..ca594e67 100644
--- a/_opensearch/install/docker-security.md
+++ b/_opensearch/install/docker-security.md
@@ -87,7 +87,7 @@ services:
     networks:
       - opensearch-net
   opensearch-dashboards
-    image: opensearchproject/opensearch-dashboards:{{site.opensearch_version}}
+    image: opensearchproject/opensearch-dashboards:{{site.opensearch_dashboards_version}}
     container_name: opensearch-dashboards
     ports:
       - 5601:5601
diff --git a/_opensearch/install/docker.md b/_opensearch/install/docker.md
index 4b287a4b..4c7262af 100644
--- a/_opensearch/install/docker.md
+++ b/_opensearch/install/docker.md
@@ -11,7 +11,7 @@ You can pull the OpenSearch Docker image just like any other image:
 
 ```bash
 docker pull opensearchproject/opensearch:{{site.opensearch_version}}
-docker pull opensearchproject/opensearch-dashboards:{{site.opensearch_version}}
+docker pull opensearchproject/opensearch-dashboards:{{site.opensearch_dashboards_version}}
 ```
 
 To check available versions, see [Docker Hub](https://hub.docker.com/u/opensearchproject).
@@ -131,7 +131,7 @@ services:
     networks:
       - opensearch-net
   opensearch-dashboards:
-    image: opensearchproject/opensearch-dashboards:{{site.opensearch_version}}
+    image: opensearchproject/opensearch-dashboards:{{site.opensearch_dashboards_version}}
     container_name: opensearch-dashboards
     ports:
       - 5601:5601
@@ -359,7 +359,7 @@ services:
       - opensearch-net
 
   opensearch-dashboards:
-    image: opensearchproject/opensearch-dashboards:{{site.opensearch_version}}
+    image: opensearchproject/opensearch-dashboards:{{site.opensearch_dashboards_version}}
     container_name: opensearch-dashboards
     ports:
       - 5601:5601
diff --git a/_security-plugin/configuration/disable.md b/_security-plugin/configuration/disable.md
index 78aed7a9..a9bb1100 100755
--- a/_security-plugin/configuration/disable.md
+++ b/_security-plugin/configuration/disable.md
@@ -36,7 +36,7 @@ If you disable the security plugin in `opensearch.yml` (or delete the plugin ent
 1. Create a new `Dockerfile`:
 
    ```
-   FROM opensearchproject/opensearch-dashboards:{{site.opensearch_version}}
+   FROM opensearchproject/opensearch-dashboards:{{site.opensearch_dashboards_version}}
    RUN /usr/share/opensearch-dashboards/bin/opensearch-dashboards-plugin remove securityDashboards
    COPY --chown=opensearch-dashboards:opensearch-dashboards opensearch_dashboards.yml /usr/share/opensearch-dashboards/config/
    ```
@@ -57,6 +57,6 @@ If you disable the security plugin in `opensearch.yml` (or delete the plugin ent
    docker build --tag=opensearch-dashboards-no-security .
    ```
 
-1. In `docker-compose.yml`, change `opensearchproject/opensearch-dashboards:{{site.opensearch_version}}` to `opensearch-dashboards-no-security`.
+1. In `docker-compose.yml`, change `opensearchproject/opensearch-dashboards:{{site.opensearch_dashboards_version}}` to `opensearch-dashboards-no-security`.
 1. Change `OPENSEARCH_HOSTS` or `opensearch.hosts` to `http://` rather than `https://`.
 1. Enter `docker-compose up`.

From a50b530f021bd0ec8275c79f4a67d21bc743856d Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 22 Dec 2021 12:04:20 -0800
Subject: [PATCH 222/229] Added back in 1.1 plugins

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _opensearch/install/plugins.md | 20 +++++++++++++++++++-
 1 file changed, 19 insertions(+), 1 deletion(-)

diff --git a/_opensearch/install/plugins.md b/_opensearch/install/plugins.md
index e73a671b..f586d57c 100644
--- a/_opensearch/install/plugins.md
+++ b/_opensearch/install/plugins.md
@@ -52,7 +52,7 @@ bin/opensearch-plugin list
   </thead>
   <tbody>
   <tr>
-    <td>1.1.0</td>
+    <td>1.2.0</td>
     <td>
       <pre>analysis-icu                         1.1.0
 analysis-kuromoji                    1.1.0
@@ -87,6 +87,24 @@ repository-s3                        1.1.0
 store-smb                            1.1.0
 transport-nio                        1.1.0
 </pre>
+<tr>
+  <td>1.1.0</td>
+  <td>
+    <pre>opensearch-alerting                  1.1.0.0
+opensearch-anomaly-detection         1.1.0.0
+opensearch-asynchronous-search       1.1.0.0
+opensearch-cross-cluster-replication 1.1.0.0
+opensearch-index-management          1.1.0.0
+opensearch-job-scheduler             1.1.0.0
+opensearch-knn                       1.1.0.0
+opensearch-notebooks                 1.1.0.0
+opensearch-performance-analyzer      1.1.0.0
+opensearch-reports-scheduler         1.1.0.0
+opensearch-security                  1.1.0.0
+opensearch-sql                       1.1.0.0
+</pre>
+  </td>
+</tr>
     </td>
   </tr>
   <tr>

From 4aa30a6519b210a4eb916c6bef9ddf48ba2d8410 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 22 Dec 2021 12:09:00 -0800
Subject: [PATCH 223/229] Changed docker pull to latest

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _opensearch/install/docker.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/_opensearch/install/docker.md b/_opensearch/install/docker.md
index 4c7262af..66a1c1d1 100644
--- a/_opensearch/install/docker.md
+++ b/_opensearch/install/docker.md
@@ -10,8 +10,8 @@ nav_order: 3
 You can pull the OpenSearch Docker image just like any other image:
 
 ```bash
-docker pull opensearchproject/opensearch:{{site.opensearch_version}}
-docker pull opensearchproject/opensearch-dashboards:{{site.opensearch_dashboards_version}}
+docker pull opensearchproject/opensearch:latest
+docker pull opensearchproject/opensearch-dashboards:latest
 ```
 
 To check available versions, see [Docker Hub](https://hub.docker.com/u/opensearchproject).
@@ -378,7 +378,7 @@ networks:
   opensearch-net:
 ```
 
-The environment variable `"DISABLE_SECURITY_DASHBOARDS_PLUGIN=true"` disables the security dashboards plugin in OpenSearch Dashboards by removing the security dashboards plugin folder, removing all related settings in the `opensearch_dashboards.yml` file, and setting the `opensearch.hosts` entry protocol from HTTPS to HTTP. 
-You can't reverse this step as the security dashboards plugin is removed in the process. 
+The environment variable `"DISABLE_SECURITY_DASHBOARDS_PLUGIN=true"` disables the security dashboards plugin in OpenSearch Dashboards by removing the security dashboards plugin folder, removing all related settings in the `opensearch_dashboards.yml` file, and setting the `opensearch.hosts` entry protocol from HTTPS to HTTP.
+You can't reverse this step as the security dashboards plugin is removed in the process.
 To re-enable security for OpenSearch Dashboards, start a new container and set `DISABLE_SECURITY_DASHBOARDS_PLUGIN` to false or leave it unset.
 {: .note}

From c827adb9a932dcb3b8991bb167953de5dd82c0f0 Mon Sep 17 00:00:00 2001
From: ashwinkumar12345 <kumarjao@users.noreply.github.com>
Date: Mon, 27 Dec 2021 00:10:00 -0800
Subject: [PATCH 224/229] logstash version update

Signed-off-by: ashwinkumar12345 <kumarjao@users.noreply.github.com>
---
 _clients/agents-and-ingestion-tools/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_clients/agents-and-ingestion-tools/index.md b/_clients/agents-and-ingestion-tools/index.md
index 04adfb1e..9cc28b18 100644
--- a/_clients/agents-and-ingestion-tools/index.md
+++ b/_clients/agents-and-ingestion-tools/index.md
@@ -58,7 +58,7 @@ Some users report compatibility issues with ingest pipelines on these versions o
 
 ### Compatibility Matrix for Logstash
 
-| | Logstash OSS 7.x to 7.11.x | Logstash OSS 7.12.x\* | Logstash 7.13.x without OpenSearch output plugin | Logstash 7.13.x with OpenSearch output plugin |
+| | Logstash OSS 7.x to 7.11.x | Logstash OSS 7.12.x\* | Logstash 7.13.x-7.16.x without OpenSearch output plugin | Logstash 7.13.x-7.16.x with OpenSearch output plugin |
 | :---| :--- | :--- | :--- | :--- |
 | Elasticsearch OSS 7.x to 7.9.x | *Yes* | *Yes* | *No* | *Yes* |
 | Elasticsearch OSS 7.10.2 | *Yes* | *Yes* | *No* | *Yes* |

From 4da16e3473d57f499580dc700f9343089f63d3e1 Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Mon, 3 Jan 2022 16:02:32 -0800
Subject: [PATCH 225/229] Added testimonials and connect

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _data/footer.yml | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/_data/footer.yml b/_data/footer.yml
index 3024dcb7..5a9c1524 100644
--- a/_data/footer.yml
+++ b/_data/footer.yml
@@ -20,19 +20,22 @@ columns:
   -
     title: 'Resources'
     links:
-      #- 
+      #-
       #  title: 'Documentation'
       #  url: 'https://github.com/opensearch/documentation'
-      - 
+      -
         title: FAQ
         url: '/faq/'
+      -
+        title: Testimonials
+        url: '/testimonials.html'
       -
         title: 'Brand Guidelines'
         url: '/brand.html'
       -
         title: 'Trademark Usage Policy'
         url: '/trademark-usage.html'
-      - 
+      -
         title: OpenSearch Disambiguation
         url: '/disambiguation.html'
   -
@@ -45,5 +48,5 @@ columns:
       #  title: 'Facebook'
       #  url: 'http://www.facebook.com/opensearch'
       -
-        title: 'E-mail'
-        url: 'mailto:opensearch@amazon.com'
\ No newline at end of file
+        title: 'Connect'
+        url: 'https://opensearch.org/connect.html'

From 6fb47178c28c68914260cd9daa0f32ddd164d964 Mon Sep 17 00:00:00 2001
From: syrinx05p <syrinx05p@gmail.com>
Date: Tue, 4 Jan 2022 16:04:31 +0900
Subject: [PATCH 226/229] add usage of seq_no and primary_term when updating
 resources

Signed-off-by: syrinx05p <syrinx05p@gmail.com>
---
 _monitoring-plugins/alerting/api.md | 98 ++++++++++++++++++++++++++++-
 1 file changed, 95 insertions(+), 3 deletions(-)

diff --git a/_monitoring-plugins/alerting/api.md b/_monitoring-plugins/alerting/api.md
index 07bdc682..b1069137 100644
--- a/_monitoring-plugins/alerting/api.md
+++ b/_monitoring-plugins/alerting/api.md
@@ -514,7 +514,7 @@ POST _plugins/_alerting/monitors
 Introduced 1.0
 {: .label .label-purple }
 
-When you update a monitor, include the current version number as a parameter. OpenSearch increments the version number automatically (see the sample response).
+When you update a monitor, you can use the `seq_no` and `primary_term` to update an existing monitor. If these numbers don’t match the existing monitor or the monitor doesn’t exist, alerting throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
 
 #### Request
 
@@ -570,6 +570,58 @@ PUT _plugins/_alerting/monitors/<monitor_id>
   }],
   "last_update_time": 1551466639295
 }
+
+PUT _plugins/_alerting/monitors/<monitor_id>?if_seq_no=3&if_primary_term=1
+{
+  "type": "monitor",
+  "name": "test-monitor",
+  "enabled": true,
+  "enabled_time": 1551466220455,
+  "schedule": {
+    "period": {
+      "interval": 1,
+      "unit": "MINUTES"
+    }
+  },
+  "inputs": [{
+    "search": {
+      "indices": [
+        "*"
+      ],
+      "query": {
+        "query": {
+          "match_all": {
+            "boost": 1
+          }
+        }
+      }
+    }
+  }],
+  "triggers": [{
+    "id": "StaeOmkBC25HCRGmL_y-",
+    "name": "test-trigger",
+    "severity": "1",
+    "condition": {
+      "script": {
+        "source": "return true",
+        "lang": "painless"
+      }
+    },
+    "actions": [{
+      "name": "test-action",
+      "destination_id": "RtaaOmkBC25HCRGm0fxi",
+      "subject_template": {
+        "source": "My Message Subject",
+        "lang": "mustache"
+      },
+      "message_template": {
+        "source": "This is my message body.",
+        "lang": "mustache"
+      }
+    }]
+  }],
+  "last_update_time": 1551466639295
+}
 ```
 
 #### Sample response
@@ -578,6 +630,8 @@ PUT _plugins/_alerting/monitors/<monitor_id>
 {
   "_id": "Q9aXOmkBC25HCRGmzfw-",
   "_version": 4,
+  "_seq_no": 4,
+  "_primary_term": 1,
   "monitor": {
     "type": "monitor",
     "name": "test-monitor",
@@ -650,6 +704,8 @@ GET _plugins/_alerting/monitors/<monitor_id>
 {
   "_id": "Q9aXOmkBC25HCRGmzfw-",
   "_version": 3,
+  "_seq_no": 3,
+  "_primary_term": 1,
   "monitor": {
     "type": "monitor",
     "name": "test-monitor",
@@ -1223,7 +1279,9 @@ POST _plugins/_alerting/destinations
 ```json
 {
   "_id": "nO-yFmkB8NzS6aXjJdiI",
-  "_version": 1,
+  "_version" : 1,
+  "_seq_no" : 3,
+  "_primary_term" : 1,
   "destination": {
     "type": "slack",
     "name": "my-destination",
@@ -1242,6 +1300,8 @@ POST _plugins/_alerting/destinations
 Introduced 1.0
 {: .label .label-purple }
 
+When you update a destination, you can use the `seq_no` and `primary_term` to update an existing destination. If these numbers don’t match the existing destination or the destination doesn’t exist, alerting throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
+
 #### Request
 
 ```json
@@ -1253,6 +1313,15 @@ PUT _plugins/_alerting/destinations/<destination-id>
     "url": "http://www.example.com"
   }
 }
+
+PUT _plugins/_alerting/destinations/<destination-id>?if_seq_no=3&if_primary_term=1
+{
+  "name": "my-updated-destination",
+  "type": "slack",
+  "slack": {
+    "url": "http://www.example.com"
+  }
+}
 ```
 
 #### Sample response
@@ -1260,7 +1329,9 @@ PUT _plugins/_alerting/destinations/<destination-id>
 ```json
 {
   "_id": "pe-1FmkB8NzS6aXjqvVY",
-  "_version": 4,
+  "_version" : 2,
+  "_seq_no" : 4,
+  "_primary_term" : 1,
   "destination": {
     "type": "slack",
     "name": "my-updated-destination",
@@ -1438,6 +1509,8 @@ POST _plugins/_alerting/destinations/email_accounts
 Introduced 1.0
 {: .label .label-purple }
 
+When you update an email account, you can use the `seq_no` and `primary_term` to update an existing email account. If these numbers don’t match the existing email account or the email account doesn’t exist, alerting throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
+
 #### Request
 ```json
 PUT _plugins/_alerting/destinations/email_accounts/<email_account_id>
@@ -1448,6 +1521,15 @@ PUT _plugins/_alerting/destinations/email_accounts/<email_account_id>
   "port": 465,
   "method": "ssl"
 }
+
+PUT _plugins/_alerting/destinations/email_accounts/<email_account_id>?if_seq_no=18&if_primary_term=2
+{
+  "name": "example_account",
+  "email": "example@email.com",
+  "host": "smtp.email.com",
+  "port": 465,
+  "method": "ssl"
+}
 ```
 #### Sample response
 ```json
@@ -1636,6 +1718,8 @@ POST _plugins/_alerting/destinations/email_groups
 Introduced 1.0
 {: .label .label-purple }
 
+When you update an email group, you can use the `seq_no` and `primary_term` to update an existing email group. If these numbers don’t match the existing email group or the email group doesn’t exist, alerting throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
+
 #### Request
 
 ```json
@@ -1646,6 +1730,14 @@ PUT _plugins/_alerting/destinations/email_groups/<email_group_id>
     "email": "example@email.com"
   }]
 }
+
+PUT _plugins/_alerting/destinations/email_groups/<email_group_id>?if_seq_no=16&if_primary_term=2
+{
+  "name": "example_email_group",
+  "emails": [{
+    "email": "example@email.com"
+  }]
+}
 ```
 #### Sample response
 

From eba57bdd1284ce52433bbf6eb159978f2211a5e2 Mon Sep 17 00:00:00 2001
From: syrinx05p <syrinx05p@gmail.com>
Date: Wed, 5 Jan 2022 10:46:31 +0900
Subject: [PATCH 227/229] fix minor description issues on Alerting API doc

Signed-off-by: syrinx05p <syrinx05p@gmail.com>
---
 _monitoring-plugins/alerting/api.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/_monitoring-plugins/alerting/api.md b/_monitoring-plugins/alerting/api.md
index b1069137..e936d251 100644
--- a/_monitoring-plugins/alerting/api.md
+++ b/_monitoring-plugins/alerting/api.md
@@ -514,7 +514,7 @@ POST _plugins/_alerting/monitors
 Introduced 1.0
 {: .label .label-purple }
 
-When you update a monitor, you can use the `seq_no` and `primary_term` to update an existing monitor. If these numbers don’t match the existing monitor or the monitor doesn’t exist, alerting throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
+When updating a monitor, you can optionally include `seq_no` and `primary_term` as URL parameters. If these numbers don't match the existing monitor or the monitor doesn't exist, the alerting plugin throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
 
 #### Request
 
@@ -1300,7 +1300,7 @@ POST _plugins/_alerting/destinations
 Introduced 1.0
 {: .label .label-purple }
 
-When you update a destination, you can use the `seq_no` and `primary_term` to update an existing destination. If these numbers don’t match the existing destination or the destination doesn’t exist, alerting throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
+When updating a destination, you can optionally include `seq_no` and `primary_term` as URL parameters. If these numbers don't match the existing destination or the destination doesn't exist, the alerting plugin throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
 
 #### Request
 
@@ -1509,7 +1509,7 @@ POST _plugins/_alerting/destinations/email_accounts
 Introduced 1.0
 {: .label .label-purple }
 
-When you update an email account, you can use the `seq_no` and `primary_term` to update an existing email account. If these numbers don’t match the existing email account or the email account doesn’t exist, alerting throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
+When updating an email account, you can optionally include `seq_no` and `primary_term` as URL parameters. If these numbers don't match the existing email account or the email account doesn't exist, the alerting plugin throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
 
 #### Request
 ```json
@@ -1718,7 +1718,7 @@ POST _plugins/_alerting/destinations/email_groups
 Introduced 1.0
 {: .label .label-purple }
 
-When you update an email group, you can use the `seq_no` and `primary_term` to update an existing email group. If these numbers don’t match the existing email group or the email group doesn’t exist, alerting throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
+When updating an email group, you can optionally include `seq_no` and `primary_term` as URL parameters. If these numbers don't match the existing email group or the email group doesn't exist, the alerting plugin throws an error. OpenSearch increments the version number and the sequence number automatically (see the sample response).
 
 #### Request
 

From ec51930b60a008abdf0410203a57528568ba65ca Mon Sep 17 00:00:00 2001
From: Liz Snyder <elizabsn@amazon.com>
Date: Wed, 5 Jan 2022 15:44:42 -0800
Subject: [PATCH 228/229] Minor UI change

Signed-off-by: Liz Snyder <elizabsn@amazon.com>
---
 _im-plugin/index-transforms/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_im-plugin/index-transforms/index.md b/_im-plugin/index-transforms/index.md
index 38d886ef..e4882303 100644
--- a/_im-plugin/index-transforms/index.md
+++ b/_im-plugin/index-transforms/index.md
@@ -51,7 +51,7 @@ On the other hand, aggregations let you perform simple calculations. For example
 
 You can configure transform jobs to run once or multiple times on a schedule. Transform jobs are enabled by default.
 
-1. For **transformation execution frequency**, select **Define by fixed interval** and specify a **transform interval**.
+1. For **transformation execution interval**, specify a transform interval in minutes, hours, or days.
 2. Under **Advanced**, specify an optional amount for **Pages per execution**. A larger number means more data is processed in each search request, but also uses more memory and causes higher latency. Exceeding allowed memory limits can cause exceptions and errors to occur.
 3. Choose **Next**.
 

From b98c65cd9dfe0bbfae2960f66b8d7d03e7337f2f Mon Sep 17 00:00:00 2001
From: keithhc2 <keithhc2@users.noreply.github.com>
Date: Wed, 5 Jan 2022 16:11:25 -0800
Subject: [PATCH 229/229] Added note about important settings

Signed-off-by: keithhc2 <keithhc2@users.noreply.github.com>
---
 _opensearch/install/docker.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/_opensearch/install/docker.md b/_opensearch/install/docker.md
index 66a1c1d1..6edae4db 100644
--- a/_opensearch/install/docker.md
+++ b/_opensearch/install/docker.md
@@ -77,6 +77,8 @@ To stop the cluster and delete all data volumes, run:
 docker-compose down -v
 ```
 
+If you're running your cluster in a production environment, be sure to refer to [Important settings]({{site.url}}{{site.baseurl}}/opensearch/install/important-settings) when configuring your machine and cluster.
+{: .note}
 
 #### Sample Docker Compose file