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@@ -174,6 +174,11 @@ <h2>Instance Methods</h2>
 </p>
 <p class="firstline">Returns the operations Resource.</p>
 
+<p class="toc_element">
+  <code><a href="aiplatform_v1.projects.locations.persistentResources.html">persistentResources()</a></code>
+</p>
+<p class="firstline">Returns the persistentResources Resource.</p>
+
 <p class="toc_element">
   <code><a href="aiplatform_v1.projects.locations.pipelineJobs.html">pipelineJobs()</a></code>
 </p>
@@ -209,6 +214,11 @@ <h2>Instance Methods</h2>
 </p>
 <p class="firstline">Returns the trainingPipelines Resource.</p>
 
+<p class="toc_element">
+  <code><a href="aiplatform_v1.projects.locations.tuningJobs.html">tuningJobs()</a></code>
+</p>
+<p class="firstline">Returns the tuningJobs Resource.</p>
+
 <p class="toc_element">
   <code><a href="#close">close()</a></code></p>
 <p class="firstline">Close httplib2 connections.</p>
 
@@ -377,7 +377,7 @@ <h3>Method Details</h3>
   body: object, The request body.
     The object takes the form of:
 
-{ # The request message for MatchService.FindNeighbors.
+{ # LINT.IfChange The request message for MatchService.FindNeighbors.
   &quot;deployedIndexId&quot;: &quot;A String&quot;, # The ID of the DeployedIndex that will serve the request. This request is sent to a specific IndexEndpoint, as per the IndexEndpoint.network. That IndexEndpoint also has IndexEndpoint.deployed_indexes, and each such index has a DeployedIndex.id field. The value of the field below must equal one of the DeployedIndex.id fields of the IndexEndpoint that is being called for this request.
   &quot;queries&quot;: [ # The list of queries.
     { # A query to find a number of the nearest neighbors (most similar vectors) of a vector.
 
@@ -598,7 +598,7 @@ <h3>Method Details</h3>
 
 Args:
   parent: string, Required. The resource name of the Location to list the Models from. Format: `projects/{project}/locations/{location}` (required)
-  filter: string, An expression for filtering the results of the request. For field names both snake_case and camelCase are supported. * `model` supports = and !=. `model` represents the Model ID, i.e. the last segment of the Model&#x27;s resource name. * `display_name` supports = and != * `labels` supports general map functions that is: * `labels.key=value` - key:value equality * `labels.key:* or labels:key - key existence * A key including a space must be quoted. `labels.&quot;a key&quot;`. Some examples: * `model=1234` * `displayName=&quot;myDisplayName&quot;` * `labels.myKey=&quot;myValue&quot;`
+  filter: string, An expression for filtering the results of the request. For field names both snake_case and camelCase are supported. * `model` supports = and !=. `model` represents the Model ID, i.e. the last segment of the Model&#x27;s resource name. * `display_name` supports = and != * `labels` supports general map functions that is: * `labels.key=value` - key:value equality * `labels.key:* or labels:key - key existence * A key including a space must be quoted. `labels.&quot;a key&quot;`. * `base_model_name` only supports = Some examples: * `model=1234` * `displayName=&quot;myDisplayName&quot;` * `labels.myKey=&quot;myValue&quot;` * `baseModelName=&quot;text-bison&quot;`
   orderBy: string, A comma-separated list of fields to order by, sorted in ascending order. Use &quot;desc&quot; after a field name for descending. Supported fields: * `display_name` * `create_time` * `update_time` Example: `display_name, create_time desc`.
   pageSize: integer, The standard list page size.
   pageToken: string, The standard list page token. Typically obtained via ListModelsResponse.next_page_token of the previous ModelService.ListModels call.
 
@@ -268,7 +268,7 @@ <h3>Method Details</h3>
 
 Args:
   parent: string, Required. The resource name of the Location from which to list the NotebookRuntimes. Format: `projects/{project}/locations/{location}` (required)
-  filter: string, Optional. An expression for filtering the results of the request. For field names both snake_case and camelCase are supported. * `notebookRuntime` supports = and !=. `notebookRuntime` represents the NotebookRuntime ID, i.e. the last segment of the NotebookRuntime&#x27;s resource name. * `displayName` supports = and != and regex. * `notebookRuntimeTemplate` supports = and !=. `notebookRuntimeTemplate` represents the NotebookRuntimeTemplate ID, i.e. the last segment of the NotebookRuntimeTemplate&#x27;s resource name. * `healthState` supports = and !=. healthState enum: [HEALTHY, UNHEALTHY, HEALTH_STATE_UNSPECIFIED]. * `runtimeState` supports = and !=. runtimeState enum: [RUNTIME_STATE_UNSPECIFIED, RUNNING, BEING_STARTED, BEING_STOPPED, STOPPED, BEING_UPGRADED]. * `runtimeUser` supports = and !=. * API version is UI only: `uiState` supports = and !=. uiState enum: [UI_RESOURCE_STATE_UNSPECIFIED, UI_RESOURCE_STATE_BEING_CREATED, UI_RESOURCE_STATE_ACTIVE, UI_RESOURCE_STATE_BEING_DELETED, UI_RESOURCE_STATE_CREATION_FAILED]. * `notebookRuntimeType` supports = and !=. notebookRuntimeType enum: [USER_DEFINED, ONE_CLICK]. Some examples: * `notebookRuntime=&quot;notebookRuntime123&quot;` * `displayName=&quot;myDisplayName&quot;` and `displayName=~&quot;myDisplayNameRegex&quot;` * `notebookRuntimeTemplate=&quot;notebookRuntimeTemplate321&quot;` * `healthState=HEALTHY` * `runtimeState=RUNNING` * `runtimeUser=&quot;[email protected]&quot;` * `uiState=UI_RESOURCE_STATE_BEING_DELETED` * `notebookRuntimeType=USER_DEFINED`
+  filter: string, Optional. An expression for filtering the results of the request. For field names both snake_case and camelCase are supported. * `notebookRuntime` supports = and !=. `notebookRuntime` represents the NotebookRuntime ID, i.e. the last segment of the NotebookRuntime&#x27;s resource name. * `displayName` supports = and != and regex. * `notebookRuntimeTemplate` supports = and !=. `notebookRuntimeTemplate` represents the NotebookRuntimeTemplate ID, i.e. the last segment of the NotebookRuntimeTemplate&#x27;s resource name. * `healthState` supports = and !=. healthState enum: [HEALTHY, UNHEALTHY, HEALTH_STATE_UNSPECIFIED]. * `runtimeState` supports = and !=. runtimeState enum: [RUNTIME_STATE_UNSPECIFIED, RUNNING, BEING_STARTED, BEING_STOPPED, STOPPED, BEING_UPGRADED, ERROR, INVALID]. * `runtimeUser` supports = and !=. * API version is UI only: `uiState` supports = and !=. uiState enum: [UI_RESOURCE_STATE_UNSPECIFIED, UI_RESOURCE_STATE_BEING_CREATED, UI_RESOURCE_STATE_ACTIVE, UI_RESOURCE_STATE_BEING_DELETED, UI_RESOURCE_STATE_CREATION_FAILED]. * `notebookRuntimeType` supports = and !=. notebookRuntimeType enum: [USER_DEFINED, ONE_CLICK]. Some examples: * `notebookRuntime=&quot;notebookRuntime123&quot;` * `displayName=&quot;myDisplayName&quot;` and `displayName=~&quot;myDisplayNameRegex&quot;` * `notebookRuntimeTemplate=&quot;notebookRuntimeTemplate321&quot;` * `healthState=HEALTHY` * `runtimeState=RUNNING` * `runtimeUser=&quot;[email protected]&quot;` * `uiState=UI_RESOURCE_STATE_BEING_DELETED` * `notebookRuntimeType=USER_DEFINED`
   orderBy: string, Optional. A comma-separated list of fields to order by, sorted in ascending order. Use &quot;desc&quot; after a field name for descending. Supported fields: * `display_name` * `create_time` * `update_time` Example: `display_name, create_time desc`.
   pageSize: integer, Optional. The standard list page size.
   pageToken: string, Optional. The standard list page token. Typically obtained via ListNotebookRuntimesResponse.next_page_token of the previous NotebookService.ListNotebookRuntimes call.