Online store feature groups supports Standard and InMemory tier stora…

…ge types for low latency storage for real-time data retrieval. The InMemory tier supports collection types List, Set, and Vector.

generator/ServiceModels/sagemaker/sagemaker-2017-07-24.api.json

@@ -5374,6 +5374,13 @@
       "min":1,
       "pattern":"[\\w-]+_[0-9a-zA-Z]+"
     },
+    "CollectionConfig":{
+      "type":"structure",
+      "members":{
+        "VectorConfig":{"shape":"VectorConfig"}
+      },
+      "union":true
+    },
     "CollectionConfiguration":{
       "type":"structure",
       "members":{
@@ -5400,6 +5407,14 @@
       "max":20,
       "min":0
     },
+    "CollectionType":{
+      "type":"string",
+      "enum":[
+        "List",
+        "Set",
+        "Vector"
+      ]
+    },
     "CompilationJobArn":{
       "type":"string",
       "max":256,
@@ -9707,6 +9722,11 @@
       "type":"list",
       "member":{"shape":"Device"}
     },
+    "Dimension":{
+      "type":"integer",
+      "max":8192,
+      "min":1
+    },
     "DirectInternetAccess":{
       "type":"string",
       "enum":[
@@ -10541,7 +10561,9 @@
       "type":"structure",
       "members":{
         "FeatureName":{"shape":"FeatureName"},
-        "FeatureType":{"shape":"FeatureType"}
+        "FeatureType":{"shape":"FeatureType"},
+        "CollectionType":{"shape":"CollectionType"},
+        "CollectionConfig":{"shape":"CollectionConfig"}
       }
     },
     "FeatureDefinitions":{
@@ -16386,7 +16408,8 @@
       "members":{
         "SecurityConfig":{"shape":"OnlineStoreSecurityConfig"},
         "EnableOnlineStore":{"shape":"Boolean"},
-        "TtlDuration":{"shape":"TtlDuration"}
+        "TtlDuration":{"shape":"TtlDuration"},
+        "StorageType":{"shape":"StorageType"}
       }
     },
     "OnlineStoreConfigUpdate":{
@@ -19373,6 +19396,13 @@
         "MaxWaitTimeInSeconds":{"shape":"MaxWaitTimeInSeconds"}
       }
     },
+    "StorageType":{
+      "type":"string",
+      "enum":[
+        "Standard",
+        "InMemory"
+      ]
+    },
     "String":{"type":"string"},
     "String1024":{
       "type":"string",
@@ -21352,6 +21382,13 @@
       "type":"float",
       "min":0
     },
+    "VectorConfig":{
+      "type":"structure",
+      "required":["Dimension"],
+      "members":{
+        "Dimension":{"shape":"Dimension"}
+      }
+    },
     "VendorGuidance":{
       "type":"string",
       "enum":[

sdk/code-analysis/ServiceAnalysis/SageMaker/Generated/PropertyValueRules.xml

@@ -10555,6 +10555,11 @@
     <max>2048</max>
     <pattern>^arn:aws[a-z\-]*:iam::\d{12}:role/?[a-zA-Z_0-9+=,.@\-_/]+$</pattern>
   </property-value-rule>
+  <property-value-rule>
+    <property>Amazon.SageMaker.Model.VectorConfig.Dimension</property>
+    <min>1</min>
+    <max>8192</max>
+  </property-value-rule>
   <property-value-rule>
     <property>Amazon.SageMaker.Model.Vertex.Arn</property>
     <max>256</max>

sdk/src/Services/SageMaker/Generated/Model/CaptureContentTypeHeader.cs

@@ -30,7 +30,7 @@ namespace Amazon.SageMaker.Model
 {
     /// <summary>
     /// Configuration specifying how to treat different headers. If no headers are specified
-    /// SageMaker will by default base64 encode when capturing the data.
+    /// Amazon SageMaker will by default base64 encode when capturing the data.
     /// </summary>
     public partial class CaptureContentTypeHeader
     {
@@ -40,7 +40,7 @@ public partial class CaptureContentTypeHeader
         /// <summary>
         /// Gets and sets the property CsvContentTypes. 
         /// <para>
-        /// The list of all content type headers that SageMaker will treat as CSV and capture
+        /// The list of all content type headers that Amazon SageMaker will treat as CSV and capture
         /// accordingly.
         /// </para>
         /// </summary>

sdk/src/Services/SageMaker/Generated/Model/CollectionConfig.cs

@@ -0,0 +1,62 @@
+/*
+ * Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+ * 
+ * Licensed under the Apache License, Version 2.0 (the "License").
+ * You may not use this file except in compliance with the License.
+ * A copy of the License is located at
+ * 
+ *  http://aws.amazon.com/apache2.0
+ * 
+ * or in the "license" file accompanying this file. This file is distributed
+ * on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either
+ * express or implied. See the License for the specific language governing
+ * permissions and limitations under the License.
+ */
+
+/*
+ * Do not modify this file. This file is generated from the sagemaker-2017-07-24.normal.json service model.
+ */
+using System;
+using System.Collections.Generic;
+using System.Xml.Serialization;
+using System.Text;
+using System.IO;
+using System.Net;
+
+using Amazon.Runtime;
+using Amazon.Runtime.Internal;
+
+namespace Amazon.SageMaker.Model
+{
+    /// <summary>
+    /// Configuration for your collection.
+    /// </summary>
+    public partial class CollectionConfig
+    {
+        private VectorConfig _vectorConfig;
+
+        /// <summary>
+        /// Gets and sets the property VectorConfig. 
+        /// <para>
+        /// Configuration for your vector collection type.
+        /// </para>
+        ///  <ul> <li> 
+        /// <para>
+        ///  <code>Dimension</code>: The number of elements in your vector.
+        /// </para>
+        ///  </li> </ul>
+        /// </summary>
+        public VectorConfig VectorConfig
+        {
+            get { return this._vectorConfig; }
+            set { this._vectorConfig = value; }
+        }
+
+        // Check to see if VectorConfig property is set
+        internal bool IsSetVectorConfig()
+        {
+            return this._vectorConfig != null;
+        }
+
+    }
+}

sdk/src/Services/SageMaker/Generated/Model/CreateAutoMLJobRequest.cs

@@ -41,8 +41,8 @@ namespace Amazon.SageMaker.Model
     ///  
     /// <para>
     ///  <code>CreateAutoMLJobV2</code> can manage tabular problem types identical to those
-    /// of its previous version <code>CreateAutoMLJob</code>, as well as non-tabular problem
-    /// types such as image or text classification.
+    /// of its previous version <code>CreateAutoMLJob</code>, as well as time-series forecasting,
+    /// and non-tabular problem types such as image or text classification.
     /// </para>
     ///  
     /// <para>

sdk/src/Services/SageMaker/Generated/Model/CreateAutoMLJobV2Request.cs

@@ -43,8 +43,8 @@ namespace Amazon.SageMaker.Model
     ///  
     /// <para>
     ///  <code>CreateAutoMLJobV2</code> can manage tabular problem types identical to those
-    /// of its previous version <code>CreateAutoMLJob</code>, as well as non-tabular problem
-    /// types such as image or text classification.
+    /// of its previous version <code>CreateAutoMLJob</code>, as well as time-series forecasting,
+    /// and non-tabular problem types such as image or text classification.
     /// </para>
     ///  
     /// <para>

sdk/src/Services/SageMaker/Generated/Model/CreateDataQualityJobDefinitionRequest.cs

@@ -211,8 +211,8 @@ internal bool IsSetStoppingCondition()
         /// <summary>
         /// Gets and sets the property Tags. 
         /// <para>
-        /// (Optional) An array of key-value pairs. For more information, see <a href="https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL">Using
-        /// Cost Allocation Tags</a> in the <i>Amazon Web Services Billing and Cost Management
+        /// (Optional) An array of key-value pairs. For more information, see <a href="https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL">
+        /// Using Cost Allocation Tags</a> in the <i>Amazon Web Services Billing and Cost Management
         /// User Guide</i>.
         /// </para>
         /// </summary>

sdk/src/Services/SageMaker/Generated/Model/CreateModelBiasJobDefinitionRequest.cs

@@ -209,8 +209,8 @@ internal bool IsSetStoppingCondition()
         /// <summary>
         /// Gets and sets the property Tags. 
         /// <para>
-        /// (Optional) An array of key-value pairs. For more information, see <a href="https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL">Using
-        /// Cost Allocation Tags</a> in the <i>Amazon Web Services Billing and Cost Management
+        /// (Optional) An array of key-value pairs. For more information, see <a href="https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL">
+        /// Using Cost Allocation Tags</a> in the <i>Amazon Web Services Billing and Cost Management
         /// User Guide</i>.
         /// </para>
         /// </summary>

sdk/src/Services/SageMaker/Generated/Model/CreateModelExplainabilityJobDefinitionRequest.cs

@@ -209,8 +209,8 @@ internal bool IsSetStoppingCondition()
         /// <summary>
         /// Gets and sets the property Tags. 
         /// <para>
-        /// (Optional) An array of key-value pairs. For more information, see <a href="https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL">Using
-        /// Cost Allocation Tags</a> in the <i>Amazon Web Services Billing and Cost Management
+        /// (Optional) An array of key-value pairs. For more information, see <a href="https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL">
+        /// Using Cost Allocation Tags</a> in the <i>Amazon Web Services Billing and Cost Management
         /// User Guide</i>.
         /// </para>
         /// </summary>

sdk/src/Services/SageMaker/Generated/Model/CreateModelQualityJobDefinitionRequest.cs

@@ -210,8 +210,8 @@ internal bool IsSetStoppingCondition()
         /// <summary>
         /// Gets and sets the property Tags. 
         /// <para>
-        /// (Optional) An array of key-value pairs. For more information, see <a href="https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL">Using
-        /// Cost Allocation Tags</a> in the <i>Amazon Web Services Billing and Cost Management
+        /// (Optional) An array of key-value pairs. For more information, see <a href="https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL">
+        /// Using Cost Allocation Tags</a> in the <i>Amazon Web Services Billing and Cost Management
         /// User Guide</i>.
         /// </para>
         /// </summary>

sdk/src/Services/SageMaker/Generated/Model/DataCaptureConfig.cs

@@ -139,9 +139,8 @@ internal bool IsSetInitialSamplingPercentage()
         /// <summary>
         /// Gets and sets the property KmsKeyId. 
         /// <para>
-        /// The Amazon Resource Name (ARN) of a Amazon Web Services Key Management Service key
-        /// that SageMaker uses to encrypt the captured data at rest using Amazon S3 server-side
-        /// encryption.
+        /// The Amazon Resource Name (ARN) of an Key Management Service key that SageMaker uses
+        /// to encrypt the captured data at rest using Amazon S3 server-side encryption.
         /// </para>
         ///  
         /// <para>

sdk/src/Services/SageMaker/Generated/Model/DataQualityAppSpecification.cs

@@ -140,7 +140,7 @@ internal bool IsSetPostAnalyticsProcessorSourceUri()
         /// Gets and sets the property RecordPreprocessorSourceUri. 
         /// <para>
         /// An Amazon S3 URI to a script that is called per row prior to running analysis. It
-        /// can base64 decode the payload and convert it into a flatted json so that the built-in
+        /// can base64 decode the payload and convert it into a flattened JSON so that the built-in
         /// container can use the converted data. Applicable only for the built-in (first party)
         /// containers.
         /// </para>

sdk/src/Services/SageMaker/Generated/Model/DescribeModelBiasJobDefinitionResponse.cs

@@ -212,9 +212,8 @@ internal bool IsSetNetworkConfig()
         /// <summary>
         /// Gets and sets the property RoleArn. 
         /// <para>
-        /// The Amazon Resource Name (ARN) of the Amazon Web Services Identity and Access Management
-        /// (IAM) role that has read permission to the input data location and write permission
-        /// to the output data location in Amazon S3.
+        /// The Amazon Resource Name (ARN) of the IAM role that has read permission to the input
+        /// data location and write permission to the output data location in Amazon S3.
         /// </para>
         /// </summary>
         [AWSProperty(Required=true, Min=20, Max=2048)]

sdk/src/Services/SageMaker/Generated/Model/DescribeModelExplainabilityJobDefinitionResponse.cs

@@ -212,9 +212,8 @@ internal bool IsSetNetworkConfig()
         /// <summary>
         /// Gets and sets the property RoleArn. 
         /// <para>
-        /// The Amazon Resource Name (ARN) of the Amazon Web Services Identity and Access Management
-        /// (IAM) role that has read permission to the input data location and write permission
-        /// to the output data location in Amazon S3.
+        /// The Amazon Resource Name (ARN) of the IAM role that has read permission to the input
+        /// data location and write permission to the output data location in Amazon S3.
         /// </para>
         /// </summary>
         [AWSProperty(Required=true, Min=20, Max=2048)]

sdk/src/Services/SageMaker/Generated/Model/EndpointInput.cs

@@ -199,8 +199,8 @@ internal bool IsSetProbabilityThresholdAttribute()
         /// <summary>
         /// Gets and sets the property S3DataDistributionType. 
         /// <para>
-        /// Whether input data distributed in Amazon S3 is fully replicated or sharded by an S3
-        /// key. Defaults to <code>FullyReplicated</code> 
+        /// Whether input data distributed in Amazon S3 is fully replicated or sharded by an Amazon
+        /// S3 key. Defaults to <code>FullyReplicated</code> 
         /// </para>
         /// </summary>
         public ProcessingS3DataDistributionType S3DataDistributionType

sdk/src/Services/SageMaker/Generated/Model/FeatureDefinition.cs

@@ -35,9 +35,63 @@ namespace Amazon.SageMaker.Model
     /// </summary>
     public partial class FeatureDefinition
     {
+        private CollectionConfig _collectionConfig;
+        private CollectionType _collectionType;
         private string _featureName;
         private FeatureType _featureType;
 
+        /// <summary>
+        /// Gets and sets the property CollectionConfig. 
+        /// <para>
+        /// Configuration for your collection.
+        /// </para>
+        /// </summary>
+        public CollectionConfig CollectionConfig
+        {
+            get { return this._collectionConfig; }
+            set { this._collectionConfig = value; }
+        }
+
+        // Check to see if CollectionConfig property is set
+        internal bool IsSetCollectionConfig()
+        {
+            return this._collectionConfig != null;
+        }
+
+        /// <summary>
+        /// Gets and sets the property CollectionType. 
+        /// <para>
+        /// A grouping of elements where each element within the collection must have the same
+        /// feature type (<code>String</code>, <code>Integral</code>, or <code>Fractional</code>).
+        /// </para>
+        ///  <ul> <li> 
+        /// <para>
+        ///  <code>List</code>: An ordered collection of elements.
+        /// </para>
+        ///  </li> <li> 
+        /// <para>
+        ///  <code>Set</code>: An unordered collection of unique elements.
+        /// </para>
+        ///  </li> <li> 
+        /// <para>
+        ///  <code>Vector</code>: A specialized list that represents a fixed-size array of elements.
+        /// The vector dimension is determined by you. Must have elements with fractional feature
+        /// types. 
+        /// </para>
+        ///  </li> </ul>
+        /// </summary>
+        public CollectionType CollectionType
+        {
+            get { return this._collectionType; }
+            set { this._collectionType = value; }
+        }
+
+        // Check to see if CollectionType property is set
+        internal bool IsSetCollectionType()
+        {
+            return this._collectionType != null;
+        }
+
         /// <summary>
         /// Gets and sets the property FeatureName. 
         /// <para>

sdk/src/Services/SageMaker/Generated/Model/HolidayConfigAttributes.cs

@@ -44,7 +44,7 @@ public partial class HolidayConfigAttributes
         /// </para>
         ///  
         /// <para>
-        /// For the list of public holiday calendars supported by AutoML job V2, see <a href="https://docs.aws.amazon.com/forecast/latest/dg/holidays.html#holidays-country-codes">Country
+        /// For the list of public holiday calendars supported by AutoML job V2, see <a href="https://docs.aws.amazon.com/sagemaker/latest/dg/autopilot-timeseries-forecasting-holiday-calendars.html#holiday-country-codes">Country
         /// Codes</a>. Use the country code corresponding to the country of your choice.
         /// </para>
         /// </summary>