feat(client-sagemaker): Autopilot APIs will now support holiday featurization for Timeseries models. The models will now hold holiday metadata and should be able to accommodate holiday effect during inference.

Author: awstools

clients/client-sagemaker/src/commands/CreateAutoMLJobCommand.ts

@@ -41,8 +41,8 @@ export interface CreateAutoMLJobCommandOutput extends CreateAutoMLJobResponse, _
  *             <p>We recommend using the new versions <a href="https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_CreateAutoMLJobV2.html">CreateAutoMLJobV2</a> and <a href="https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_DescribeAutoMLJobV2.html">DescribeAutoMLJobV2</a>, which offer backward compatibility.</p>
  *             <p>
  *                <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.</p>
+ *             its previous version <code>CreateAutoMLJob</code>, as well as time-series forecasting,
+ *             and non-tabular problem types such as image or text classification.</p>
  *             <p>Find guidelines about how to migrate a <code>CreateAutoMLJob</code> to
  *                <code>CreateAutoMLJobV2</code> in <a href="https://docs.aws.amazon.com/sagemaker/latest/dg/autopilot-automate-model-development-create-experiment-api.html#autopilot-create-experiment-api-migrate-v1-v2">Migrate a CreateAutoMLJob to CreateAutoMLJobV2</a>.</p>
  *          </note>

clients/client-sagemaker/src/commands/CreateAutoMLJobV2Command.ts

@@ -43,8 +43,8 @@ export interface CreateAutoMLJobV2CommandOutput extends CreateAutoMLJobV2Respons
  *             and <a href="https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_DescribeAutoMLJob.html">DescribeAutoMLJob</a> which offer backward compatibility.</p>
  *             <p>
  *                <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.</p>
+ *             its previous version <code>CreateAutoMLJob</code>, as well as time-series forecasting,
+ *             and non-tabular problem types such as image or text classification.</p>
  *             <p>Find guidelines about how to migrate a <code>CreateAutoMLJob</code> to
  *                <code>CreateAutoMLJobV2</code> in <a href="https://docs.aws.amazon.com/sagemaker/latest/dg/autopilot-automate-model-development-create-experiment-api.html#autopilot-create-experiment-api-migrate-v1-v2">Migrate a CreateAutoMLJob to CreateAutoMLJobV2</a>.</p>
  *          </note>
@@ -145,6 +145,11 @@ export interface CreateAutoMLJobV2CommandOutput extends CreateAutoMLJobV2Respons
  *           "STRING_VALUE",
  *         ],
  *       },
+ *       HolidayConfig: [ // HolidayConfig
+ *         { // HolidayConfigAttributes
+ *           CountryCode: "STRING_VALUE",
+ *         },
+ *       ],
  *     },
  *   },
  *   RoleArn: "STRING_VALUE", // required

clients/client-sagemaker/src/commands/DeleteExperimentCommand.ts

@@ -13,8 +13,7 @@ import {
   SerdeContext as __SerdeContext,
 } from "@smithy/types";
 
-import { DeleteExperimentRequest } from "../models/models_1";
-import { DeleteExperimentResponse } from "../models/models_2";
+import { DeleteExperimentRequest, DeleteExperimentResponse } from "../models/models_2";
 import { de_DeleteExperimentCommand, se_DeleteExperimentCommand } from "../protocols/Aws_json1_1";
 import { SageMakerClientResolvedConfig, ServiceInputTypes, ServiceOutputTypes } from "../SageMakerClient";
 

clients/client-sagemaker/src/commands/DescribeAutoMLJobV2Command.ts

@@ -142,6 +142,11 @@ export interface DescribeAutoMLJobV2CommandOutput extends DescribeAutoMLJobV2Res
  * //           "STRING_VALUE",
  * //         ],
  * //       },
+ * //       HolidayConfig: [ // HolidayConfig
+ * //         { // HolidayConfigAttributes
+ * //           CountryCode: "STRING_VALUE",
+ * //         },
+ * //       ],
  * //     },
  * //   },
  * //   CreationTime: new Date("TIMESTAMP"), // required

clients/client-sagemaker/src/models/models_0.ts

@@ -5923,6 +5923,22 @@ export interface TextClassificationJobConfig {
   TargetLabelColumn: string | undefined;
 }
 
+/**
+ * @public
+ * <p>Stores the holiday featurization attributes applicable to each item of time-series
+ *          datasets during the training of a forecasting model. This allows the model to identify
+ *          patterns associated with specific holidays.</p>
+ */
+export interface HolidayConfigAttributes {
+  /**
+   * @public
+   * <p>The country code for the holiday calendar.</p>
+   *          <p>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 Codes</a>. Use the country code corresponding to the country of your
+   *          choice.</p>
+   */
+  CountryCode?: string;
+}
+
 /**
  * @public
  * <p>The collection of components that defines the time-series.</p>
@@ -6041,11 +6057,6 @@ export interface TimeSeriesTransformations {
  * @public
  * <p>The collection of settings used by an AutoML job V2 for the time-series forecasting
  *          problem type.</p>
- *          <note>
- *             <p>The <code>TimeSeriesForecastingJobConfig</code> problem type is only available in
- *             private beta. Contact Amazon Web Services Support or your account manager to learn more
- *             about access privileges.</p>
- *          </note>
  */
 export interface TimeSeriesForecastingJobConfig {
   /**
@@ -6126,8 +6137,8 @@ export interface TimeSeriesForecastingJobConfig {
    * <p>The quantiles used to train the model for forecasts at a specified quantile. You can
    *          specify quantiles from <code>0.01</code> (p1) to <code>0.99</code> (p99), by increments of
    *          0.01 or higher. Up to five forecast quantiles can be specified. When
-   *             <code>ForecastQuantiles</code> is not provided, the AutoML job uses the quantiles
-   *             p10, p50, and p90 as default.</p>
+   *             <code>ForecastQuantiles</code> is not provided, the AutoML job uses the quantiles p10,
+   *          p50, and p90 as default.</p>
    */
   ForecastQuantiles?: string[];
 
@@ -6143,6 +6154,13 @@ export interface TimeSeriesForecastingJobConfig {
    * <p>The collection of components that defines the time-series.</p>
    */
   TimeSeriesConfig: TimeSeriesConfig | undefined;
+
+  /**
+   * @public
+   * <p>The collection of holiday featurization attributes used to incorporate national holiday
+   *          information into your forecasting model.</p>
+   */
+  HolidayConfig?: HolidayConfigAttributes[];
 }
 
 /**
@@ -6204,11 +6222,6 @@ export namespace AutoMLProblemTypeConfig {
    * @public
    * <p>Settings used to configure an AutoML job V2 for a time-series forecasting problem
    *          type.</p>
-   *          <note>
-   *             <p>The <code>TimeSeriesForecastingJobConfig</code> problem type is only available in
-   *             private beta. Contact Amazon Web Services Support or your account manager to learn more
-   *             about access privileges.</p>
-   *          </note>
    */
   export interface TimeSeriesForecastingJobConfigMember {
     ImageClassificationJobConfig?: never;
@@ -11495,33 +11508,3 @@ export interface KernelGatewayAppSettings {
    */
   LifecycleConfigArns?: string[];
 }
-
-/**
- * @public
- * <p>A collection of settings that apply to spaces created in the Domain.</p>
- */
-export interface DefaultSpaceSettings {
-  /**
-   * @public
-   * <p>The ARN of the execution role for the space.</p>
-   */
-  ExecutionRole?: string;
-
-  /**
-   * @public
-   * <p>The security group IDs for the Amazon Virtual Private Cloud that the space uses for communication.</p>
-   */
-  SecurityGroups?: string[];
-
-  /**
-   * @public
-   * <p>The JupyterServer app settings.</p>
-   */
-  JupyterServerAppSettings?: JupyterServerAppSettings;
-
-  /**
-   * @public
-   * <p>The KernelGateway app settings.</p>
-   */
-  KernelGatewayAppSettings?: KernelGatewayAppSettings;
-}

clients/client-sagemaker/src/models/models_1.ts

@@ -41,7 +41,6 @@ import {
   ContinuousParameterRange,
   ConvergenceDetected,
   CustomImage,
-  DefaultSpaceSettings,
   EdgeOutputConfig,
   EndpointInput,
   HyperParameterScalingType,
@@ -78,6 +77,36 @@ import {
   VpcConfig,
 } from "./models_0";
 
+/**
+ * @public
+ * <p>A collection of settings that apply to spaces created in the Domain.</p>
+ */
+export interface DefaultSpaceSettings {
+  /**
+   * @public
+   * <p>The ARN of the execution role for the space.</p>
+   */
+  ExecutionRole?: string;
+
+  /**
+   * @public
+   * <p>The security group IDs for the Amazon Virtual Private Cloud that the space uses for communication.</p>
+   */
+  SecurityGroups?: string[];
+
+  /**
+   * @public
+   * <p>The JupyterServer app settings.</p>
+   */
+  JupyterServerAppSettings?: JupyterServerAppSettings;
+
+  /**
+   * @public
+   * <p>The KernelGateway app settings.</p>
+   */
+  KernelGatewayAppSettings?: KernelGatewayAppSettings;
+}
+
 /**
  * @public
  * <p>A collection of settings that apply to an <code>RSessionGateway</code> app.</p>
@@ -11738,17 +11767,6 @@ export interface DeleteEndpointConfigInput {
   EndpointConfigName: string | undefined;
 }
 
-/**
- * @public
- */
-export interface DeleteExperimentRequest {
-  /**
-   * @public
-   * <p>The name of the experiment to delete.</p>
-   */
-  ExperimentName: string | undefined;
-}
-
 /**
  * @internal
  */

clients/client-sagemaker/src/models/models_2.ts

@@ -46,7 +46,6 @@ import {
   DataQualityAppSpecification,
   DataQualityBaselineConfig,
   DataQualityJobInput,
-  DefaultSpaceSettings,
   EdgeOutputConfig,
   EdgePresetDeploymentType,
   GitConfig,
@@ -88,6 +87,7 @@ import {
   DebugHookConfig,
   DebugRuleConfiguration,
   DebugRuleEvaluationStatus,
+  DefaultSpaceSettings,
   DeploymentConfig,
   DeviceSelectionConfig,
   DirectInternetAccess,
@@ -176,6 +176,17 @@ import {
   VendorGuidance,
 } from "./models_1";
 
+/**
+ * @public
+ */
+export interface DeleteExperimentRequest {
+  /**
+   * @public
+   * <p>The name of the experiment to delete.</p>
+   */
+  ExperimentName: string | undefined;
+}
+
 /**
  * @public
  */
@@ -11121,48 +11132,6 @@ export const FeatureGroupSortOrder = {
  */
 export type FeatureGroupSortOrder = (typeof FeatureGroupSortOrder)[keyof typeof FeatureGroupSortOrder];
 
-/**
- * @public
- * <p>The name, ARN, <code>CreationTime</code>, <code>FeatureGroup</code> values,
- *             <code>LastUpdatedTime</code> and <code>EnableOnlineStorage</code> status of a
- *             <code>FeatureGroup</code>.</p>
- */
-export interface FeatureGroupSummary {
-  /**
-   * @public
-   * <p>The name of <code>FeatureGroup</code>.</p>
-   */
-  FeatureGroupName: string | undefined;
-
-  /**
-   * @public
-   * <p>Unique identifier for the <code>FeatureGroup</code>.</p>
-   */
-  FeatureGroupArn: string | undefined;
-
-  /**
-   * @public
-   * <p>A timestamp indicating the time of creation time of the
-   *          <code>FeatureGroup</code>.</p>
-   */
-  CreationTime: Date | undefined;
-
-  /**
-   * @public
-   * <p>The status of a FeatureGroup. The status can be any of the following:
-   *             <code>Creating</code>, <code>Created</code>, <code>CreateFail</code>,
-   *             <code>Deleting</code> or <code>DetailFail</code>. </p>
-   */
-  FeatureGroupStatus?: FeatureGroupStatus | string;
-
-  /**
-   * @public
-   * <p>Notifies you if replicating data into the <code>OfflineStore</code> has failed. Returns
-   *          either: <code>Active</code> or <code>Blocked</code>.</p>
-   */
-  OfflineStoreStatus?: OfflineStoreStatus;
-}
-
 /**
  * @internal
  */