feat(client-sagemaker): Amazon SageMaker Automatic Model Tuning now supports more completion criteria for Hyperparameter Optimization.

Author: awstools

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

@@ -18,7 +18,7 @@ import {
   CreateExperimentRequestFilterSensitiveLog,
   CreateExperimentResponse,
   CreateExperimentResponseFilterSensitiveLog,
-} from "../models/models_0";
+} from "../models/models_1";
 import {
   deserializeAws_json1_1CreateExperimentCommand,
   serializeAws_json1_1CreateExperimentCommand,

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

@@ -13,12 +13,8 @@ import {
   SerdeContext as __SerdeContext,
 } from "@aws-sdk/types";
 
-import {
-  ListAppImageConfigsRequest,
-  ListAppImageConfigsRequestFilterSensitiveLog,
-  ListAppImageConfigsResponse,
-  ListAppImageConfigsResponseFilterSensitiveLog,
-} from "../models/models_2";
+import { ListAppImageConfigsRequest, ListAppImageConfigsRequestFilterSensitiveLog } from "../models/models_2";
+import { ListAppImageConfigsResponse, ListAppImageConfigsResponseFilterSensitiveLog } from "../models/models_3";
 import {
   deserializeAws_json1_1ListAppImageConfigsCommand,
   serializeAws_json1_1ListAppImageConfigsCommand,

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

@@ -18,7 +18,7 @@ import {
   ListAppsRequestFilterSensitiveLog,
   ListAppsResponse,
   ListAppsResponseFilterSensitiveLog,
-} from "../models/models_2";
+} from "../models/models_3";
 import { deserializeAws_json1_1ListAppsCommand, serializeAws_json1_1ListAppsCommand } from "../protocols/Aws_json1_1";
 import { SageMakerClientResolvedConfig, ServiceInputTypes, ServiceOutputTypes } from "../SageMakerClient";
 

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

@@ -13,8 +13,12 @@ import {
   SerdeContext as __SerdeContext,
 } from "@aws-sdk/types";
 
-import { ListArtifactsRequest, ListArtifactsRequestFilterSensitiveLog } from "../models/models_2";
-import { ListArtifactsResponse, ListArtifactsResponseFilterSensitiveLog } from "../models/models_3";
+import {
+  ListArtifactsRequest,
+  ListArtifactsRequestFilterSensitiveLog,
+  ListArtifactsResponse,
+  ListArtifactsResponseFilterSensitiveLog,
+} from "../models/models_3";
 import {
   deserializeAws_json1_1ListArtifactsCommand,
   serializeAws_json1_1ListArtifactsCommand,

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

@@ -18,7 +18,7 @@ import {
   UpdateEndpointInputFilterSensitiveLog,
   UpdateEndpointOutput,
   UpdateEndpointOutputFilterSensitiveLog,
-} from "../models/models_3";
+} from "../models/models_4";
 import {
   deserializeAws_json1_1UpdateEndpointCommand,
   serializeAws_json1_1UpdateEndpointCommand,

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

@@ -18,7 +18,7 @@ import {
   UpdateEndpointWeightsAndCapacitiesInputFilterSensitiveLog,
   UpdateEndpointWeightsAndCapacitiesOutput,
   UpdateEndpointWeightsAndCapacitiesOutputFilterSensitiveLog,
-} from "../models/models_3";
+} from "../models/models_4";
 import {
   deserializeAws_json1_1UpdateEndpointWeightsAndCapacitiesCommand,
   serializeAws_json1_1UpdateEndpointWeightsAndCapacitiesCommand,

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

@@ -5043,6 +5043,16 @@ export interface BatchTransformInput {
   EndTimeOffset?: string;
 }
 
+/**
+ * <p>A structure that keeps track of which training jobs launched by your hyperparameter tuning job are not improving model performance as evaluated against an objective function.</p>
+ */
+export interface BestObjectiveNotImproving {
+  /**
+   * <p>The number of training jobs that have failed to improve model performance by 1% or greater over prior training jobs as evaluated against an objective function.</p>
+   */
+  MaxNumberOfTrainingJobsNotImproving?: number;
+}
+
 /**
  * <p>Details about the metrics source.</p>
  */
@@ -6089,6 +6099,11 @@ export interface CompilationJobSummary {
   CompilationJobStatus: CompilationJobStatus | string | undefined;
 }
 
+export enum CompleteOnConvergence {
+  DISABLED = "Disabled",
+  ENABLED = "Enabled",
+}
+
 export enum ConditionOutcome {
   FALSE = "False",
   TRUE = "True",
@@ -6442,6 +6457,16 @@ export interface ContinuousParameterRangeSpecification {
   MaxValue: string | undefined;
 }
 
+/**
+ * <p>A flag to indicating that automatic model tuning (AMT) has detected model convergence, defined as a lack of significant improvement (1% or less) against an objective metric.</p>
+ */
+export interface ConvergenceDetected {
+  /**
+   * <p>A flag to stop a tuning job once AMT has detected that the job has converged.</p>
+   */
+  CompleteOnConvergence?: CompleteOnConvergence | string;
+}
+
 /**
  * <p>Metadata properties of the tracking entity, trial, or trial component.</p>
  */
@@ -9422,45 +9447,6 @@ export interface CreateEndpointConfigOutput {
   EndpointConfigArn: string | undefined;
 }
 
-export interface CreateExperimentRequest {
-  /**
-   * <p>The name of the experiment. The name must be unique in your Amazon Web Services account and is not
-   *       case-sensitive.</p>
-   */
-  ExperimentName: string | undefined;
-
-  /**
-   * <p>The name of the experiment as displayed. The name doesn't need to be unique. If you don't
-   *       specify <code>DisplayName</code>, the value in <code>ExperimentName</code> is
-   *       displayed.</p>
-   */
-  DisplayName?: string;
-
-  /**
-   * <p>The description of the experiment.</p>
-   */
-  Description?: string;
-
-  /**
-   * <p>A list of tags to associate with the experiment. You can use <a>Search</a> API
-   *       to search on the tags.</p>
-   */
-  Tags?: Tag[];
-}
-
-export interface CreateExperimentResponse {
-  /**
-   * <p>The Amazon Resource Name (ARN) of the experiment.</p>
-   */
-  ExperimentArn?: string;
-}
-
-export enum FeatureType {
-  FRACTIONAL = "Fractional",
-  INTEGRAL = "Integral",
-  STRING = "String",
-}
-
 /**
  * @internal
  */
@@ -10093,6 +10079,13 @@ export const BatchTransformInputFilterSensitiveLog = (obj: BatchTransformInput):
   ...obj,
 });
 
+/**
+ * @internal
+ */
+export const BestObjectiveNotImprovingFilterSensitiveLog = (obj: BestObjectiveNotImproving): any => ({
+  ...obj,
+});
+
 /**
  * @internal
  */
@@ -10370,6 +10363,13 @@ export const ContinuousParameterRangeSpecificationFilterSensitiveLog = (
   ...obj,
 });
 
+/**
+ * @internal
+ */
+export const ConvergenceDetectedFilterSensitiveLog = (obj: ConvergenceDetected): any => ({
+  ...obj,
+});
+
 /**
  * @internal
  */
@@ -10919,17 +10919,3 @@ export const CreateEndpointConfigInputFilterSensitiveLog = (obj: CreateEndpointC
 export const CreateEndpointConfigOutputFilterSensitiveLog = (obj: CreateEndpointConfigOutput): any => ({
   ...obj,
 });
-
-/**
- * @internal
- */
-export const CreateExperimentRequestFilterSensitiveLog = (obj: CreateExperimentRequest): any => ({
-  ...obj,
-});
-
-/**
- * @internal
- */
-export const CreateExperimentResponseFilterSensitiveLog = (obj: CreateExperimentResponse): any => ({
-  ...obj,
-});