feat(client-bedrock): Adding support in Amazon Bedrock to customize models with reinforcement fine-tuning (RFT) and support for updating the existing Custom Model Deployments.

awstools · awstools · commit 415382c6c3ea · 2025-12-03T16:35:27.000Z
diff --git a/clients/client-bedrock/README.md b/clients/client-bedrock/README.md
@@ -954,6 +954,14 @@ UpdateAutomatedReasoningPolicyTestCase
 
 [Command API Reference](https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/client/bedrock/command/UpdateAutomatedReasoningPolicyTestCaseCommand/) / [Input](https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/Package/-aws-sdk-client-bedrock/Interface/UpdateAutomatedReasoningPolicyTestCaseCommandInput/) / [Output](https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/Package/-aws-sdk-client-bedrock/Interface/UpdateAutomatedReasoningPolicyTestCaseCommandOutput/)
 
+</details>
+<details>
+<summary>
+UpdateCustomModelDeployment
+</summary>
+
+[Command API Reference](https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/client/bedrock/command/UpdateCustomModelDeploymentCommand/) / [Input](https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/Package/-aws-sdk-client-bedrock/Interface/UpdateCustomModelDeploymentCommandInput/) / [Output](https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/Package/-aws-sdk-client-bedrock/Interface/UpdateCustomModelDeploymentCommandOutput/)
+
 </details>
 <details>
 <summary>
diff --git a/clients/client-bedrock/src/Bedrock.ts b/clients/client-bedrock/src/Bedrock.ts
@@ -469,6 +469,11 @@ import {
   UpdateAutomatedReasoningPolicyTestCaseCommandInput,
   UpdateAutomatedReasoningPolicyTestCaseCommandOutput,
 } from "./commands/UpdateAutomatedReasoningPolicyTestCaseCommand";
+import {
+  UpdateCustomModelDeploymentCommand,
+  UpdateCustomModelDeploymentCommandInput,
+  UpdateCustomModelDeploymentCommandOutput,
+} from "./commands/UpdateCustomModelDeploymentCommand";
 import {
   UpdateGuardrailCommand,
   UpdateGuardrailCommandInput,
@@ -580,6 +585,7 @@ const commands = {
   UpdateAutomatedReasoningPolicyCommand,
   UpdateAutomatedReasoningPolicyAnnotationsCommand,
   UpdateAutomatedReasoningPolicyTestCaseCommand,
+  UpdateCustomModelDeploymentCommand,
   UpdateGuardrailCommand,
   UpdateMarketplaceModelEndpointCommand,
   UpdateProvisionedModelThroughputCommand,
@@ -2167,6 +2173,23 @@ export interface Bedrock {
     cb: (err: any, data?: UpdateAutomatedReasoningPolicyTestCaseCommandOutput) => void
   ): void;
 
+  /**
+   * @see {@link UpdateCustomModelDeploymentCommand}
+   */
+  updateCustomModelDeployment(
+    args: UpdateCustomModelDeploymentCommandInput,
+    options?: __HttpHandlerOptions
+  ): Promise<UpdateCustomModelDeploymentCommandOutput>;
+  updateCustomModelDeployment(
+    args: UpdateCustomModelDeploymentCommandInput,
+    cb: (err: any, data?: UpdateCustomModelDeploymentCommandOutput) => void
+  ): void;
+  updateCustomModelDeployment(
+    args: UpdateCustomModelDeploymentCommandInput,
+    options: __HttpHandlerOptions,
+    cb: (err: any, data?: UpdateCustomModelDeploymentCommandOutput) => void
+  ): void;
+
   /**
    * @see {@link UpdateGuardrailCommand}
    */
diff --git a/clients/client-bedrock/src/BedrockClient.ts b/clients/client-bedrock/src/BedrockClient.ts
@@ -361,6 +361,10 @@ import {
   UpdateAutomatedReasoningPolicyTestCaseCommandInput,
   UpdateAutomatedReasoningPolicyTestCaseCommandOutput,
 } from "./commands/UpdateAutomatedReasoningPolicyTestCaseCommand";
+import {
+  UpdateCustomModelDeploymentCommandInput,
+  UpdateCustomModelDeploymentCommandOutput,
+} from "./commands/UpdateCustomModelDeploymentCommand";
 import { UpdateGuardrailCommandInput, UpdateGuardrailCommandOutput } from "./commands/UpdateGuardrailCommand";
 import {
   UpdateMarketplaceModelEndpointCommandInput,
@@ -479,6 +483,7 @@ export type ServiceInputTypes =
   | UpdateAutomatedReasoningPolicyAnnotationsCommandInput
   | UpdateAutomatedReasoningPolicyCommandInput
   | UpdateAutomatedReasoningPolicyTestCaseCommandInput
+  | UpdateCustomModelDeploymentCommandInput
   | UpdateGuardrailCommandInput
   | UpdateMarketplaceModelEndpointCommandInput
   | UpdateProvisionedModelThroughputCommandInput;
@@ -581,6 +586,7 @@ export type ServiceOutputTypes =
   | UpdateAutomatedReasoningPolicyAnnotationsCommandOutput
   | UpdateAutomatedReasoningPolicyCommandOutput
   | UpdateAutomatedReasoningPolicyTestCaseCommandOutput
+  | UpdateCustomModelDeploymentCommandOutput
   | UpdateGuardrailCommandOutput
   | UpdateMarketplaceModelEndpointCommandOutput
   | UpdateProvisionedModelThroughputCommandOutput;
diff --git a/clients/client-bedrock/src/commands/CreateModelCustomizationJobCommand.ts b/clients/client-bedrock/src/commands/CreateModelCustomizationJobCommand.ts
@@ -44,7 +44,7 @@ export interface CreateModelCustomizationJobCommandOutput
  *   roleArn: "STRING_VALUE", // required
  *   clientRequestToken: "STRING_VALUE",
  *   baseModelIdentifier: "STRING_VALUE", // required
- *   customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "IMPORTED",
+ *   customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "REINFORCEMENT_FINE_TUNING" || "IMPORTED",
  *   customModelKmsKeyId: "STRING_VALUE",
  *   jobTags: [ // TagList
  *     { // Tag
@@ -121,6 +121,23 @@ export interface CreateModelCustomizationJobCommandOutput
  *         maxResponseLengthForInference: Number("int"),
  *       },
  *     },
+ *     rftConfig: { // RFTConfig
+ *       graderConfig: { // GraderConfig Union: only one key present
+ *         lambdaGrader: { // LambdaGraderConfig
+ *           lambdaArn: "STRING_VALUE", // required
+ *         },
+ *       },
+ *       hyperParameters: { // RFTHyperParameters
+ *         epochCount: Number("int"),
+ *         batchSize: Number("int"),
+ *         learningRate: Number("float"),
+ *         maxPromptLength: Number("int"),
+ *         trainingSamplePerPrompt: Number("int"),
+ *         inferenceMaxTokens: Number("int"),
+ *         reasoningEffort: "low" || "medium" || "high",
+ *         evalInterval: Number("int"),
+ *       },
+ *     },
  *   },
  * };
  * const command = new CreateModelCustomizationJobCommand(input);
diff --git a/clients/client-bedrock/src/commands/DeleteInferenceProfileCommand.ts b/clients/client-bedrock/src/commands/DeleteInferenceProfileCommand.ts
@@ -5,7 +5,8 @@ import { MetadataBearer as __MetadataBearer } from "@smithy/types";
 
 import { BedrockClientResolvedConfig, ServiceInputTypes, ServiceOutputTypes } from "../BedrockClient";
 import { commonParams } from "../endpoint/EndpointParameters";
-import { DeleteInferenceProfileRequest, DeleteInferenceProfileResponse } from "../models/models_0";
+import { DeleteInferenceProfileRequest } from "../models/models_0";
+import { DeleteInferenceProfileResponse } from "../models/models_1";
 import { DeleteInferenceProfile } from "../schemas/schemas_0";
 
 /**
diff --git a/clients/client-bedrock/src/commands/GetCustomModelCommand.ts b/clients/client-bedrock/src/commands/GetCustomModelCommand.ts
@@ -47,7 +47,7 @@ export interface GetCustomModelCommandOutput extends GetCustomModelResponse, __M
  * //   jobName: "STRING_VALUE",
  * //   jobArn: "STRING_VALUE",
  * //   baseModelArn: "STRING_VALUE",
- * //   customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "IMPORTED",
+ * //   customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "REINFORCEMENT_FINE_TUNING" || "IMPORTED",
  * //   modelKmsKeyArn: "STRING_VALUE",
  * //   hyperParameters: { // ModelCustomizationHyperParameters
  * //     "<keys>": "STRING_VALUE",
@@ -113,6 +113,23 @@ export interface GetCustomModelCommandOutput extends GetCustomModelResponse, __M
  * //         maxResponseLengthForInference: Number("int"),
  * //       },
  * //     },
+ * //     rftConfig: { // RFTConfig
+ * //       graderConfig: { // GraderConfig Union: only one key present
+ * //         lambdaGrader: { // LambdaGraderConfig
+ * //           lambdaArn: "STRING_VALUE", // required
+ * //         },
+ * //       },
+ * //       hyperParameters: { // RFTHyperParameters
+ * //         epochCount: Number("int"),
+ * //         batchSize: Number("int"),
+ * //         learningRate: Number("float"),
+ * //         maxPromptLength: Number("int"),
+ * //         trainingSamplePerPrompt: Number("int"),
+ * //         inferenceMaxTokens: Number("int"),
+ * //         reasoningEffort: "low" || "medium" || "high",
+ * //         evalInterval: Number("int"),
+ * //       },
+ * //     },
  * //   },
  * //   modelStatus: "Active" || "Creating" || "Failed",
  * //   failureMessage: "STRING_VALUE",
diff --git a/clients/client-bedrock/src/commands/GetCustomModelDeploymentCommand.ts b/clients/client-bedrock/src/commands/GetCustomModelDeploymentCommand.ts
@@ -48,6 +48,10 @@ export interface GetCustomModelDeploymentCommandOutput extends GetCustomModelDep
  * //   createdAt: new Date("TIMESTAMP"), // required
  * //   status: "Creating" || "Active" || "Failed", // required
  * //   description: "STRING_VALUE",
+ * //   updateDetails: { // CustomModelDeploymentUpdateDetails
+ * //     modelArn: "STRING_VALUE", // required
+ * //     updateStatus: "Updating" || "UpdateCompleted" || "UpdateFailed", // required
+ * //   },
  * //   failureMessage: "STRING_VALUE",
  * //   lastUpdatedAt: new Date("TIMESTAMP"),
  * // };
diff --git a/clients/client-bedrock/src/commands/GetInferenceProfileCommand.ts b/clients/client-bedrock/src/commands/GetInferenceProfileCommand.ts
@@ -5,7 +5,7 @@ import { MetadataBearer as __MetadataBearer } from "@smithy/types";
 
 import { BedrockClientResolvedConfig, ServiceInputTypes, ServiceOutputTypes } from "../BedrockClient";
 import { commonParams } from "../endpoint/EndpointParameters";
-import { GetInferenceProfileRequest, GetInferenceProfileResponse } from "../models/models_0";
+import { GetInferenceProfileRequest, GetInferenceProfileResponse } from "../models/models_1";
 import { GetInferenceProfile } from "../schemas/schemas_0";
 
 /**
diff --git a/clients/client-bedrock/src/commands/GetModelCustomizationJobCommand.ts b/clients/client-bedrock/src/commands/GetModelCustomizationJobCommand.ts
@@ -119,7 +119,7 @@ export interface GetModelCustomizationJobCommandOutput extends GetModelCustomiza
  * //   outputDataConfig: { // OutputDataConfig
  * //     s3Uri: "STRING_VALUE", // required
  * //   },
- * //   customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "IMPORTED",
+ * //   customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "REINFORCEMENT_FINE_TUNING" || "IMPORTED",
  * //   outputModelKmsKeyArn: "STRING_VALUE",
  * //   trainingMetrics: { // TrainingMetrics
  * //     trainingLoss: Number("float"),
@@ -144,6 +144,23 @@ export interface GetModelCustomizationJobCommandOutput extends GetModelCustomiza
  * //         maxResponseLengthForInference: Number("int"),
  * //       },
  * //     },
+ * //     rftConfig: { // RFTConfig
+ * //       graderConfig: { // GraderConfig Union: only one key present
+ * //         lambdaGrader: { // LambdaGraderConfig
+ * //           lambdaArn: "STRING_VALUE", // required
+ * //         },
+ * //       },
+ * //       hyperParameters: { // RFTHyperParameters
+ * //         epochCount: Number("int"),
+ * //         batchSize: Number("int"),
+ * //         learningRate: Number("float"),
+ * //         maxPromptLength: Number("int"),
+ * //         trainingSamplePerPrompt: Number("int"),
+ * //         inferenceMaxTokens: Number("int"),
+ * //         reasoningEffort: "low" || "medium" || "high",
+ * //         evalInterval: Number("int"),
+ * //       },
+ * //     },
  * //   },
  * // };
  *
diff --git a/clients/client-bedrock/src/commands/ListCustomModelsCommand.ts b/clients/client-bedrock/src/commands/ListCustomModelsCommand.ts
@@ -60,7 +60,7 @@ export interface ListCustomModelsCommandOutput extends ListCustomModelsResponse,
  * //       creationTime: new Date("TIMESTAMP"), // required
  * //       baseModelArn: "STRING_VALUE", // required
  * //       baseModelName: "STRING_VALUE", // required
- * //       customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "IMPORTED",
+ * //       customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "REINFORCEMENT_FINE_TUNING" || "IMPORTED",
  * //       ownerAccountId: "STRING_VALUE",
  * //       modelStatus: "Active" || "Creating" || "Failed",
  * //     },
diff --git a/clients/client-bedrock/src/commands/ListInferenceProfilesCommand.ts b/clients/client-bedrock/src/commands/ListInferenceProfilesCommand.ts
@@ -5,7 +5,7 @@ import { MetadataBearer as __MetadataBearer } from "@smithy/types";
 
 import { BedrockClientResolvedConfig, ServiceInputTypes, ServiceOutputTypes } from "../BedrockClient";
 import { commonParams } from "../endpoint/EndpointParameters";
-import { ListInferenceProfilesRequest, ListInferenceProfilesResponse } from "../models/models_0";
+import { ListInferenceProfilesRequest, ListInferenceProfilesResponse } from "../models/models_1";
 import { ListInferenceProfiles } from "../schemas/schemas_0";
 
 /**
diff --git a/clients/client-bedrock/src/commands/ListModelCustomizationJobsCommand.ts b/clients/client-bedrock/src/commands/ListModelCustomizationJobsCommand.ts
@@ -78,7 +78,7 @@ export interface ListModelCustomizationJobsCommandOutput extends ListModelCustom
  * //       endTime: new Date("TIMESTAMP"),
  * //       customModelArn: "STRING_VALUE",
  * //       customModelName: "STRING_VALUE",
- * //       customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "IMPORTED",
+ * //       customizationType: "FINE_TUNING" || "CONTINUED_PRE_TRAINING" || "DISTILLATION" || "REINFORCEMENT_FINE_TUNING" || "IMPORTED",
  * //     },
  * //   ],
  * // };
diff --git a/clients/client-bedrock/src/commands/UpdateCustomModelDeploymentCommand.ts b/clients/client-bedrock/src/commands/UpdateCustomModelDeploymentCommand.ts
@@ -0,0 +1,107 @@
+// smithy-typescript generated code
+import { getEndpointPlugin } from "@smithy/middleware-endpoint";
+import { Command as $Command } from "@smithy/smithy-client";
+import { MetadataBearer as __MetadataBearer } from "@smithy/types";
+
+import { BedrockClientResolvedConfig, ServiceInputTypes, ServiceOutputTypes } from "../BedrockClient";
+import { commonParams } from "../endpoint/EndpointParameters";
+import { UpdateCustomModelDeploymentRequest, UpdateCustomModelDeploymentResponse } from "../models/models_0";
+import { UpdateCustomModelDeployment } from "../schemas/schemas_0";
+
+/**
+ * @public
+ */
+export type { __MetadataBearer };
+export { $Command };
+/**
+ * @public
+ *
+ * The input for {@link UpdateCustomModelDeploymentCommand}.
+ */
+export interface UpdateCustomModelDeploymentCommandInput extends UpdateCustomModelDeploymentRequest {}
+/**
+ * @public
+ *
+ * The output of {@link UpdateCustomModelDeploymentCommand}.
+ */
+export interface UpdateCustomModelDeploymentCommandOutput
+  extends UpdateCustomModelDeploymentResponse,
+    __MetadataBearer {}
+
+/**
+ * <p> Updates a custom model deployment with a new custom model. This allows you to deploy updated models without creating new deployment endpoints. </p>
+ * @example
+ * Use a bare-bones client and the command you need to make an API call.
+ * ```javascript
+ * import { BedrockClient, UpdateCustomModelDeploymentCommand } from "@aws-sdk/client-bedrock"; // ES Modules import
+ * // const { BedrockClient, UpdateCustomModelDeploymentCommand } = require("@aws-sdk/client-bedrock"); // CommonJS import
+ * // import type { BedrockClientConfig } from "@aws-sdk/client-bedrock";
+ * const config = {}; // type is BedrockClientConfig
+ * const client = new BedrockClient(config);
+ * const input = { // UpdateCustomModelDeploymentRequest
+ *   modelArn: "STRING_VALUE", // required
+ *   customModelDeploymentIdentifier: "STRING_VALUE", // required
+ * };
+ * const command = new UpdateCustomModelDeploymentCommand(input);
+ * const response = await client.send(command);
+ * // { // UpdateCustomModelDeploymentResponse
+ * //   customModelDeploymentArn: "STRING_VALUE", // required
+ * // };
+ *
+ * ```
+ *
+ * @param UpdateCustomModelDeploymentCommandInput - {@link UpdateCustomModelDeploymentCommandInput}
+ * @returns {@link UpdateCustomModelDeploymentCommandOutput}
+ * @see {@link UpdateCustomModelDeploymentCommandInput} for command's `input` shape.
+ * @see {@link UpdateCustomModelDeploymentCommandOutput} for command's `response` shape.
+ * @see {@link BedrockClientResolvedConfig | config} for BedrockClient's `config` shape.
+ *
+ * @throws {@link AccessDeniedException} (client fault)
+ *  <p>The request is denied because of missing access permissions.</p>
+ *
+ * @throws {@link InternalServerException} (server fault)
+ *  <p>An internal server error occurred. Retry your request.</p>
+ *
+ * @throws {@link ResourceNotFoundException} (client fault)
+ *  <p>The specified resource Amazon Resource Name (ARN) was not found. Check the Amazon Resource Name (ARN) and try your request again.</p>
+ *
+ * @throws {@link ThrottlingException} (client fault)
+ *  <p>The number of requests exceeds the limit. Resubmit your request later.</p>
+ *
+ * @throws {@link ValidationException} (client fault)
+ *  <p>Input validation failed. Check your request parameters and retry the request.</p>
+ *
+ * @throws {@link BedrockServiceException}
+ * <p>Base exception class for all service exceptions from Bedrock service.</p>
+ *
+ *
+ * @public
+ */
+export class UpdateCustomModelDeploymentCommand extends $Command
+  .classBuilder<
+    UpdateCustomModelDeploymentCommandInput,
+    UpdateCustomModelDeploymentCommandOutput,
+    BedrockClientResolvedConfig,
+    ServiceInputTypes,
+    ServiceOutputTypes
+  >()
+  .ep(commonParams)
+  .m(function (this: any, Command: any, cs: any, config: BedrockClientResolvedConfig, o: any) {
+    return [getEndpointPlugin(config, Command.getEndpointParameterInstructions())];
+  })
+  .s("AmazonBedrockControlPlaneService", "UpdateCustomModelDeployment", {})
+  .n("BedrockClient", "UpdateCustomModelDeploymentCommand")
+  .sc(UpdateCustomModelDeployment)
+  .build() {
+  /** @internal type navigation helper, not in runtime. */
+  protected declare static __types: {
+    api: {
+      input: UpdateCustomModelDeploymentRequest;
+      output: UpdateCustomModelDeploymentResponse;
+    };
+    sdk: {
+      input: UpdateCustomModelDeploymentCommandInput;
+      output: UpdateCustomModelDeploymentCommandOutput;
+    };
+  };
+}
diff --git a/clients/client-bedrock/src/commands/index.ts b/clients/client-bedrock/src/commands/index.ts
@@ -93,6 +93,7 @@ export * from "./UntagResourceCommand";
 export * from "./UpdateAutomatedReasoningPolicyAnnotationsCommand";
 export * from "./UpdateAutomatedReasoningPolicyCommand";
 export * from "./UpdateAutomatedReasoningPolicyTestCaseCommand";
+export * from "./UpdateCustomModelDeploymentCommand";
 export * from "./UpdateGuardrailCommand";
 export * from "./UpdateMarketplaceModelEndpointCommand";
 export * from "./UpdateProvisionedModelThroughputCommand";
diff --git a/clients/client-bedrock/src/models/enums.ts b/clients/client-bedrock/src/models/enums.ts
diff --git a/clients/client-bedrock/src/models/models_0.ts b/clients/client-bedrock/src/models/models_0.ts
diff --git a/clients/client-bedrock/src/models/models_1.ts b/clients/client-bedrock/src/models/models_1.ts
diff --git a/clients/client-bedrock/src/schemas/schemas_0.ts b/clients/client-bedrock/src/schemas/schemas_0.ts
diff --git a/codegen/sdk-codegen/aws-models/bedrock.json b/codegen/sdk-codegen/aws-models/bedrock.json
