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The AWS Java SDK for SageMaker Runtime module holds the client classes that are used for communicating with SageMaker Runtime.

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/*
 * 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.
 */

package software.amazon.awssdk.services.sagemakerruntime;

import java.util.Collections;
import java.util.List;
import software.amazon.awssdk.annotations.Generated;
import software.amazon.awssdk.annotations.SdkInternalApi;
import software.amazon.awssdk.awscore.client.handler.AwsSyncClientHandler;
import software.amazon.awssdk.awscore.exception.AwsServiceException;
import software.amazon.awssdk.core.RequestOverrideConfiguration;
import software.amazon.awssdk.core.client.config.SdkClientConfiguration;
import software.amazon.awssdk.core.client.config.SdkClientOption;
import software.amazon.awssdk.core.client.handler.ClientExecutionParams;
import software.amazon.awssdk.core.client.handler.SyncClientHandler;
import software.amazon.awssdk.core.exception.SdkClientException;
import software.amazon.awssdk.core.http.HttpResponseHandler;
import software.amazon.awssdk.core.metrics.CoreMetric;
import software.amazon.awssdk.metrics.MetricCollector;
import software.amazon.awssdk.metrics.MetricPublisher;
import software.amazon.awssdk.metrics.NoOpMetricCollector;
import software.amazon.awssdk.protocols.core.ExceptionMetadata;
import software.amazon.awssdk.protocols.json.AwsJsonProtocol;
import software.amazon.awssdk.protocols.json.AwsJsonProtocolFactory;
import software.amazon.awssdk.protocols.json.BaseAwsJsonProtocolFactory;
import software.amazon.awssdk.protocols.json.JsonOperationMetadata;
import software.amazon.awssdk.services.sagemakerruntime.model.InternalFailureException;
import software.amazon.awssdk.services.sagemakerruntime.model.InvokeEndpointAsyncRequest;
import software.amazon.awssdk.services.sagemakerruntime.model.InvokeEndpointAsyncResponse;
import software.amazon.awssdk.services.sagemakerruntime.model.InvokeEndpointRequest;
import software.amazon.awssdk.services.sagemakerruntime.model.InvokeEndpointResponse;
import software.amazon.awssdk.services.sagemakerruntime.model.ModelErrorException;
import software.amazon.awssdk.services.sagemakerruntime.model.SageMakerRuntimeException;
import software.amazon.awssdk.services.sagemakerruntime.model.ServiceUnavailableException;
import software.amazon.awssdk.services.sagemakerruntime.model.ValidationErrorException;
import software.amazon.awssdk.services.sagemakerruntime.transform.InvokeEndpointAsyncRequestMarshaller;
import software.amazon.awssdk.services.sagemakerruntime.transform.InvokeEndpointRequestMarshaller;
import software.amazon.awssdk.utils.Logger;

/**
 * Internal implementation of {@link SageMakerRuntimeClient}.
 *
 * @see SageMakerRuntimeClient#builder()
 */
@Generated("software.amazon.awssdk:codegen")
@SdkInternalApi
final class DefaultSageMakerRuntimeClient implements SageMakerRuntimeClient {
    private static final Logger log = Logger.loggerFor(DefaultSageMakerRuntimeClient.class);

    private final SyncClientHandler clientHandler;

    private final AwsJsonProtocolFactory protocolFactory;

    private final SdkClientConfiguration clientConfiguration;

    protected DefaultSageMakerRuntimeClient(SdkClientConfiguration clientConfiguration) {
        this.clientHandler = new AwsSyncClientHandler(clientConfiguration);
        this.clientConfiguration = clientConfiguration;
        this.protocolFactory = init(AwsJsonProtocolFactory.builder()).build();
    }

    @Override
    public final String serviceName() {
        return SERVICE_NAME;
    }

    /**
     * 

* After you deploy a model into production using Amazon SageMaker hosting services, your client applications use * this API to get inferences from the model hosted at the specified endpoint. *

*

* For an overview of Amazon SageMaker, see How It Works. *

*

* Amazon SageMaker strips all POST headers except those supported by the API. Amazon SageMaker might add additional * headers. You should not rely on the behavior of headers outside those enumerated in the request syntax. *

*

* Calls to InvokeEndpoint are authenticated by using AWS Signature Version 4. For information, see Authenticating * Requests (AWS Signature Version 4) in the Amazon S3 API Reference. *

*

* A customer's model containers must respond to requests within 60 seconds. The model itself can have a maximum * processing time of 60 seconds before responding to invocations. If your model is going to take 50-60 seconds of * processing time, the SDK socket timeout should be set to be 70 seconds. *

* *

* Endpoints are scoped to an individual account, and are not public. The URL does not contain the account ID, but * Amazon SageMaker determines the account ID from the authentication token that is supplied by the caller. *

*
* * @param invokeEndpointRequest * @return Result of the InvokeEndpoint operation returned by the service. * @throws InternalFailureException * An internal failure occurred. * @throws ServiceUnavailableException * The service is unavailable. Try your call again. * @throws ValidationErrorException * Inspect your request and try again. * @throws ModelErrorException * Model (owned by the customer in the container) returned 4xx or 5xx error code. * @throws SdkException * Base class for all exceptions that can be thrown by the SDK (both service and client). Can be used for * catch all scenarios. * @throws SdkClientException * If any client side error occurs such as an IO related failure, failure to get credentials, etc. * @throws SageMakerRuntimeException * Base class for all service exceptions. Unknown exceptions will be thrown as an instance of this type. * @sample SageMakerRuntimeClient.InvokeEndpoint * @see AWS API Documentation */ @Override public InvokeEndpointResponse invokeEndpoint(InvokeEndpointRequest invokeEndpointRequest) throws InternalFailureException, ServiceUnavailableException, ValidationErrorException, ModelErrorException, AwsServiceException, SdkClientException, SageMakerRuntimeException { JsonOperationMetadata operationMetadata = JsonOperationMetadata.builder().hasStreamingSuccessResponse(false) .isPayloadJson(false).build(); HttpResponseHandler responseHandler = protocolFactory.createResponseHandler(operationMetadata, InvokeEndpointResponse::builder); HttpResponseHandler errorResponseHandler = createErrorResponseHandler(protocolFactory, operationMetadata); List metricPublishers = resolveMetricPublishers(clientConfiguration, invokeEndpointRequest .overrideConfiguration().orElse(null)); MetricCollector apiCallMetricCollector = metricPublishers.isEmpty() ? NoOpMetricCollector.create() : MetricCollector .create("ApiCall"); try { apiCallMetricCollector.reportMetric(CoreMetric.SERVICE_ID, "SageMaker Runtime"); apiCallMetricCollector.reportMetric(CoreMetric.OPERATION_NAME, "InvokeEndpoint"); return clientHandler.execute(new ClientExecutionParams() .withOperationName("InvokeEndpoint").withResponseHandler(responseHandler) .withErrorResponseHandler(errorResponseHandler).withInput(invokeEndpointRequest) .withMetricCollector(apiCallMetricCollector) .withMarshaller(new InvokeEndpointRequestMarshaller(protocolFactory))); } finally { metricPublishers.forEach(p -> p.publish(apiCallMetricCollector.collect())); } } /** *

* After you deploy a model into production using Amazon SageMaker hosting services, your client applications use * this API to get inferences from the model hosted at the specified endpoint in an asynchronous manner. *

*

* Inference requests sent to this API are enqueued for asynchronous processing. The processing of the inference * request may or may not complete before the you receive a response from this API. The response from this API will * not contain the result of the inference request but contain information about where you can locate it. *

*

* Amazon SageMaker strips all POST headers except those supported by the API. Amazon SageMaker might * add additional headers. You should not rely on the behavior of headers outside those enumerated in the request * syntax. *

*

* Calls to InvokeEndpointAsync are authenticated by using AWS Signature Version 4. For information, * see Authenticating * Requests (AWS Signature Version 4) in the Amazon S3 API Reference. *

* * @param invokeEndpointAsyncRequest * @return Result of the InvokeEndpointAsync operation returned by the service. * @throws InternalFailureException * An internal failure occurred. * @throws ServiceUnavailableException * The service is unavailable. Try your call again. * @throws ValidationErrorException * Inspect your request and try again. * @throws SdkException * Base class for all exceptions that can be thrown by the SDK (both service and client). Can be used for * catch all scenarios. * @throws SdkClientException * If any client side error occurs such as an IO related failure, failure to get credentials, etc. * @throws SageMakerRuntimeException * Base class for all service exceptions. Unknown exceptions will be thrown as an instance of this type. * @sample SageMakerRuntimeClient.InvokeEndpointAsync * @see AWS API Documentation */ @Override public InvokeEndpointAsyncResponse invokeEndpointAsync(InvokeEndpointAsyncRequest invokeEndpointAsyncRequest) throws InternalFailureException, ServiceUnavailableException, ValidationErrorException, AwsServiceException, SdkClientException, SageMakerRuntimeException { JsonOperationMetadata operationMetadata = JsonOperationMetadata.builder().hasStreamingSuccessResponse(false) .isPayloadJson(true).build(); HttpResponseHandler responseHandler = protocolFactory.createResponseHandler( operationMetadata, InvokeEndpointAsyncResponse::builder); HttpResponseHandler errorResponseHandler = createErrorResponseHandler(protocolFactory, operationMetadata); List metricPublishers = resolveMetricPublishers(clientConfiguration, invokeEndpointAsyncRequest .overrideConfiguration().orElse(null)); MetricCollector apiCallMetricCollector = metricPublishers.isEmpty() ? NoOpMetricCollector.create() : MetricCollector .create("ApiCall"); try { apiCallMetricCollector.reportMetric(CoreMetric.SERVICE_ID, "SageMaker Runtime"); apiCallMetricCollector.reportMetric(CoreMetric.OPERATION_NAME, "InvokeEndpointAsync"); return clientHandler.execute(new ClientExecutionParams() .withOperationName("InvokeEndpointAsync").withResponseHandler(responseHandler) .withErrorResponseHandler(errorResponseHandler).withInput(invokeEndpointAsyncRequest) .withMetricCollector(apiCallMetricCollector) .withMarshaller(new InvokeEndpointAsyncRequestMarshaller(protocolFactory))); } finally { metricPublishers.forEach(p -> p.publish(apiCallMetricCollector.collect())); } } private static List resolveMetricPublishers(SdkClientConfiguration clientConfiguration, RequestOverrideConfiguration requestOverrideConfiguration) { List publishers = null; if (requestOverrideConfiguration != null) { publishers = requestOverrideConfiguration.metricPublishers(); } if (publishers == null || publishers.isEmpty()) { publishers = clientConfiguration.option(SdkClientOption.METRIC_PUBLISHERS); } if (publishers == null) { publishers = Collections.emptyList(); } return publishers; } private HttpResponseHandler createErrorResponseHandler(BaseAwsJsonProtocolFactory protocolFactory, JsonOperationMetadata operationMetadata) { return protocolFactory.createErrorResponseHandler(operationMetadata); } private > T init(T builder) { return builder .clientConfiguration(clientConfiguration) .defaultServiceExceptionSupplier(SageMakerRuntimeException::builder) .protocol(AwsJsonProtocol.REST_JSON) .protocolVersion("1.1") .registerModeledException( ExceptionMetadata.builder().errorCode("InternalFailure") .exceptionBuilderSupplier(InternalFailureException::builder).httpStatusCode(500).build()) .registerModeledException( ExceptionMetadata.builder().errorCode("ModelError") .exceptionBuilderSupplier(ModelErrorException::builder).httpStatusCode(424).build()) .registerModeledException( ExceptionMetadata.builder().errorCode("ValidationError") .exceptionBuilderSupplier(ValidationErrorException::builder).httpStatusCode(400).build()) .registerModeledException( ExceptionMetadata.builder().errorCode("ServiceUnavailable") .exceptionBuilderSupplier(ServiceUnavailableException::builder).httpStatusCode(503).build()); } @Override public void close() { clientHandler.close(); } }




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