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Showing content from https://cloud.google.com/cpp/docs/reference/automl/2.36.0/automl-override-authentication below:

C++ Client Libraries | Google Cloud

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Unless otherwise configured, the client libraries use Application Default Credentials to authenticate with Google Cloud Services. While this works for most applications, in some cases you may need to override this default. You can do so by providing the UnifiedCredentialsOption The following example shows how to explicitly load a service account key file:

  [](std::string const& keyfile) {
    auto is = std::ifstream(keyfile);
    is.exceptions(std::ios::badbit);  // Minimal error handling in examples
    auto contents = std::string(std::istreambuf_iterator<char>(is.rdbuf()), {});
    auto options =
        google::cloud::Options{}.set<google::cloud::UnifiedCredentialsOption>(
            google::cloud::MakeServiceAccountCredentials(contents));
    return google::cloud::automl_v1::AutoMlClient(
        google::cloud::automl_v1::MakeAutoMlConnection(options));
  }

Follow these links to find examples for other *Client classes:

• automl_v1::AutoMlClient
• automl_v1::PredictionServiceClient

Keep in mind that we chose this as an example because it is relatively easy to understand. Consult the Best practices for managing service account keys guide for more details.

Authentication Components - for more information on the factory functions to create google::cloud::Credentials objects.

Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.

Last updated 2025-08-14 UTC.

[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2025-08-14 UTC."],[[["The latest release candidate version is 2.37.0-rc, with version 2.36.0 being the most recent stable release, and numerous prior versions, dating back to 2.11.0, available for reference."],["The client libraries generally employ Application Default Credentials for authentication with Google Cloud Services, but you can override this default if needed."],["Overriding the default authentication can be achieved by using the `UnifiedCredentialsOption`, as demonstrated with an example that loads a service account key file."],["The `automl_v1::AutoMlClient` and `automl_v1::PredictionServiceClient` classes have available examples for service account authentication, with a recommendation to review best practices for managing service account keys."],["For more details on creating credentials objects, consult the Authentication Components documentation."]]],[]]

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