Unless otherwise configured, the client libraries useApplication Default Credentialsto 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 theUnifiedCredentialsOptionThe 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*Clientclasses:
[[["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 2025-09-04 UTC."],[[["\u003cp\u003eThis document provides a reference for the AutoML C++ client library, specifically detailing how to override default authentication credentials, with the latest release candidate version being 2.37.0-rc.\u003c/p\u003e\n"],["\u003cp\u003eThe library defaults to using Application Default Credentials for Google Cloud Services, but allows overriding this through the \u003ccode\u003eUnifiedCredentialsOption\u003c/code\u003e.\u003c/p\u003e\n"],["\u003cp\u003eAn example is provided demonstrating how to load a service account key file to authenticate, along with links to similar examples for \u003ccode\u003eautoml_v1::AutoMlClient\u003c/code\u003e and \u003ccode\u003eautoml_v1::PredictionServiceClient\u003c/code\u003e.\u003c/p\u003e\n"],["\u003cp\u003eThe page contains a list of links to prior versions of this documentation ranging from version 2.11.0 to 2.36.0.\u003c/p\u003e\n"],["\u003cp\u003eBest practices for managing service account keys, as well as additional information on creating \u003ccode\u003egoogle::cloud::Credentials\u003c/code\u003e objects, can be found in the provided external links.\u003c/p\u003e\n"]]],[],null,["Version 2.14.0keyboard_arrow_down\n\n- [2.42.0-rc (latest)](/cpp/docs/reference/automl/latest/automl-override-authentication)\n- [2.41.0](/cpp/docs/reference/automl/2.41.0/automl-override-authentication)\n- [2.40.0](/cpp/docs/reference/automl/2.40.0/automl-override-authentication)\n- [2.39.0](/cpp/docs/reference/automl/2.39.0/automl-override-authentication)\n- [2.38.0](/cpp/docs/reference/automl/2.38.0/automl-override-authentication)\n- [2.37.0](/cpp/docs/reference/automl/2.37.0/automl-override-authentication)\n- [2.36.0](/cpp/docs/reference/automl/2.36.0/automl-override-authentication)\n- [2.35.0](/cpp/docs/reference/automl/2.35.0/automl-override-authentication)\n- [2.34.0](/cpp/docs/reference/automl/2.34.0/automl-override-authentication)\n- [2.33.0](/cpp/docs/reference/automl/2.33.0/automl-override-authentication)\n- [2.32.0](/cpp/docs/reference/automl/2.32.0/automl-override-authentication)\n- [2.31.0](/cpp/docs/reference/automl/2.31.0/automl-override-authentication)\n- [2.30.0](/cpp/docs/reference/automl/2.30.0/automl-override-authentication)\n- [2.29.0](/cpp/docs/reference/automl/2.29.0/automl-override-authentication)\n- [2.28.0](/cpp/docs/reference/automl/2.28.0/automl-override-authentication)\n- [2.27.0](/cpp/docs/reference/automl/2.27.0/automl-override-authentication)\n- [2.26.0](/cpp/docs/reference/automl/2.26.0/automl-override-authentication)\n- [2.25.1](/cpp/docs/reference/automl/2.25.1/automl-override-authentication)\n- [2.24.0](/cpp/docs/reference/automl/2.24.0/automl-override-authentication)\n- [2.23.0](/cpp/docs/reference/automl/2.23.0/automl-override-authentication)\n- [2.22.1](/cpp/docs/reference/automl/2.22.1/automl-override-authentication)\n- [2.21.0](/cpp/docs/reference/automl/2.21.0/automl-override-authentication)\n- [2.20.0](/cpp/docs/reference/automl/2.20.0/automl-override-authentication)\n- [2.19.0](/cpp/docs/reference/automl/2.19.0/automl-override-authentication)\n- [2.18.0](/cpp/docs/reference/automl/2.18.0/automl-override-authentication)\n- [2.17.0](/cpp/docs/reference/automl/2.17.0/automl-override-authentication)\n- [2.16.0](/cpp/docs/reference/automl/2.16.0/automl-override-authentication)\n- [2.15.1](/cpp/docs/reference/automl/2.15.1/automl-override-authentication)\n- [2.14.0](/cpp/docs/reference/automl/2.14.0/automl-override-authentication)\n- [2.13.0](/cpp/docs/reference/automl/2.13.0/automl-override-authentication)\n- [2.12.0](/cpp/docs/reference/automl/2.12.0/automl-override-authentication)\n- [2.11.0](/cpp/docs/reference/automl/2.11.0/automl-override-authentication) \n\nHow to Override the Authentication Credentials\n==============================================\n\nUnless otherwise configured, the client libraries use [Application Default Credentials](https://cloud.google.com/docs/authentication#adc) 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](https://cloud.google.com/cpp/docs/reference/common/latest/structgoogle_1_1cloud_1_1UnifiedCredentialsOption.html) The following example shows how to explicitly load a service account key file: \n\n [](std::string const& keyfile) {\n auto is = std::ifstream(keyfile);\n is.exceptions(std::ios::badbit); // Minimal error handling in examples\n auto contents = std::string(std::istreambuf_iterator\u003cchar\u003e(is.rdbuf()), {});\n auto options =\n google::cloud::Options{}.set\u003cgoogle::cloud::UnifiedCredentialsOption\u003e(\n google::cloud::MakeServiceAccountCredentials(contents));\n return google::cloud::automl_v1::AutoMlClient(\n google::cloud::automl_v1::MakeAutoMlConnection(options));\n }\n\nFollow these links to find examples for other `*Client` classes:\n\n- [`automl_v1::AutoMlClient`](/cpp/docs/reference/automl/2.14.0/automl_v1_1_1AutoMlClient-service-account-snippet)\n- [`automl_v1::PredictionServiceClient`](/cpp/docs/reference/automl/2.14.0/automl_v1_1_1PredictionServiceClient-service-account-snippet)\n\nKeep 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](https://cloud.google.com/iam/docs/best-practices-for-managing-service-account-keys) guide for more details.\n\n###### See Also\n\n[Authentication Components](https://cloud.google.com/cpp/docs/reference/common/latest/group__guac.html) - for more information on the factory functions to create [`google::cloud::Credentials`](https://cloud.google.com/cpp/docs/reference/common/latest/classgoogle_1_1cloud_1_1Credentials.html) objects."]]