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\u003eThe latest version of the AutoML reference documentation is 2.37.0-rc, with previous versions ranging from 2.36.0 down to 2.11.0 also available.\u003c/p\u003e\n"],["\u003cp\u003eClient libraries primarily use Application Default Credentials for Google Cloud Services authentication, but this can be overridden when needed.\u003c/p\u003e\n"],["\u003cp\u003eYou can override default authentication by utilizing the UnifiedCredentialsOption and providing credentials, such as loading a service account key file.\u003c/p\u003e\n"],["\u003cp\u003eExamples for overriding authentication are available for \u003ccode\u003eautoml_v1::AutoMlClient\u003c/code\u003e and \u003ccode\u003eautoml_v1::PredictionServiceClient\u003c/code\u003e classes.\u003c/p\u003e\n"],["\u003cp\u003eThe \u003ca href=\"https://cloud.google.com/cpp/docs/reference/common/latest/group__guac.html\"\u003eAuthentication Components\u003c/a\u003e page has more details on how to create \u003ca href=\"https://cloud.google.com/cpp/docs/reference/common/latest/classgoogle_1_1cloud_1_1Credentials.html\"\u003e\u003ccode\u003egoogle::cloud::Credentials\u003c/code\u003e\u003c/a\u003e objects.\u003c/p\u003e\n"]]],[],null,["Version latestkeyboard_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/latest/automl_v1_1_1AutoMlClient-service-account-snippet)\n- [`automl_v1::PredictionServiceClient`](/cpp/docs/reference/automl/latest/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."]]