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C++ Client Libraries | Google Cloud

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Cloud AutoML API C++ Client Library

An idiomatic C++ client library for the Cloud AutoML API, a service to train high-quality custom machine learning models with minimum effort and machine learning expertise.

While this library is GA, please note Google Cloud C++ client libraries do not follow Semantic Versioning.

Quickstart

The following shows the code that you'll run in the google/cloud/automl/quickstart/ directory, which should give you a taste of the Cloud AutoML API C++ client library API.

#include "google/cloud/automl/v1/auto_ml_client.h"
#include <iostream>

int main(int argc, char* argv[]) try {
  if (argc != 3) {
    std::cerr << "Usage: " << argv[0] << " project-id location-id\n";
    return 1;
  }

  namespace automl = ::google::cloud::automl_v1;
  auto client = automl::AutoMlClient(automl::MakeAutoMlConnection());

  auto const parent =
      std::string{"projects/"} + argv[1] + "/locations/" + argv[2];
  for (auto m : client.ListModels(parent)) {
    if (!m) throw std::move(m).status();
    std::cout << m->DebugString() << "\n";
  }

  return 0;
} catch (google::cloud::Status const& status) {
  std::cerr << "google::cloud::Status thrown: " << status << "\n";
  return 1;
}
Main classes

This library offers multiple *Client classes, which are listed below. Each one of these classes exposes all the RPCs for a gRPC service as member functions of the class. This library groups multiple gRPC services because they are part of the same product or are often used together. A typical example may be the administrative and data plane operations for a single product.

The library also has other classes that provide helpers, configuration parameters, and infrastructure to mock the *Client classes when testing your application.

Retry, Backoff, and Idempotency Policies.

The library automatically retries requests that fail with transient errors, and uses exponential backoff to backoff between retries. Application developers can override the default policies.

More Information

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."],[[["This webpage provides documentation for the Cloud AutoML API C++ client library, which enables training custom machine learning models."],["The library offers `AutoMlClient` and `PredictionServiceClient` classes, exposing gRPC service Remote Procedure Calls (RPCs) as member functions."],["The client library automatically handles retries and backoff for transient errors, with customizable policies available to developers."],["The library is generally available (GA) but does not adhere to semantic versioning, therefore, version changes may break code."],["The documentation includes a quickstart code example and instructions on error handling, endpoint and authentication overrides, as well as environment variable configurations."]]],[]]


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