1*55e87721SMatt Gilbride# Google Cloud Auto ML Client for Java 2*55e87721SMatt Gilbride 3*55e87721SMatt GilbrideJava idiomatic client for [Cloud Auto ML][product-docs]. 4*55e87721SMatt Gilbride 5*55e87721SMatt Gilbride[![Maven][maven-version-image]][maven-version-link] 6*55e87721SMatt Gilbride![Stability][stability-image] 7*55e87721SMatt Gilbride 8*55e87721SMatt Gilbride- [Product Documentation][product-docs] 9*55e87721SMatt Gilbride- [Client Library Documentation][javadocs] 10*55e87721SMatt Gilbride 11*55e87721SMatt Gilbride 12*55e87721SMatt Gilbride## Quickstart 13*55e87721SMatt Gilbride 14*55e87721SMatt Gilbride 15*55e87721SMatt GilbrideIf you are using Maven with [BOM][libraries-bom], add this to your pom.xml file: 16*55e87721SMatt Gilbride 17*55e87721SMatt Gilbride```xml 18*55e87721SMatt Gilbride<dependencyManagement> 19*55e87721SMatt Gilbride <dependencies> 20*55e87721SMatt Gilbride <dependency> 21*55e87721SMatt Gilbride <groupId>com.google.cloud</groupId> 22*55e87721SMatt Gilbride <artifactId>libraries-bom</artifactId> 23*55e87721SMatt Gilbride <version>26.11.0</version> 24*55e87721SMatt Gilbride <type>pom</type> 25*55e87721SMatt Gilbride <scope>import</scope> 26*55e87721SMatt Gilbride </dependency> 27*55e87721SMatt Gilbride </dependencies> 28*55e87721SMatt Gilbride</dependencyManagement> 29*55e87721SMatt Gilbride 30*55e87721SMatt Gilbride<dependencies> 31*55e87721SMatt Gilbride <dependency> 32*55e87721SMatt Gilbride <groupId>com.google.cloud</groupId> 33*55e87721SMatt Gilbride <artifactId>google-cloud-automl</artifactId> 34*55e87721SMatt Gilbride </dependency> 35*55e87721SMatt Gilbride``` 36*55e87721SMatt Gilbride 37*55e87721SMatt GilbrideIf you are using Maven without the BOM, add this to your dependencies: 38*55e87721SMatt Gilbride 39*55e87721SMatt Gilbride<!-- {x-version-update-start:google-cloud-automl:released} --> 40*55e87721SMatt Gilbride 41*55e87721SMatt Gilbride```xml 42*55e87721SMatt Gilbride<dependency> 43*55e87721SMatt Gilbride <groupId>com.google.cloud</groupId> 44*55e87721SMatt Gilbride <artifactId>google-cloud-automl</artifactId> 45*55e87721SMatt Gilbride <version>2.17.0</version> 46*55e87721SMatt Gilbride</dependency> 47*55e87721SMatt Gilbride``` 48*55e87721SMatt Gilbride 49*55e87721SMatt GilbrideIf you are using Gradle without BOM, add this to your dependencies: 50*55e87721SMatt Gilbride 51*55e87721SMatt Gilbride```Groovy 52*55e87721SMatt Gilbrideimplementation 'com.google.cloud:google-cloud-automl:2.17.0' 53*55e87721SMatt Gilbride``` 54*55e87721SMatt Gilbride 55*55e87721SMatt GilbrideIf you are using SBT, add this to your dependencies: 56*55e87721SMatt Gilbride 57*55e87721SMatt Gilbride```Scala 58*55e87721SMatt GilbridelibraryDependencies += "com.google.cloud" % "google-cloud-automl" % "2.17.0" 59*55e87721SMatt Gilbride``` 60*55e87721SMatt Gilbride<!-- {x-version-update-end} --> 61*55e87721SMatt Gilbride 62*55e87721SMatt Gilbride## Authentication 63*55e87721SMatt Gilbride 64*55e87721SMatt GilbrideSee the [Authentication][authentication] section in the base directory's README. 65*55e87721SMatt Gilbride 66*55e87721SMatt Gilbride## Authorization 67*55e87721SMatt Gilbride 68*55e87721SMatt GilbrideThe client application making API calls must be granted [authorization scopes][auth-scopes] required for the desired Cloud Auto ML APIs, and the authenticated principal must have the [IAM role(s)][predefined-iam-roles] required to access GCP resources using the Cloud Auto ML API calls. 69*55e87721SMatt Gilbride 70*55e87721SMatt Gilbride## Getting Started 71*55e87721SMatt Gilbride 72*55e87721SMatt Gilbride### Prerequisites 73*55e87721SMatt Gilbride 74*55e87721SMatt GilbrideYou will need a [Google Cloud Platform Console][developer-console] project with the Cloud Auto ML [API enabled][enable-api]. 75*55e87721SMatt GilbrideYou will need to [enable billing][enable-billing] to use Google Cloud Auto ML. 76*55e87721SMatt Gilbride[Follow these instructions][create-project] to get your project set up. You will also need to set up the local development environment by 77*55e87721SMatt Gilbride[installing the Google Cloud Command Line Interface][cloud-cli] and running the following commands in command line: 78*55e87721SMatt Gilbride`gcloud auth login` and `gcloud config set project [YOUR PROJECT ID]`. 79*55e87721SMatt Gilbride 80*55e87721SMatt Gilbride### Installation and setup 81*55e87721SMatt Gilbride 82*55e87721SMatt GilbrideYou'll need to obtain the `google-cloud-automl` library. See the [Quickstart](#quickstart) section 83*55e87721SMatt Gilbrideto add `google-cloud-automl` as a dependency in your code. 84*55e87721SMatt Gilbride 85*55e87721SMatt Gilbride## About Cloud Auto ML 86*55e87721SMatt Gilbride 87*55e87721SMatt Gilbride **AutoML API Java Client is now available in Vertex AI. Please visit** 88*55e87721SMatt Gilbride[java-aiplatform](https://github.com/googleapis/java-aiplatform) **for the new Java Vertex AI client.** 89*55e87721SMatt GilbrideVertex AI is our next generation AI Platform, with many new features that are unavailable in the current platform. 90*55e87721SMatt Gilbride[Migrate your resources to Vertex AI](https://cloud.google.com/vertex-ai/docs/start/migrating-to-vertex-ai) to get 91*55e87721SMatt Gilbridethe latest machine learning features, simplify end-to-end journeys, and productionize models with MLOps. 92*55e87721SMatt Gilbride 93*55e87721SMatt Gilbride[Cloud Auto ML](https://cloud.google.com/automl/docs/) makes the power 94*55e87721SMatt Gilbrideof machine learning available to you even if you have limited knowledge 95*55e87721SMatt Gilbrideof machine learning. You can use AutoML to build on Google's machine 96*55e87721SMatt Gilbridelearning capabilities to create your own custom machine learning models 97*55e87721SMatt Gilbridethat are tailored to your business needs, and then integrate those 98*55e87721SMatt Gilbridemodels into your applications and web sites. 99*55e87721SMatt Gilbride 100*55e87721SMatt GilbrideSee the [Cloud Auto ML client library docs](https://cloud.google.com/java/docs/reference/google-cloud-automl/latest/overview) 101*55e87721SMatt Gilbrideto learn how to use this Cloud Auto ML Client Library. 102*55e87721SMatt Gilbride 103*55e87721SMatt Gilbride 104*55e87721SMatt Gilbride 105*55e87721SMatt Gilbride 106*55e87721SMatt Gilbride 107*55e87721SMatt Gilbride 108*55e87721SMatt Gilbride 109*55e87721SMatt Gilbride## Troubleshooting 110*55e87721SMatt Gilbride 111*55e87721SMatt GilbrideTo get help, follow the instructions in the [shared Troubleshooting document][troubleshooting]. 112*55e87721SMatt Gilbride 113*55e87721SMatt Gilbride## Transport 114*55e87721SMatt Gilbride 115*55e87721SMatt GilbrideCloud Auto ML uses gRPC for the transport layer. 116*55e87721SMatt Gilbride 117*55e87721SMatt Gilbride## Supported Java Versions 118*55e87721SMatt Gilbride 119*55e87721SMatt GilbrideJava 8 or above is required for using this client. 120*55e87721SMatt Gilbride 121*55e87721SMatt GilbrideGoogle's Java client libraries, 122*55e87721SMatt Gilbride[Google Cloud Client Libraries][cloudlibs] 123*55e87721SMatt Gilbrideand 124*55e87721SMatt Gilbride[Google Cloud API Libraries][apilibs], 125*55e87721SMatt Gilbridefollow the 126*55e87721SMatt Gilbride[Oracle Java SE support roadmap][oracle] 127*55e87721SMatt Gilbride(see the Oracle Java SE Product Releases section). 128*55e87721SMatt Gilbride 129*55e87721SMatt Gilbride### For new development 130*55e87721SMatt Gilbride 131*55e87721SMatt GilbrideIn general, new feature development occurs with support for the lowest Java 132*55e87721SMatt GilbrideLTS version covered by Oracle's Premier Support (which typically lasts 5 years 133*55e87721SMatt Gilbridefrom initial General Availability). If the minimum required JVM for a given 134*55e87721SMatt Gilbridelibrary is changed, it is accompanied by a [semver][semver] major release. 135*55e87721SMatt Gilbride 136*55e87721SMatt GilbrideJava 11 and (in September 2021) Java 17 are the best choices for new 137*55e87721SMatt Gilbridedevelopment. 138*55e87721SMatt Gilbride 139*55e87721SMatt Gilbride### Keeping production systems current 140*55e87721SMatt Gilbride 141*55e87721SMatt GilbrideGoogle tests its client libraries with all current LTS versions covered by 142*55e87721SMatt GilbrideOracle's Extended Support (which typically lasts 8 years from initial 143*55e87721SMatt GilbrideGeneral Availability). 144*55e87721SMatt Gilbride 145*55e87721SMatt Gilbride#### Legacy support 146*55e87721SMatt Gilbride 147*55e87721SMatt GilbrideGoogle's client libraries support legacy versions of Java runtimes with long 148*55e87721SMatt Gilbrideterm stable libraries that don't receive feature updates on a best efforts basis 149*55e87721SMatt Gilbrideas it may not be possible to backport all patches. 150*55e87721SMatt Gilbride 151*55e87721SMatt GilbrideGoogle provides updates on a best efforts basis to apps that continue to use 152*55e87721SMatt GilbrideJava 7, though apps might need to upgrade to current versions of the library 153*55e87721SMatt Gilbridethat supports their JVM. 154*55e87721SMatt Gilbride 155*55e87721SMatt Gilbride#### Where to find specific information 156*55e87721SMatt Gilbride 157*55e87721SMatt GilbrideThe latest versions and the supported Java versions are identified on 158*55e87721SMatt Gilbridethe individual GitHub repository `github.com/GoogleAPIs/java-SERVICENAME` 159*55e87721SMatt Gilbrideand on [google-cloud-java][g-c-j]. 160*55e87721SMatt Gilbride 161*55e87721SMatt Gilbride## Versioning 162*55e87721SMatt Gilbride 163*55e87721SMatt Gilbride 164*55e87721SMatt GilbrideThis library follows [Semantic Versioning](http://semver.org/). 165*55e87721SMatt Gilbride 166*55e87721SMatt Gilbride 167*55e87721SMatt Gilbride 168*55e87721SMatt Gilbride## Contributing 169*55e87721SMatt Gilbride 170*55e87721SMatt Gilbride 171*55e87721SMatt GilbrideContributions to this library are always welcome and highly encouraged. 172*55e87721SMatt Gilbride 173*55e87721SMatt GilbrideSee [CONTRIBUTING][contributing] for more information how to get started. 174*55e87721SMatt Gilbride 175*55e87721SMatt GilbridePlease note that this project is released with a Contributor Code of Conduct. By participating in 176*55e87721SMatt Gilbridethis project you agree to abide by its terms. See [Code of Conduct][code-of-conduct] for more 177*55e87721SMatt Gilbrideinformation. 178*55e87721SMatt Gilbride 179*55e87721SMatt Gilbride 180*55e87721SMatt Gilbride## License 181*55e87721SMatt Gilbride 182*55e87721SMatt GilbrideApache 2.0 - See [LICENSE][license] for more information. 183*55e87721SMatt Gilbride 184*55e87721SMatt Gilbride## CI Status 185*55e87721SMatt Gilbride 186*55e87721SMatt GilbrideJava Version | Status 187*55e87721SMatt Gilbride------------ | ------ 188*55e87721SMatt GilbrideJava 8 | [![Kokoro CI][kokoro-badge-image-2]][kokoro-badge-link-2] 189*55e87721SMatt GilbrideJava 8 OSX | [![Kokoro CI][kokoro-badge-image-3]][kokoro-badge-link-3] 190*55e87721SMatt GilbrideJava 8 Windows | [![Kokoro CI][kokoro-badge-image-4]][kokoro-badge-link-4] 191*55e87721SMatt GilbrideJava 11 | [![Kokoro CI][kokoro-badge-image-5]][kokoro-badge-link-5] 192*55e87721SMatt Gilbride 193*55e87721SMatt GilbrideJava is a registered trademark of Oracle and/or its affiliates. 194*55e87721SMatt Gilbride 195*55e87721SMatt Gilbride[product-docs]: https://cloud.google.com/automl/docs/ 196*55e87721SMatt Gilbride[javadocs]: https://cloud.google.com/java/docs/reference/google-cloud-automl/latest/overview 197*55e87721SMatt Gilbride[kokoro-badge-image-1]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java7.svg 198*55e87721SMatt Gilbride[kokoro-badge-link-1]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java7.html 199*55e87721SMatt Gilbride[kokoro-badge-image-2]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java8.svg 200*55e87721SMatt Gilbride[kokoro-badge-link-2]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java8.html 201*55e87721SMatt Gilbride[kokoro-badge-image-3]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java8-osx.svg 202*55e87721SMatt Gilbride[kokoro-badge-link-3]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java8-osx.html 203*55e87721SMatt Gilbride[kokoro-badge-image-4]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java8-win.svg 204*55e87721SMatt Gilbride[kokoro-badge-link-4]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java8-win.html 205*55e87721SMatt Gilbride[kokoro-badge-image-5]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java11.svg 206*55e87721SMatt Gilbride[kokoro-badge-link-5]: http://storage.googleapis.com/cloud-devrel-public/java/badges/google-cloud-java/java11.html 207*55e87721SMatt Gilbride[stability-image]: https://img.shields.io/badge/stability-stable-green 208*55e87721SMatt Gilbride[maven-version-image]: https://img.shields.io/maven-central/v/com.google.cloud/google-cloud-automl.svg 209*55e87721SMatt Gilbride[maven-version-link]: https://central.sonatype.com/artifact/com.google.cloud/google-cloud-automl/2.14.0 210*55e87721SMatt Gilbride[authentication]: https://github.com/googleapis/google-cloud-java#authentication 211*55e87721SMatt Gilbride[auth-scopes]: https://developers.google.com/identity/protocols/oauth2/scopes 212*55e87721SMatt Gilbride[predefined-iam-roles]: https://cloud.google.com/iam/docs/understanding-roles#predefined_roles 213*55e87721SMatt Gilbride[iam-policy]: https://cloud.google.com/iam/docs/overview#cloud-iam-policy 214*55e87721SMatt Gilbride[developer-console]: https://console.developers.google.com/ 215*55e87721SMatt Gilbride[create-project]: https://cloud.google.com/resource-manager/docs/creating-managing-projects 216*55e87721SMatt Gilbride[cloud-cli]: https://cloud.google.com/cli 217*55e87721SMatt Gilbride[troubleshooting]: https://github.com/googleapis/google-cloud-java/blob/main/TROUBLESHOOTING.md 218*55e87721SMatt Gilbride[contributing]: https://github.com/googleapis/google-cloud-java/blob/main/CONTRIBUTING.md 219*55e87721SMatt Gilbride[code-of-conduct]: https://github.com/googleapis/google-cloud-java/blob/main/CODE_OF_CONDUCT.md#contributor-code-of-conduct 220*55e87721SMatt Gilbride[license]: https://github.com/googleapis/google-cloud-java/blob/main/LICENSE 221*55e87721SMatt Gilbride[enable-billing]: https://cloud.google.com/apis/docs/getting-started#enabling_billing 222*55e87721SMatt Gilbride[enable-api]: https://console.cloud.google.com/flows/enableapi?apiid=automl.googleapis.com 223*55e87721SMatt Gilbride[libraries-bom]: https://github.com/GoogleCloudPlatform/cloud-opensource-java/wiki/The-Google-Cloud-Platform-Libraries-BOM 224*55e87721SMatt Gilbride[shell_img]: https://gstatic.com/cloudssh/images/open-btn.png 225*55e87721SMatt Gilbride 226*55e87721SMatt Gilbride[semver]: https://semver.org/ 227*55e87721SMatt Gilbride[cloudlibs]: https://cloud.google.com/apis/docs/client-libraries-explained 228*55e87721SMatt Gilbride[apilibs]: https://cloud.google.com/apis/docs/client-libraries-explained#google_api_client_libraries 229*55e87721SMatt Gilbride[oracle]: https://www.oracle.com/java/technologies/java-se-support-roadmap.html 230*55e87721SMatt Gilbride[g-c-j]: http://github.com/googleapis/google-cloud-java 231