Java idiomatic client for Cloud Auto ML.
If you are using Maven with BOM, add this to your pom.xml file
<dependencyManagement>
<dependencies>
<dependency>
<groupId>com.google.cloud</groupId>
<artifactId>libraries-bom</artifactId>
<version>16.2.0</version>
<type>pom</type>
<scope>import</scope>
</dependency>
</dependencies>
</dependencyManagement>
<dependencies>
<dependency>
<groupId>com.google.cloud</groupId>
<artifactId>google-cloud-automl</artifactId>
</dependency>
<dependency>
<groupId>com.google.cloud</groupId>
<artifactId>google-cloud-bigquery</artifactId>
</dependency>
<dependency>
<groupId>com.google.cloud</groupId>
<artifactId>google-cloud-storage</artifactId>
</dependency>
</dependencies>
If you are using Maven without BOM, add this to your dependencies:
<dependency>
<groupId>com.google.cloud</groupId>
<artifactId>google-cloud-automl</artifactId>
<version>1.3.3</version>
</dependency>
<dependency>
<groupId>com.google.cloud</groupId>
<artifactId>google-cloud-bigquery</artifactId>
<version>1.126.3</version>
</dependency>
<dependency>
<groupId>com.google.cloud</groupId>
<artifactId>google-cloud-storage</artifactId>
<version>1.113.8</version>
</dependency>
If you are using Gradle 5.x or later, add this to your dependencies
implementation platform('com.google.cloud:libraries-bom:16.2.0')
compile 'com.google.cloud:google-cloud-automl'
If you are using Gradle without BOM, add this to your dependencies
compile 'com.google.cloud:google-cloud-automl:1.3.3'
If you are using SBT, add this to your dependencies
libraryDependencies += "com.google.cloud" % "google-cloud-automl" % "1.3.3"
See the Authentication section in the base directory's README.
You will need a Google Cloud Platform Console project with the Cloud Auto ML API enabled.
You will need to enable billing to use Google Cloud Auto ML.
Follow these instructions to get your project set up. You will also need to set up the local development environment by
installing the Google Cloud SDK and running the following commands in command line:
gcloud auth login
and gcloud config set project [YOUR PROJECT ID]
.
You'll need to obtain the google-cloud-automl
library. See the Quickstart section
to add google-cloud-automl
as a dependency in your code.
Cloud Auto ML makes the power of machine learning available to you even if you have limited knowledge of machine learning. You can use AutoML to build on Google's machine learning capabilities to create your own custom machine learning models that are tailored to your business needs, and then integrate those models into your applications and web sites.
See the Cloud Auto ML client library docs to learn how to use this Cloud Auto ML Client Library.
Samples are in the samples/
directory. The samples' README.md
has instructions for running the samples.
Sample | Source Code | Try it |
---|---|---|
Batch Predict | source code | |
Cancel Operation | source code | |
Delete Dataset | source code | |
Delete Model | source code | |
Deploy Model | source code | |
Get Model | source code | |
Get Model Evaluation | source code | |
Get Operation Status | source code | |
Import Dataset | source code | |
List Datasets | source code | |
List Model Evaluations | source code | |
List Models | source code | |
Set Endpoint | source code | |
Tables Batch Predict Big Query | source code | |
Tables Create Dataset | source code | |
Tables Create Model | source code | |
Tables Get Model | source code | |
Tables Import Dataset | source code | |
Tables Predict | source code | |
Undeploy Model | source code | |
Video Classification Create Dataset | source code | |
Video Classification Create Model | source code | |
Video Object Tracking Create Dataset | source code | |
Video Object Tracking Create Model | source code | |
Batch Predict | source code | |
Delete Dataset | source code | |
Delete Model | source code | |
Deploy Model | source code | |
Export Dataset | source code | |
Get Dataset | source code | |
Get Model | source code | |
Get Model Evaluation | source code | |
Get Operation Status | source code | |
Import Dataset | source code | |
Language Entity Extraction Create Dataset | source code | |
Language Entity Extraction Create Model | source code | |
Language Entity Extraction Predict | source code | |
Language Sentiment Analysis Create Dataset | source code | |
Language Sentiment Analysis Create Model | source code | |
Language Sentiment Analysis Predict | source code | |
Language Text Classification Create Dataset | source code | |
Language Text Classification Create Model | source code | |
Language Text Classification Predict | source code | |
List Datasets | source code | |
List Model Evaluations | source code | |
List Models | source code | |
List Operation Status | source code | |
Translate Create Dataset | source code | |
Translate Create Model | source code | |
Translate Predict | source code | |
Undeploy Model | source code | |
Vision Classification Create Dataset | source code | |
Vision Classification Create Model | source code | |
Vision Classification Deploy Model Node Count | source code | |
Vision Classification Predict | source code | |
Vision Object Detection Create Dataset | source code | |
Vision Object Detection Create Model | source code | |
Vision Object Detection Deploy Model Node Count | source code | |
Vision Object Detection Predict | source code | |
Dataset Api | source code | |
Model Api | source code | |
Prediction Api | source code | |
Classification Deploy Model | source code | |
Classification Undeploy Model | source code | |
Model Api | source code | |
Object Detection Deploy Model Node Count | source code | |
Prediction Api | source code |
To get help, follow the instructions in the shared Troubleshooting document.
Cloud Auto ML uses gRPC for the transport layer.
Java 7 or above is required for using this client.
This library follows Semantic Versioning.
Contributions to this library are always welcome and highly encouraged.
See CONTRIBUTING for more information how to get started.
Please note that this project is released with a Contributor Code of Conduct. By participating in this project you agree to abide by its terms. See Code of Conduct for more information.
Apache 2.0 - See LICENSE for more information.
Java Version | Status |
---|---|
Java 7 | |
Java 8 | |
Java 8 OSX | |
Java 8 Windows | |
Java 11 |
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