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Vision AutoML updates + Translate AutoML
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‎translate/automl/README.md

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# AutoML Translate Sample
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<a href="https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/GoogleCloudPlatform/java-docs-samples&page=editor&open_in_editor=vision/beta/cloud-client/README.md">
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<img alt="Open in Cloud Shell" src ="http://gstatic.com/cloudssh/images/open-btn.png"></a>
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[Google Cloud Translate API][translate] provides feature AutoML.
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This API is part of the larger collection of Cloud Machine Learning APIs.
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This sample Java application demonstrates how to access the Cloud Translate AutoML API
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using the [Google Cloud Client Library for Java][google-cloud-java].
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## Set the environment variables
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PROJECT_ID = [Id of the project]
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REGION_NAME = [Region name]
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## Build the sample
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Install [Maven](http://maven.apache.org/).
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Build your project with:
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```
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mvn clean package
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```
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### Dataset API
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#### Create a new dataset
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.DatasetApi" -Dexec.args="create_dataset test_dataset"
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```
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#### List datasets
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.DatasetApi" -Dexec.args="list_datasets"
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```
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#### Get dataset
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.DatasetApi" -Dexec.args="get_dataset [dataset-id]"
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```
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#### Import data
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.DatasetApi" -Dexec.args="import_data gs://java-docs-samples-testing/flower_traindata.csv"
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```
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### Model API
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#### Create Model
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.ModelApi" -Dexec.args="create_model test_model"
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```
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#### List Models
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.ModelApi" -Dexec.args="list_models"
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```
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#### Get Model
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.ModelApi" -Dexec.args="get_model [model-id]"
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```
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#### List Model Evaluations
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.ModelApi" -Dexec.args="list_model_evaluation [model-id]"
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```
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#### Get Model Evaluation
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.ModelApi" -Dexec.args="get_model_evaluation [model-id] [model-evaluation-id]"
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```
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#### Delete Model
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```
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mvn exec:java-Dexec.mainClass="com.google.cloud.translate.samples.ModelApi" -Dexec.args="delete_model [model-id]"
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```
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### Predict API
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```
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mvn exec:java -Dexec.mainClass="com.google.cloud.translate.samples.PredictApi" -Dexec.args="predict [model-id] ./resources/dandelion.jpg 0.7"
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```
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‎translate/automl/pom.xml

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<!--
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Copyright 2016 Google Inc.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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-->
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<project>
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<modelVersion>4.0.0</modelVersion>
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<groupId>com.google.cloud.translate.automl</groupId>
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<artifactId>translate-automl</artifactId>
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<packaging>jar</packaging>
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<!--
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The parent pom defines common style checks and testing strategies for our samples.
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Removing or replacing it should not affect the execution of the samples in anyway.
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-->
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<parent>
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<groupId>com.google.cloud.samples</groupId>
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<artifactId>shared-configuration</artifactId>
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<version>1.0.9</version>
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</parent>
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<properties>
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<maven.compiler.target>1.8</maven.compiler.target>
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<maven.compiler.source>1.8</maven.compiler.source>
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<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
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</properties>
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<dependencies>
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<!-- [START dependencies] -->
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<dependency>
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<groupId>com.google.cloud</groupId>
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<artifactId>google-cloud-automl</artifactId>
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<version>0.55.0-beta</version>
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</dependency>
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<dependency>
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<groupId>net.sourceforge.argparse4j</groupId>
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<artifactId>argparse4j</artifactId>
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<version>0.8.1</version>
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</dependency>
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<!-- [END dependencies] -->
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<!-- Test dependencies -->
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<dependency>
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<groupId>junit</groupId>
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<artifactId>junit</artifactId>
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<version>4.12</version>
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<scope>test</scope>
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</dependency>
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<dependency>
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<groupId>com.google.truth</groupId>
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<artifactId>truth</artifactId>
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<version>0.41</version>
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<scope>test</scope>
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</dependency>
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</dependencies>
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<profiles>
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<profile>
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<id>DatasetApi</id>
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<activation>
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<property>
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<name>DatasetApi</name>
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</property>
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</activation>
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<build>
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<plugins>
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<plugin>
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<groupId>org.codehaus.mojo</groupId>
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<artifactId>exec-maven-plugin</artifactId>
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<version>1.6.0</version>
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<executions>
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<execution>
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<goals>
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<goal>java</goal>
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</goals>
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</execution>
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</executions>
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<configuration>
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<mainClass>com.google.cloud.translate.automl.DatasetApi</mainClass>
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<cleanupDaemonThreads>false</cleanupDaemonThreads>
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</configuration>
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</plugin>
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</plugins>
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</build>
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</profile>
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<profile>
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<id>ModelApi</id>
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<activation>
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<property>
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<name>ModelApi</name>
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</property>
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</activation>
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<build>
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<plugins>
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<plugin>
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<groupId>org.codehaus.mojo</groupId>
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<artifactId>exec-maven-plugin</artifactId>
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<version>1.6.0</version>
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<executions>
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<execution>
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<goals>
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<goal>java</goal>
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</goals>
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</execution>
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</executions>
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<configuration>
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<mainClass>com.google.cloud.translate.automl.ModelApi</mainClass>
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<cleanupDaemonThreads>false</cleanupDaemonThreads>
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</configuration>
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</plugin>
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</plugins>
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</build>
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</profile>
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<profile>
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<id>PredictionApi</id>
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<activation>
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<property>
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<name>PredictionApi</name>
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</property>
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</activation>
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<build>
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<plugins>
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<plugin>
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<groupId>org.codehaus.mojo</groupId>
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<artifactId>exec-maven-plugin</artifactId>
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<version>1.6.0</version>
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<executions>
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<execution>
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<goals>
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<goal>java</goal>
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</goals>
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</execution>
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</executions>
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<configuration>
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<mainClass>com.google.cloud.translate.automl.PredictionApi</mainClass>
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<cleanupDaemonThreads>false</cleanupDaemonThreads>
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</configuration>
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</plugin>
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</plugins>
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</build>
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</profile>
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</profiles>
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</project>

‎translate/automl/resources/input.txt

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Tell me how this ends

‎vision/automl/src/main/java/com/google/cloud/vision/samples/automl/ModelApi.java

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import java.io.IOException;
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import java.io.PrintStream;
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import java.util.List;
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import java.util.concurrent.ExecutionException;
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import net.sourceforge.argparse4j.ArgumentParsers;
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import net.sourceforge.argparse4j.inf.ArgumentParser;
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import net.sourceforge.argparse4j.inf.ArgumentParserException;
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/**
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* Demonstrates using the AutoML client to get operation status.
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*
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* @param operationFullId : Full name of a operation. For example, the name of your operation is
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* @param operationFullId the complete name of a operation. For example, the name of your operation is
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* projects/[projectId]/locations/us-central1/operations/[operationId].
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* @throws IOException on Input/Output errors.
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*/
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/**
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* Demonstrates using the AutoML client to list all models.
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*
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* @param projectId - Id of the project.
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* @param computeRegion - Region name.
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* @param projectId the Id of the project.
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* @param computeRegion the Region name.
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* @param filter - Filter expression.
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* @throws IOException on Input/Output errors.
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*/
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LocationName projectLocation = LocationName.of(projectId, computeRegion);
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// Create list models request
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ListModelsRequest listModlesRequest =
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ListModelsRequest listModelsRequest =
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ListModelsRequest.newBuilder()
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.setParent(projectLocation.toString())
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.setFilter(filter)
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.build();
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System.out.println("List of models:");
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for (Model model : client.listModels(listModlesRequest).iterateAll()) {
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for (Model model : client.listModels(listModelsRequest).iterateAll()) {
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// Display the model information.
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System.out.println(String.format("Model name: %s", model.getName()));
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System.out.println(
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* @param projectId the Id of the project.
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* @param computeRegion the Region name.
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* @param modelId the Id of the model.
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* @param filter the Filter expression.
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* @param filter the filter expression.
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* @throws IOException on Input/Output errors.
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*/
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public static void displayEvaluation(
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* @throws Exception on AutoML Client errors
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*/
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public static void deleteModel(String projectId, String computeRegion, String modelId)
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throws InterruptedException, ExecutionException, IOException {
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throws Exception {
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AutoMlClient client = AutoMlClient.create();
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// Get the full path of the model.
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// [END automl_vision_delete_model]
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public static void main(String[] args)
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throws IOException, InterruptedException, ExecutionException {
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throws Exception {
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ModelApi modelApi = new ModelApi();
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modelApi.argsHelper(args, System.out);
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}
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public static void argsHelper(String[] args, PrintStream out)
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throws IOException, InterruptedException, ExecutionException {
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throws Exception {
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ArgumentParser parser =
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ArgumentParsers.newFor("ModelApi")
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.build()
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}
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} catch (ArgumentParserException e) {
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parser.handleError(e);
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} catch (Exception e) {
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System.out.println("Exception in Model create caught");
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}
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}
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}

‎vision/automl/src/main/java/com/google/cloud/vision/samples/automl/PredictionApi.java

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String scoreThreshold)
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throws IOException {
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// Create client for prediction service.
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// Instantiate client for prediction service.
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PredictionServiceClient predictionClient = PredictionServiceClient.create();
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// Get the full path of the model.

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