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Vision AutoML
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‎vision/automl/README.md

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# AutoML 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 Vision API][vision] provides feature detection for images.
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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 Vision API
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using the [Google Cloud Client Library for Java][google-cloud-java].
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[vision]: https://cloud.google.com/vision/docs/
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[google-cloud-java]: https://github.com/GoogleCloudPlatform/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.vision.samples.automl.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.vision.samples.automl.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.vision.samples.automl.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.vision.samples.automl.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.vision.samples.automl.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.vision.samples.automl.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.vision.samples.automl.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.vision.samples.automl.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.vision.samples.automl.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.vision.samples.automl.ModeltApi" -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.vision.samples.automl.PredictApi" -Dexec.args="predict [model-id] ./resources/dandelion.jpg 0.7"
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```
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‎vision/automl/pom.xml

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<!--
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Copyright 2018 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.example.vision</groupId>
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<artifactId>vision-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.vision.samples.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.vision.samples.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>PredictApi</id>
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<activation>
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<property>
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<name>PredictApi</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.vision.samples.automl.PredictApi</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>

‎vision/automl/resources/dandelion.jpg

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