Created
May 2, 2022 11:55
-
-
Save filipsedivy/0ca5a8c0178e5936b3285fad0d68862d to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
package org.example; | |
import ai.djl.MalformedModelException; | |
import ai.djl.inference.Predictor; | |
import ai.djl.modality.Classifications; | |
import ai.djl.modality.cv.Image; | |
import ai.djl.modality.cv.ImageFactory; | |
import ai.djl.modality.cv.transform.Resize; | |
import ai.djl.modality.cv.transform.ToTensor; | |
import ai.djl.modality.cv.translator.ImageClassificationTranslator; | |
import ai.djl.repository.zoo.Criteria; | |
import ai.djl.repository.zoo.ModelNotFoundException; | |
import ai.djl.repository.zoo.ZooModel; | |
import ai.djl.translate.TranslateException; | |
import java.io.IOException; | |
import java.nio.file.Paths; | |
import java.util.ArrayList; | |
public class Main { | |
public static void main(String[] args) throws ModelNotFoundException, MalformedModelException, IOException, TranslateException { | |
ImageClassificationTranslator translator = ImageClassificationTranslator.builder() | |
.optSynset(new ArrayList<String>() { | |
{ | |
add("class_1"); | |
add("class_2"); | |
add("class_3"); | |
add("class_4"); | |
add("class_5"); | |
add("class_6"); | |
add("class_7"); | |
add("class_8"); | |
} | |
}) | |
.addTransform(new Resize(224, 224)) | |
.addTransform(new ToTensor()) | |
.build(); | |
Criteria<Image, Classifications> criteria = Criteria.builder() | |
.setTypes(Image.class, Classifications.class) | |
.optModelPath(Paths.get("model.onnx")) | |
.optTranslator(translator) | |
.optEngine("OnnxRuntime") | |
.build(); | |
ZooModel<Image, Classifications> model = criteria.loadModel(); | |
Predictor<Image, Classifications> predictor = model.newPredictor(); | |
Image image = ImageFactory.getInstance().fromFile(Paths.get("picture.jpg")); | |
Classifications predict = predictor.predict(image); | |
System.out.println(predict.getAsString()); | |
} | |
} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
<?xml version="1.0" encoding="UTF-8"?> | |
<project xmlns="http://maven.apache.org/POM/4.0.0" | |
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" | |
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> | |
<modelVersion>4.0.0</modelVersion> | |
<groupId>org.example</groupId> | |
<artifactId>demo2</artifactId> | |
<version>1.0-SNAPSHOT</version> | |
<properties> | |
<maven.compiler.source>8</maven.compiler.source> | |
<maven.compiler.target>8</maven.compiler.target> | |
</properties> | |
<dependencies> | |
<dependency> | |
<groupId>ai.djl</groupId> | |
<artifactId>api</artifactId> | |
<version>0.16.0</version> | |
</dependency> | |
<dependency> | |
<groupId>ai.djl.tensorflow</groupId> | |
<artifactId>tensorflow-model-zoo</artifactId> | |
<version>0.16.0</version> | |
</dependency> | |
<dependency> | |
<groupId>ai.djl.tensorflow</groupId> | |
<artifactId>tensorflow-engine</artifactId> | |
<version>0.16.0</version> | |
<scope>runtime</scope> | |
</dependency> | |
<dependency> | |
<groupId>ai.djl.onnxruntime</groupId> | |
<artifactId>onnxruntime-engine</artifactId> | |
<version>0.16.0</version> | |
<scope>runtime</scope> | |
</dependency> | |
<dependency> | |
<groupId>org.apache.cassandra</groupId> | |
<artifactId>cassandra-all</artifactId> | |
<version>4.0.3</version> | |
<exclusions> | |
<exclusion> | |
<groupId>org.slf4j</groupId> | |
<artifactId>slf4j-log4j12</artifactId> | |
</exclusion> | |
<exclusion> | |
<groupId>log4j</groupId> | |
<artifactId>log4j</artifactId> | |
</exclusion> | |
</exclusions> | |
</dependency> | |
</dependencies> | |
</project> |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment