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TensorFlow Java: Loading SavedModels from GCS
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// File placed in src/main/java/HelloTF.java | |
import org.tensorflow.SavedModelBundle; | |
import org.tensorflow.TensorFlow; | |
public class HelloTF { | |
public static void main(String[] args) throws Exception { | |
System.out.print("Loading: "); | |
System.out.println(args[0]); | |
try (SavedModelBundle model = SavedModelBundle.load(args[0], "serve")) { | |
System.out.format("TensorFlow version: %s, Model MetaGraphLength: %d\n", | |
TensorFlow.version(), model.metaGraphDef().length); | |
} | |
} | |
} |
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Loading: gs://.... | |
2018-04-20 15:19:08.477888: I tensorflow/core/platform/cpu_feature_guard.cc:140] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA | |
2018-04-20 15:19:09.759204: I tensorflow/cc/saved_model/loader.cc:242] Loading SavedModel with tags: { serve }; from: gs://... | |
2018-04-20 15:19:10.254415: I tensorflow/cc/saved_model/loader.cc:161] Restoring SavedModel bundle. | |
2018-04-20 15:19:11.575483: I tensorflow/cc/saved_model/loader.cc:196] Running LegacyInitOp on SavedModel bundle. | |
2018-04-20 15:19:11.576887: I tensorflow/cc/saved_model/loader.cc:291] SavedModel load for tags { serve }; Status: success. Took 3098430 microseconds. | |
TensorFlow version: 1.7.0, Model MetaGraphLength: 57035 |
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<project> | |
<modelVersion>4.0.0</modelVersion> | |
<groupId>org.myorg</groupId> | |
<artifactId>hello-tf</artifactId> | |
<version>1.0-SNAPSHOT</version> | |
<properties> | |
<exec.mainClass>HelloTF</exec.mainClass> | |
<maven.compiler.source>1.7</maven.compiler.source> | |
<maven.compiler.target>1.7</maven.compiler.target> | |
</properties> | |
<dependencies> | |
<dependency> | |
<groupId>org.tensorflow</groupId> | |
<artifactId>tensorflow</artifactId> | |
<version>1.7.0</version> | |
</dependency> | |
</dependencies> | |
</project> |
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# Provide credentials as per: | |
# https://cloud.google.com/docs/authentication/production#providing_credentials_to_your_application | |
export GOOGLE_APPLICATION_CREDENTIALS=/tmp/credentials.json | |
# Compile and run | |
mvn -q clean compile exec:java -Dexec.args="gs://<FULL PATH HERE>" |
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