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### Description For no, CoreML only support run mlmodels on CPU/ALL, However, sometimes CPU_GPU would be faster a lot. We support the option to select different hardware to boost performance in this PR. ### Motivation and Context <!-- - Why is this change required? What problem does it solve? - If it fixes an open issue, please link to the issue here. --> --------- Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com> |
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README.md
ONNX Runtime Java API
This directory contains the Java language binding for the ONNX runtime. Java Native Interface (JNI) is used to allow for seamless calls to ONNX runtime from Java.
Usage
This document pertains to developing, building, running, and testing the API itself in your local environment. For general purpose usage of the publicly distributed API, please see the general Java API documentation.
Building
Use the main project's build instructions with the --build_java
option.
Requirements
Java 11 or later is required to build the library. The compiled jar file will run on Java 8 or later.
The Gradle build system is used here to manage the Java project's dependency management, compilation, testing, and assembly.
In particular, the Gradle wrapper at java/gradlew[.bat]
is used, locking the Gradle version to the one specified in the java/gradle/wrapper/gradle-wrapper.properties
configuration.
Using the Gradle wrapper removes the need to have the right version of Gradle installed on the system.
Build Output
The build will generate output in $REPO_ROOT/build/$OS/$CONFIGURATION/java/build
:
docs/javadoc/
- HTML javadocreports/
- detailed test results and other reportslibs/onnxruntime-VERSION.jar
- JAR with compiled classes, platform-specific JNI shared library, and platform-specific onnxruntime shared library.
Build System Overview
The main CMake build system delegates building and testing to Gradle.
This allows the CMake system to ensure all of the C/C++ compilation is achieved prior to the Java build.
The Java build depends on C/C++ onnxruntime shared library and a C JNI shared library (source located in the src/main/native
directory).
The JNI shared library is the glue that allows for Java to call functions in onnxruntime shared library.
Given the fact that CMake injects native dependencies during CMake builds, some gradle tasks (primarily, build
, test
, and check
) may fail.
To run the Java build independently of CMake supply -DcmakeBuildDir=<path-to-onnx-runtime-build-dir>
, though this will only succeed after an initial build of the native libraries has completed.
When running the build script, CMake will compile the onnxruntime
target and the JNI glue onnxruntime4j_jni
target and expose the resulting libraries in a place where Gradle can ingest them.
Upon successful compilation of those targets, a special Gradle task to build will be executed. The results will be placed in the output directory stated above.
Advanced Loading
The default behavior is to load the shared libraries using classpath resources. If your use case requires custom loading of the shared libraries, please consult the javadoc in the package-info.java or OnnxRuntime.java files.
Development
Code Formatting
Spotless is used to keep the code properly formatted.
Gradle's spotlessCheck
task will show any misformatted code.
Gradle's spotlessApply
task will try to fix the formatting.
Misformatted code will raise failures when checks are ran during test run.
JNI Headers
When adding or updating native methods in the Java files, it may be necessary to examine the relevant JNI headers in build/headers/ai_onnxruntime*.h
.
These files can be manually generated using Gradle's compileJava
task which will compile the Java and update the header files accordingly.
Then the corresponding C files in ./src/main/native/ai_onnxruntime*.c
may be updated and the build can be ran.
Dependencies
The Java API does not have any runtime or compile dependencies.