onnxruntime/java
Adam Pocock 3456831413
[java] Make the backing byte buffer in an OrtValue accessible (#16578)
### Description
Adds a method to access the backing direct byte buffer from a Java
`OnnxTensor` object, assuming it is backed by a direct byte buffer
(tensors created by ORT's run call or ones created in Java from
multidimensional arrays are not). Also adds a method to check if the
backing byte buffer was copied from the user's buffer supplied on
creation (this could be tested via a pointer comparison from the output
of `getBufferRef` and the user's input buffer, so I'm not sure if it's
necessary).

### Motivation and Context
This is the first part of changes necessary to support output pinning in
Java OrtSession.run/OrtTrainingSession.run calls. I split it out from
the rest of the work as it's useful by itself (e.g. to allow users to
keep a single input tensor and rewrite it each time with new inputs
rather than allocate a fresh one) and the other change will be much more
involved so splitting it makes it easier to review.

cc @yuslepukhin
2023-10-17 10:03:49 -07:00
..
gradle/wrapper Update Gradle version (#14862) 2023-03-08 12:22:06 -08:00
src [java] Make the backing byte buffer in an OrtValue accessible (#16578) 2023-10-17 10:03:49 -07:00
testdata [java] Sparse tensor support (#10653) 2022-11-22 10:29:24 -08:00
build-android.gradle [java] Fp16 fix for android/react native (#16832) 2023-07-25 12:31:32 -07:00
build.gradle [java] Fp16 fix for android/react native (#16832) 2023-07-25 12:31:32 -07:00
gradlew Update Gradle version (#14862) 2023-03-08 12:22:06 -08:00
gradlew.bat Update Gradle version (#14862) 2023-03-08 12:22:06 -08:00
README.md Update Gradle version (#14862) 2023-03-08 12:22:06 -08:00
settings-android.gradle
settings.gradle

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

JDK version 8 or later is required.

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 javadoc
  • reports/ - detailed test results and other reports
  • libs/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.

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 currently.