Installation
Overview
Flink Agents provides both Python and Java APIs to define a Flink Agents job.
The sections below show how to install the required dependencies.
NOTE: To run on a Flink cluster, Flink-Agents requires a stable release of Flink version 1.20.3 or higher. We highly recommend using the latest stable release of your chosen Flink minor version (e.g., for minor version 2.2, use the latest 2.2.x release).
Install Apache Flink
Before installing Flink Agents, you need to have Apache Flink installed.
Download and extract Flink:
# 1. Go to https://flink.apache.org/downloads/ and download the latest stable release of your desired Flink version
# 2. Set the Flink version you downloaded (e.g., 2.2.x)
export FLINK_VERSION=<version>
# 3. Extract the archive
tar -xzf flink-${FLINK_VERSION}-bin-scala_2.12.tgz
# Set FLINK_HOME environment variable
export FLINK_HOME=$(pwd)/flink-${FLINK_VERSION}
# Copy the flink-python JAR from opt to lib (required for PyFlink)
cp $FLINK_HOME/opt/flink-python-${FLINK_VERSION}.jar $FLINK_HOME/lib/Note: For more detailed Flink installation instructions, refer to the Flink local installation guide.
Install Flink Agents
Prerequisites
Python 3.10 or 3.11
For building from source, you also need:
- Unix-like environment (Linux, Mac OS X, Cygwin, or WSL)
- Git
- Maven 3
- Java 21+ (full functionality), or Java 11+ (some features unavailable)
Java Versions
For running an agent built with Python API, you can use any Java version 11 or higher.
When using Java API, there are some functionality limitations for earlier Java versions, as detailed below:
| Java Version | Limitations |
|---|---|
| Java 21+ | No limitations. |
| Java 11-20 | Async execution is unavailable. |
Set Up Python Environment (Recommended)
We recommend using a Python virtual environment to isolate Flink Agents dependencies from your system Python packages.
Create a virtual environment:
Using venv (built-in with Python 3):
# Create a virtual environment in a directory named 'venv'
python3 -m venv venv
# Activate the virtual environment
# On Linux/macOS:
source venv/bin/activate
# On Windows:
# venv\Scripts\activateNote: If
python3command is not found, trypythoninstead. Some systems aliaspythonto Python 3.
To deactivate when you’re done:
deactivateInstall Flink Agents Package
Choose one of the following installation methods:
From Official Release
Install Flink Agents using pip:
# Install Flink Agents and Flink Python package
pip install flink-agents apache-flink==${FLINK_VERSION}From Source
Clone the repository:
git clone https://github.com/apache/flink-agents.gitBuild and install:
Run the build script to build both Java and Python components:
# Install Flink Python package
pip install apache-flink==${FLINK_VERSION}
# Build Flink Agents
cd flink-agents
./tools/build.sh
cd ..This script will:
- Build all Java modules using Maven
- Build the Python package
- Install the Python package into your current Python environment
- Package the distribution JAR with all dependencies
Note: If you activated a virtual environment earlier, the Python package will be installed into that virtual environment. Otherwise, it will be installed into your system Python environment.
After building:
- The Python package is installed and ready to use
- The distribution JAR is located at:
dist/flink-${FLINK_VERSION%.*}/target/flink-agents-dist-*.jar
Build Environment Variables
The following environment variables can be used to control how JARs are resolved during pip install flink-agents (from sdist) or python -m build:
| Variable | Description |
|---|---|
FLINK_AGENTS_SKIP_JAR_DOWNLOAD | Set to 1, true, yes, or on (case-insensitive) to skip downloading JARs from Maven Central. Useful when building from source with tools/build.sh, which copies JARs from the local Maven build. |
FLINK_AGENTS_MAVEN_MIRROR | Override the Maven repository base URL for JAR downloads. Defaults to https://repo1.maven.org/maven2. Useful for environments with restricted network access or internal mirrors. |
Maven Dependencies (For Java)
For developing Flink Agents applications in Java, add the following dependencies to your pom.xml:
Required
flink-agents-api: Flink Agents APIflink-streaming-javaand/orflink-table-api-java: Flink DataStream and/or Table API
Optional
flink-agents-ide-support: Runtime execution dependencies (required for local execution/testing).- Unlike running in a Flink cluster, when running in IDE, because the runtime dependencies are absent, user need additional dependencies. To simplify the complexity for adding multiple dependencies in pom, flink-agents provide the above artifact. This way, users only need to add this single dependency in their pom.xml.
All the above dependencies should be in provided scope, to avoid potential conflict with the Flink cluster.
For execution in IDE, enable the feature
add dependencies with provided scope to classpathin your IDE. See FAQ for details.
Example pom.xml
<properties>
<flink.version>2.2</flink.version>
<flink-agents.version>0.2.1</flink-agents.version>
</properties>
<dependencies>
<!-- Flink Agents Core API -->
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-agents-api</artifactId>
<version>${flink-agents.version}</version>
<scope>provided</scope>
</dependency>
<!-- Flink Core API -->
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-streaming-java</artifactId>
<version>${flink.version}</version>
<scope>provided</scope>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-table-api-java</artifactId>
<version>${flink.version}</version>
<scope>provided</scope>
</dependency>
<!-- Dependencies required for running agents in IDE -->
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-agents-ide-support</artifactId>
<version>${project.version}</version>
<scope>provided</scope>
</dependency>
</dependencies>Deploy to Flink Cluster
After installing Flink Agents package, you need to deploy it to your Flink cluster so that Flink can run your agent jobs.
Configure PYTHONPATH
Flink runs in its own JVM process and needs the PYTHONPATH environment variable to locate the flink-agents Python package. You need to set PYTHONPATH to the directory where flink-agents is installed.
Determine your Python package installation path:
The path depends on your Python environment setup:
- If using a virtual environment, it’s the site-packages directory within your venv
- If using system Python, it’s the system site-packages directory
Tip: You can use this command to help find the path:
python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'Set PYTHONPATH before starting Flink:
# Set PYTHONPATH to your Python site-packages directory
export PYTHONPATH=$(python -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])')Note: You can add the
export PYTHONPATH=...line to your shell profile (~/.bash_profile,~/.bashrc,~/.zprofile, or~/.zshrc) to set it permanently. This way, it will be automatically configured in all future terminal sessions.
Install Flink Agents Java Library
Copy the Flink Agents distribution JAR to your Flink installation’s lib directory:
From Official Release
The Flink Agents JAR is bundled inside the Python package. Use the PYTHONPATH you configured above to locate and copy it:
# Copy the JAR from the Python package to Flink's lib directory
cp $PYTHONPATH/flink_agents/lib/flink-${FLINK_VERSION%.*}/flink-agents-dist-*.jar $FLINK_HOME/lib/From Source
After building from source, the distribution JAR is located in the dist/target/ directory:
# Copy the JAR to Flink's lib directory
cp dist/flink-${FLINK_VERSION%.*}/target/flink-agents-dist-*.jar $FLINK_HOME/lib/Start Flink Cluster or Submit Job
Once the Java library is installed and PYTHONPATH is configured, you can start your Flink cluster or submit jobs:
Python
# Start your Flink cluster
$FLINK_HOME/bin/start-cluster.sh
# Or submit your job directly
$FLINK_HOME/bin/flink run -py /path/to/your/job.pyJava
# Start your Flink cluster
$FLINK_HOME/bin/start-cluster.sh
# Or submit your job directly
$FLINK_HOME/bin/flink run -c <your.main.class> /path/to/your-job.jarSee deployment for more details on running Flink Agents jobs.
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