This document introduces how to install OAP and its dependencies on your cluster nodes by Conda. Follow steps below on every node of your cluster to set right environment for each machine.
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OS Requirements
We have tested OAP on Fedora 29 and CentOS 7.6 (kernel-4.18.16). We recommend you use Fedora 29 CentOS 7.6 or above. Besides, for Memkind we recommend you use kernel above 3.10. -
Conda Requirements
Install Conda on your cluster nodes with below commands and follow the prompts on the installer screens.:
$ wget -c https://repo.continuum.io/miniconda/Miniconda2-latest-Linux-x86_64.sh
$ chmod +x Miniconda2-latest-Linux-x86_64.sh
$ bash Miniconda2-latest-Linux-x86_64.sh
For changes to take effect, close and re-open your current shell.
To test your installation, run the command conda list
in your terminal window. A list of installed packages appears if it has been installed correctly.
Create a Conda environment and install OAP Conda package.
$ conda create -n oapenv -c conda-forge -c intel -y oap=1.2.0
Dependencies below are required by OAP and all of them are included in OAP Conda package, they will be automatically installed in your cluster when you Conda install OAP. Ensure you have activated environment which you created in the previous steps.
Once above steps finish, you have completed OAP dependencies installation and OAP building. You can start to build Gluten in this environment.
If you use one of OAP features -- PMem Shuffle with RDMA, you need to configure and validate RDMA, please refer to PMem Shuffle for the details.
Once finished steps above, make sure libraries installed by Conda can be linked by Spark, please add the following configuration settings to $SPARK_HOME/conf/spark-defaults.conf
.
spark.executorEnv.LD_LIBRARY_PATH $HOME/miniconda2/envs/oapenv/lib
spark.executor.extraLibraryPath $HOME/miniconda2/envs/oapenv/lib
spark.driver.extraLibraryPath $HOME/miniconda2/envs/oapenv/lib
spark.executor.extraClassPath $HOME/miniconda2/envs/oapenv/oap_jars/$GLUTEN_FEATURE.jar
spark.driver.extraClassPath $HOME/miniconda2/envs/oapenv/oap_jars/$GLUTEN_FEATURE.jar
Then you can follow the corresponding feature documents for more details to use them.