我如何在 BigInsights on cloud Enterprise 集群上使用 python > 2.6.6 和 spark？

Question

BigInsights python 的版本当前为 2.6.6。如何在 yarn 上的 spark 作业运行中使用不同版本的 Python？

请注意，云上 BigInsights 的用户没有根访问权限。

Answer 1

安装 Anaconda

此脚本在 BigInsights on cloud 4.2 Enterprise 集群上安装 anaconda python。请注意，这些说明不适用于基本集群，因为您只能登录到一个 shell 节点，而不能登录任何其他节点。

通过 Ssh 进入 mastermanager 节点，然后运行（根据您的环境更改值）：

export BI_USER=snowch
export BI_PASS=changeme
export BI_HOST=bi-hadoop-prod-4118.bi.services.us-south.bluemix.net

下一个运行以下。该脚本试图尽可能地幂等，因此如果您运行多次它并不重要：

# abort if the script encounters an error or undeclared variables
set -euo

CLUSTER_NAME=$(curl -s -k -u $BI_USER:$BI_PASS  -X GET https://${BI_HOST}:9443/api/v1/clusters | python -c 'import sys, json; print(json.load(sys.stdin)["items"][0]["Clusters"]["cluster_name"]);')
echo Cluster Name: $CLUSTER_NAME

CLUSTER_HOSTS=$(curl -s -k -u $BI_USER:$BI_PASS  -X GET https://${BI_HOST}:9443/api/v1/clusters/${CLUSTER_NAME}/hosts | python -c 'import sys, json; items = json.load(sys.stdin)["items"]; hosts = [ item["Hosts"]["host_name"] for item in items ]; print(" ".join(hosts));')
echo Cluster Hosts: $CLUSTER_HOSTS

wget -c https://repo.continuum.io/archive/Anaconda2-4.1.1-Linux-x86_64.sh

# Install anaconda if it isn't already installed
[[ -d anaconda2 ]] || bash Anaconda2-4.1.1-Linux-x86_64.sh -b

# You can install your pip modules using something like this:
# ${HOME}/anaconda2/bin/python -c 'import yourlibrary' || ${HOME}/anaconda2/pip install yourlibrary

# Install anaconda on all of the cluster nodes
for CLUSTER_HOST in ${CLUSTER_HOSTS}; 
do 
   if [[ "$CLUSTER_HOST" != "$BI_HOST" ]];
   then
      echo "*** Processing $CLUSTER_HOST ***"
      ssh $BI_USER@$CLUSTER_HOST "wget -q -c https://repo.continuum.io/archive/Anaconda2-4.1.1-Linux-x86_64.sh"
      ssh $BI_USER@$CLUSTER_HOST "[[ -d anaconda2 ]] || bash Anaconda2-4.1.1-Linux-x86_64.sh -b"

      # You can install your pip modules on each node using something like this:
      # ssh $BI_USER@$CLUSTER_HOST "${HOME}/anaconda2/bin/python -c 'import yourlibrary' || ${HOME}/anaconda2/pip install yourlibrary"

      # Set the PYSPARK_PYTHON path on all of the nodes
      ssh $BI_USER@$CLUSTER_HOST "grep '^export PYSPARK_PYTHON=' ~/.bash_profile || echo export PYSPARK_PYTHON=${HOME}/anaconda2/bin/python2.7 >> ~/.bash_profile"
      ssh $BI_USER@$CLUSTER_HOST "sed -i -e 's;^export PYSPARK_PYTHON=.*$;export PYSPARK_PYTHON=${HOME}/anaconda2/bin/python2.7;g' ~/.bash_profile"
      ssh $BI_USER@$CLUSTER_HOST "cat ~/.bash_profile"
   fi
done

echo 'Finished installing'

运行一个 pyspark 作业

如果您使用的是 pyspark，则可以使用 anaconda python，在运行执行 pyspark 命令之前设置以下变量：

export SPARK_HOME=/usr/iop/current/spark-client
export HADOOP_CONF_DIR=/usr/iop/current/hadoop-client/conf

# set these to the folders where you installed anaconda
export PYSPARK_PYTHON=/home/biadmin/anaconda2/bin/python2.7
export PYSPARK_DRIVER_PYTHON=/home/biadmin/anaconda2/bin/python2.7

spark-submit --master yarn --deploy-mode client ...

# NOTE: --deploy-mode cluster does not seem to use the PYSPARK_PYTHON setting
...

飞艇（可选）

如果您使用的是 Zeppelin (as per these instructions for BigInsights on cloud)，请在 zeppelin_env.sh 中设置以下变量：

# set these to the folders where you installed anaconda
export PYSPARK_PYTHON=/home/biadmin/anaconda2/bin/python2.7
export PYSPARK_DRIVER_PYTHON=/home/biadmin/anaconda2/bin/python2.7

我如何在 BigInsights on cloud Enterprise 集群上使用 python > 2.6.6 和 spark？

How can I use python > 2.6.6 with spark on BigInsights on cloud Enterprise clusters?

apache-spark

ibm-cloud

biginsights