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Hey Users,
I want to run spark job from virtual environment using Python.
Please note I am creating virtual env (using python3 -m venv env)
I see that there are 3 variables for PYTHON which we have to set: PYTHONPATH
PYSPARK_DRIVER_PYTHON
PYSPARK_PYTHON
I have 2 doubts:
1. If i want to use Virtual env, do I need to point python path of virtual environment to all these variables?
2. Should I set these variables in spark-env.sh or should I set them using export statements.
Regards Rajat
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Hello,
Can anyone confirm here please?
Regards
Rajat Hey Users,
I want to run spark job from virtual environment using Python.
Please note I am creating virtual env (using python3 -m venv env)
I see that there are 3 variables for PYTHON which we have to set: PYTHONPATH
PYSPARK_DRIVER_PYTHON
PYSPARK_PYTHON
I have 2 doubts:
1. If i want to use Virtual env, do I need to point python path of virtual environment to all these variables?
2. Should I set these variables in spark-env.sh or should I set them using export statements.
Regards Rajat
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Hi Rajat,
Are you running this through an IDE like PyCharm or on CLI?
If you already have a Python Virtual environment, then just activate it
The only env variable you need to set is export PYTHONPATH that you can do it in your startup shell script .bashrc etc.
Once you are in virtual environment, then you run:
$SPARK_HOME/bin/spark-submit <Python.py)
Alternatively you can chmod +x <python file), and add the following line to the file
and then you can run it as.
./<python.py>
HTH
LinkedIn https://www.linkedin.com/profile/view?id=AAEAAAAWh2gBxianrbJd6zP6AcPCCdOABUrV8Pw
Disclaimer: Use it at your own risk. Any and all responsibility for any loss, damage or destruction
of data or any other property which may arise from relying on this email's technical content is explicitly disclaimed.
The author will in no case be liable for any monetary damages arising from such
loss, damage or destruction.
Hello,
Can anyone confirm here please?
Regards
Rajat Hey Users,
I want to run spark job from virtual environment using Python.
Please note I am creating virtual env (using python3 -m venv env)
I see that there are 3 variables for PYTHON which we have to set: PYTHONPATH
PYSPARK_DRIVER_PYTHON
PYSPARK_PYTHON
I have 2 doubts:
1. If i want to use Virtual env, do I need to point python path of virtual environment to all these variables?
2. Should I set these variables in spark-env.sh or should I set them using export statements.
Regards Rajat
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Hi Mich,
Thanks for response. I am running it through CLI (on the cluster).
Since this will be scheduled job. I do not want to activate the environment manually. It should automatically take the path of virtual environment to run the job.
For that I saw 3 properties which I mentioned. I think setting some of them to point to environment binary will help to run the job from venv.
PYTHONPATH
PYSPARK_DRIVER_PYTHON
PYSPARK_PYTHON
Also, It has to be set in env.sh or bashrc file? What is the difference between spark-env.sh and bashrc
Thanks Rajat
On Sun, Jan 17, 2021 at 10:32 PM Mich Talebzadeh < [hidden email]> wrote: Hi Rajat,
Are you running this through an IDE like PyCharm or on CLI?
If you already have a Python Virtual environment, then just activate it
The only env variable you need to set is export PYTHONPATH that you can do it in your startup shell script .bashrc etc.
Once you are in virtual environment, then you run:
$SPARK_HOME/bin/spark-submit <Python.py)
Alternatively you can chmod +x <python file), and add the following line to the file
and then you can run it as.
./<python.py>
HTH
LinkedIn https://www.linkedin.com/profile/view?id=AAEAAAAWh2gBxianrbJd6zP6AcPCCdOABUrV8Pw
Disclaimer: Use it at your own risk. Any and all responsibility for any loss, damage or destruction
of data or any other property which may arise from relying on this email's technical content is explicitly disclaimed.
The author will in no case be liable for any monetary damages arising from such
loss, damage or destruction.
Hello,
Can anyone confirm here please?
Regards
Rajat Hey Users,
I want to run spark job from virtual environment using Python.
Please note I am creating virtual env (using python3 -m venv env)
I see that there are 3 variables for PYTHON which we have to set: PYTHONPATH
PYSPARK_DRIVER_PYTHON
PYSPARK_PYTHON
I have 2 doubts:
1. If i want to use Virtual env, do I need to point python path of virtual environment to all these variables?
2. Should I set these variables in spark-env.sh or should I set them using export statements.
Regards Rajat
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Well. When you or application log in to Linux host (whether a physical tin box or a virtual node), they execute a script called .bashrc at home directory.
If it is a scheduled job then it will also execute the same as well.
In my Google Data proc cluster of three (one master and two workers), in the master node I automatically activate the virtual environment as below
cd /usr/src/Python-3.7.9/environments; source virtualenv/bin/activate
Then I execute spark-submit script as follows:
spark-submit \ --master yarn \ --deploy-mode client \ --jars /home/hduser/jars/spark-bigquery-latest.jar \ analyze_house_prices_GCP.py
Note that as I understand using virtual environment is only necessary in the master node, I don't touch worker nodes.
My suggestion is that you first test running a script in your master node interactively once you have activated your virtual environment and see how it goes.
HTH
LinkedIn https://www.linkedin.com/profile/view?id=AAEAAAAWh2gBxianrbJd6zP6AcPCCdOABUrV8Pw
Disclaimer: Use it at your own risk. Any and all responsibility for any loss, damage or destruction
of data or any other property which may arise from relying on this email's technical content is explicitly disclaimed.
The author will in no case be liable for any monetary damages arising from such
loss, damage or destruction.
Hi Mich,
Thanks for response. I am running it through CLI (on the cluster).
Since this will be scheduled job. I do not want to activate the environment manually. It should automatically take the path of virtual environment to run the job.
For that I saw 3 properties which I mentioned. I think setting some of them to point to environment binary will help to run the job from venv.
PYTHONPATH
PYSPARK_DRIVER_PYTHON
PYSPARK_PYTHON
Also, It has to be set in env.sh or bashrc file? What is the difference between spark-env.sh and bashrc
Thanks Rajat
On Sun, Jan 17, 2021 at 10:32 PM Mich Talebzadeh < [hidden email]> wrote: Hi Rajat,
Are you running this through an IDE like PyCharm or on CLI?
If you already have a Python Virtual environment, then just activate it
The only env variable you need to set is export PYTHONPATH that you can do it in your startup shell script .bashrc etc.
Once you are in virtual environment, then you run:
$SPARK_HOME/bin/spark-submit <Python.py)
Alternatively you can chmod +x <python file), and add the following line to the file
and then you can run it as.
./<python.py>
HTH
LinkedIn https://www.linkedin.com/profile/view?id=AAEAAAAWh2gBxianrbJd6zP6AcPCCdOABUrV8Pw
Disclaimer: Use it at your own risk. Any and all responsibility for any loss, damage or destruction
of data or any other property which may arise from relying on this email's technical content is explicitly disclaimed.
The author will in no case be liable for any monetary damages arising from such
loss, damage or destruction.
Hello,
Can anyone confirm here please?
Regards
Rajat Hey Users,
I want to run spark job from virtual environment using Python.
Please note I am creating virtual env (using python3 -m venv env)
I see that there are 3 variables for PYTHON which we have to set: PYTHONPATH
PYSPARK_DRIVER_PYTHON
PYSPARK_PYTHON
I have 2 doubts:
1. If i want to use Virtual env, do I need to point python path of virtual environment to all these variables?
2. Should I set these variables in spark-env.sh or should I set them using export statements.
Regards Rajat
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