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PyPSA-eur: Snakemake pipeline killed due to high memory usage in Ubuntu WSL using VS code

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For my master's thesis I want to work on further developing the PyPSA-Eur energy system model for the Baltic Sea Region. Before I can work on the development I have to succesfully run the model. I am running the PyPSA-Euro model by cloning the code from Github and running the code in a Ubuntu WSL environment using Visual Studio Code to solve the permission errors I had before. I have not made any changes to the existing code and I updated all the packages according to the environment.yaml file. The PyPSA-Eur repository on Github:

https://github.com/PyPSA/pypsa-eur

The error I keep encountering is an Error in rule build_renewable_profiles when running Snakemake --cores all in the terminal. The error message indicates that the process running the build_renewable_profiles rule in your Snakemake pipeline was killed due to high memory usage. This is likely due to the fact that the worker process exceeded its memory limit.

I have tried increasing the memory limit by adding a script in the Snakefile to increase the memory limit of the Dask Worker. Additionally, I tried to increase the memory limit of the WSL environment by adding a .wslconfig file in the user directory of the WSL enviroment, specifying 8GB of memory. However, both of these approaches have not solved the error. My system has a total memory of 16GB.

I kindly ask for help on how I could solve this type of error, as given in the provided images. Solving this error enables me to succesfully run the PyPSA-model and to continue working on developing the PyPSA-eur energy system for my master's thesis.

Many thanks,Stijn

First image of the full terminal message after running snakemake:
First image of the full terminal message after running snakemake

Second image of the full terminal message after running snakemake, including the error message:
Second image of the full terminal message after running snakemake, including the error message

The part of the terminal that includes the error message after running snakemake --cores all:

INFO:__main__:Calculate landuse availabilities...INFO:__main__:Completed availability calculation (95.49s)INFO:atlite.convert:Convert and aggregate 'pv'.2023-12-27 14:44:34,179 - distributed.worker.memory - WARNING - Unmanaged memory use is high. This may indicate a memory leak or the memory may not be released to the OS; see https://distributed.dask.org/en/latest/worker-memory.html#memory-not-released-back-to-the-os for more information. -- Unmanaged memory: 1.38 GiB -- Worker memory limit: 1.91 GiB2023-12-27 14:44:36,119 - distributed.worker.memory - WARNING - Unmanaged memory use is high. This may indicate a memory leak or the memory may not be released to the OS; see https://distributed.dask.org/en/latest/worker-memory.html#memory-not-released-back-to-the-os for more information. -- Unmanaged memory: 1.36 GiB -- Worker memory limit: 1.91 GiB2023-12-27 14:44:37,196 - distributed.worker.memory - WARNING - Worker is at 81% memory usage. Pausing worker.  Process memory: 1.55 GiB -- Worker memory limit: 1.91 GiB[Wed Dec 27 14:44:38 2023]Error in rule build_renewable_profiles:    jobid: 10    input: resources/networks/base.nc, data/bundle/corine/g250_clc06_V18_5.tif, resources/natura.tiff, resources/country_shapes.geojson, resources/offshore_shapes.geojson, resources/regions_onshore.geojson, cutouts/europe-2013-sarah.nc    output: resources/profile_solar.nc    log: logs/build_renewable_profile_solar.log (check log file(s) for error details)    conda-env: /home/cfl/pypsa-balticsea/.snakemake/conda/a193a967e4b3183c6023115ed840b879_RuleException:CalledProcessError in file /home/cfl/pypsa-balticsea/rules/build_electricity.smk, line 309:Command 'set -euo pipefail;  /home/cfl/miniconda3/envs/pypsa-eur/bin/python3.11 /home/cfl/pypsa-balticsea/.snakemake/scripts/tmpwdpwcq1a.build_renewable_profiles.py' died with <Signals.SIGKILL: 9>.  File "/home/cfl/pypsa-balticsea/rules/build_electricity.smk", line 309, in __rule_build_renewable_profiles  File "/home/cfl/miniconda3/envs/pypsa-eur/lib/python3.11/concurrent/futures/thread.py", line 58, in runShutting down, this might take some time.Exiting because a job execution failed. Look above for error message/home/cfl/miniconda3/envs/pypsa-eur/lib/python3.11/multiprocessing/resource_tracker.py:254: UserWarning: resource_tracker: There appear to be 24 leaked semaphore objects to clean up at shutdown  warnings.warn('resource_tracker: There appear to be %d 'Complete log: .snakemake/log/2023-12-27T144217.073372.snakemake.log

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