From 4a771846d28fdf25b3f81deb4832120ce87c0f69 Mon Sep 17 00:00:00 2001 From: Jan Janssen Date: Wed, 1 May 2024 09:54:31 -0600 Subject: [PATCH] add simstack --- book/_toc.yml | 1 + book/images/EV-curve-workflow.png | Bin 0 -> 167624 bytes .../Structure-creation-wano-settings.png | Bin 0 -> 68839 bytes .../Structure-of-completed-workflow.png | Bin 0 -> 53448 bytes book/images/simstack-client-server.png | Bin 0 -> 605609 bytes book/simstack.md | 69 ++++++++++++++++++ 6 files changed, 70 insertions(+) create mode 100644 book/images/EV-curve-workflow.png create mode 100644 book/images/Structure-creation-wano-settings.png create mode 100644 book/images/Structure-of-completed-workflow.png create mode 100644 book/images/simstack-client-server.png create mode 100644 book/simstack.md diff --git a/book/_toc.yml b/book/_toc.yml index df3732b..60ed313 100644 --- a/book/_toc.yml +++ b/book/_toc.yml @@ -6,4 +6,5 @@ chapters: - file: aiida.ipynb - file: jobflow.ipynb - file: pyiron_base.ipynb +- file: 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zY?^YE&d;W&1gsCi%M)X2Kk%A2?LLGf2ew`we9ia+@$ctN#>Iqe1=XS;=1tq)rN>eH zYH`gYl(1>l=7#7ZzlD*t0tc_Hp4sd%^U+NBgoDJzK}ypFHjV)kA{JndkF|{V8`D@= z%#ZsY(i^*wy?E(2+j{?;pb>@PAG}yF))bok=v0*LV?(sXw$GkD`~{y@Dcf_Of^2OZ z$JyDAr^r*K*Lk{ZAvmzty$zag9qpUUDac#KsG(bh4dGJa7lXsy+zJJTSz}Ug!b0_$ zjKd~u<8;5F^Wp4tbZx*BU_xv*i3%C4W($rPa!E)6Ferm)t8j(8y_tpD5}9ko0d{D z^P57?kILB5;%!xmDq`<0mQ#E0CDTjKH0jhVQs1tGW+GtF3Vh`It(te95u1%s#DV1# z*CW!!vj`i`0qLcYH#>6b!gDp%IYp)3)}S-J#kpzX6ArGOwQAsRwhi^DkzIfGr!R?N hYf_~rS9WBrpHpEU1`?JOlcmlgbTticSE$ + + + + {{ wano.element }} + {{ wano.a }} + {{ wano.cubic }} + + + + + + +``` +And here's how it looks directly in SimStack: +![wano settings](images/Structure-creation-wano-settings.png) +After starting the workflow, `rendered_wano.yml` file is produced by SimStack, which is all the parameters written by the user in XML configuration but in a form that allows to bridge the user input data and Python script which are all the parameter values, thus the simulation is executed with parameters exactly the same as the one the researcher specified. + +The Python script first reads the `rendered_wano.yml` file and extracts the user-defined parameters. It is then used to create a structure file - `structure.xyz` by leveraging the ASE library: +``` +import yaml +from ase.build import bulk +from ase.io import write + + +if __name__ == '__main__': + with open('rendered_wano.yml') as fh: + params = yaml.safe_load(fh) + + element = params.pop('element') + struct = bulk(element, **params) + write("structure.xyz", struct) + +``` +This concludes the simulation that covers several key aspects: from defining atomic steps and parameters to integrating with HPC systems. The importance of this approach is emphasized by the need to ensure flexibility and modularity in the simulation creation process, achieved through the use of the Jinja templating engine for dynamic substitution of user-defined parameters and Python scripts for executing simulations. + +## Submission to an HPC / Check pointing / Error handling +![wano completed](images/Structure-of-completed-workflow.png) +The migration of configurations is simple with Simstack, moving simulations from destined for a local system to the HPC. Users first run the simulation locally. Then safely, the simulation code and its inputs are moved to an HPC using SSH. + +Simstack’s central role in mediating between the workflow and the scheduling system of the HPC begins once it is installed on an HPC. It continuously watches over your simulation, making sure each step proceeds as planned. When a step is completed, Simstack subsequently automates the next workflow step via its output (so long as this must be another job). This efficient setup minimizes all unnecessary waits and maximizes HPC resource use. + +## Data Storage / Data Sharing +In our HPC systems, we designed a system to achieve data storage and re-use of computational data. The system employs hashes generated from workflow annotations (wano) and input parameters to pinpoint data throughout multiple generations of computation. The system efficiently identifies and retrieves data from previous work for reuse in later stages. + +Simstack uses the file system as a base, it adds SQLite for indexing and retrieval. This approach eliminates wasted data replication, especially with huge data such as multi-terabyte trajectory datasets. It suggests the principle of conditional copying or creating a link to the actual data. Using these unique hashes to query a SQLite database, the system looks for previous computations with matching parameters. This method saves a significant amount of time and resource. + +## Publication of the workflow +In the process of publishing a workflow, elements are organized into modules and configurations. These items are kept apart in order to maintain clarity and make the system easier to manage. + +Inside the project directory, modules are stored as subfolders. This makes it possible for each component to be developed, tested and versioned independently. The modular approach makes use of Git submodules for handling dependencies and changes, resulting in a consistent workflow development that is stable. + +The workflow, All module and configuration work is now ready for publishing. It gets uploaded or registered with a workflow-store repository set up specifically for the sharing of scientific workflows.