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docs/computing/running/throughput.md

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E -->|Serial| F(<a href='/support/tutorials/many/'>GNU Parallel</a><br><a href='/computing/running/array-jobs/'>Array jobs</a><br><a href='/apps/hyperqueue/'>HyperQueue</a>)
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E -->|Parallel| G(Single- or multinode subtasks?)
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G -->|Single| H(Dependencies between subtasks?)
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G -->|Multi| I(<a href='/computing/running/fireworks/'>FireWorks</a>)
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H -->|Yes| J(<a href='https://snakemake.readthedocs.io/en/stable/'>Snakemake</a><br><a href='/support/tutorials/nextflow-puhti/'>Nextflow</a><br><a href='/computing/running/fireworks/'>FireWorks</a>)
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G -->|Multi| I(<a href='/computing/running/fireworks/'>FireWorks</a><br><a href='/computing/running/toil-cwl-runner/'>Toil-CWL-Runner</a>)
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H -->|Yes| J(<a href='https://snakemake.readthedocs.io/en/stable/'>Snakemake</a><br><a href='/support/tutorials/nextflow-puhti/'>Nextflow</a><br><a href='/computing/running/fireworks/'>FireWorks</a><br><a href='/computing/running/toil-cwl-runner/'>Toil-CWL-Runner</a>)
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H -->|No| K(<a href='/apps/hyperqueue/'>HyperQueue</a>)
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```
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with `xargs`, see [xargsjob.sh] for example.
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* [FireWorks] is a flexible tool for defining, managing and
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executing workflows with multiple steps and complex dependencies
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* [Toil-CWL-Runner] is an open source workflow manager using the Common
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Workflow Language open standards
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* [HyperQueue] is a tool for efficient sub-node task scheduling
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* [Nextflow workflows using HyperQueue as an executor] can be leveraged to run
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large workflows involving thousands of processes efficiently
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[HyperQueue]: ../../apps/hyperqueue.md
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[GNU Parallel]: ../../support/tutorials/many.md
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[FireWorks]: fireworks.md
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[Toil-CWL-Runner]: toil-cwl-runner.md
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[contact CSC Service Desk]: ../../support/contact.md
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[Nextflow]: ../../support/tutorials/nextflow-puhti.md
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[Snakemake]: https://snakemake.readthedocs.io/en/stable/

docs/support/tutorials/index.md

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* [General high-throughput guidelines](../../computing/running/throughput.md)
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* [Running Nextflow workflows using HyperQueue](nextflow-hq.md)
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* [FireWorks workflow manager](../../computing/running/fireworks.md)
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* [Toil CWL workflow manager](../../computing/running/toil-cwl-runner.md)
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* [How to run many short jobs with GNU Parallel](many.md)
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* [HyperQueue meta-scheduler](../../apps/hyperqueue.md)
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