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# OpenProblems v2 | ||
[![](https://openproblems.bio/images/heros/home_hero_text.png)](https://openproblems.bio) | ||
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Formalizing and benchmarking open problems in single-cell genomics. | ||
Open Problems is a living, extensible, community-guided benchmarking platform. | ||
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[**Visit the Open Problems Website.**](https://openproblems.bio/) | ||
Useful links: | ||
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To get started with developing a new method or metric, please see the | ||
[OpenProblems documentation](https://openproblems.bio/documentation/). | ||
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## Benefits of using Viash | ||
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### The pipeline is **language-agnostic** | ||
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This means that each component can be written in whatever scripting | ||
language the user desires. By default, Viash supports wrapping the | ||
following scripting languages: Bash, Python, R, JavaScript, and Scala. | ||
If Viash doesn’t support your preferred scripting language, you can | ||
still write a Bash script which calls your desired programming language. | ||
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### One Docker container per component | ||
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Viash builds one Docker container per component. While this results in | ||
some initial computational overhead, this makes it a lot easier to add a | ||
new component to the pipeline with dependencies which might conflict | ||
with those of other components. | ||
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### Reproducible components | ||
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A component built by viash is meant to be reproducible. All executables | ||
and Nextflow modules in the `target/` folder in one of the | ||
[releases](https://github.com/openproblems-bio/openproblems-v2/releases) | ||
is fully reproducible, since all containers are published on the [GitHub | ||
Container | ||
Registry](https://github.com/orgs/openproblems-bio/packages?repo_name=openproblems-v2). | ||
* [Introduction to Open Problems](https://openproblems.bio) | ||
* [Our benchmarks](https://openproblems.bio/results) | ||
* [Our datasets](https://openproblems.bio/datasets) | ||
* [Our team and community](https://openproblems.bio/team) | ||
* [Planned and past events](https://openproblems.bio/events) | ||
* [How to contribute](https://openproblems.bio/documentation) |
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