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styles.css

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height: 45px;
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.small {
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.fs20 {
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font-size: 20px;
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.fs34 {
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font-size: 34px;
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color: white;
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position: absolute;

workflows.qmd

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## Motivation by [SPACE CoE](https://www.space-coe.eu/)
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## Motivation by [SPACE CoE](https://www.space-coe.eu/)
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![](images/SPACE_logo.png){.absolute top=0 right=0 width=250}
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![](images/SPACE_logo.png){.absolute top=-20 right=0 width=200}
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::: {.fs34}
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**Goal**: Astrophysical Simulations for Exascale Computing\
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**Challenge**: Analyze large-scale simulation data of Petabytes\
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**Solution**: Efficient ML-based workflows using dimensionality reduction
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:::
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::: {layout='[1,2.4,0.7]' layout-valign=center}
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::: n1
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![](images/illustris.png)
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## Simulation Data (~ PetaBytes)
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Time snapshots storing particle positions, velocities, and other properties, e.g. from OpenGADGET (IllustrisTNG)
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![](images/P404_f2.png)
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Spherinator & HiPSter
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[space.h-its.org](https://space.h-its.org/)
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- General purpose programming languages (e.g Python)
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- Domain specific language (e.g. [Common Workflow Language](https://www.commonwl.org/))
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- Graphical user interface (e.g. [ReactFlow](https://reactflow.dev/) @ [fal.ai](https://fal.ai/dashboard))
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![](images/fal_ai.png){width="1300"}
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![](images/fal_ai.png){fig-align="center"}

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