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# Open Source Projects Using Metall | ||
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## Collaboration Work with the ECP ExaGraph Project | ||
### miniVite | ||
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miniVite is a proxy app that implements a single phase of Louvain method in distributed memory for graph community detection. | ||
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miniVite has a mode that uses Metall to store a graph in persistent memory to reuse the data and reduce the overall analytics workload. | ||
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For building and running miniVite with Metall, | ||
see the details located [here](https://github.com/ECP-ExaGraph/miniVite/tree/metallds2#minivite--metall-and-umap). | ||
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### Ripples | ||
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Ripples is a software framework to study the Influence Maximization problem developed at Pacific Northwest National Laboratory. | ||
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To build Ripples with Metall, see the details located [here](./ripples.md). | ||
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## HavoqGT | ||
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[HavoqGT](https://github.com/LLNL/havoqgt) (Highly Asynchronous Visitor Queue Graph Toolkit) is a framework for expressing asynchronous vertex-centric graph algorithms. | ||
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Same as MiniVite, HavoqGT uses Metall to store a graph in persistent memory to reuse the data and reduce the overall analytics workload. | ||
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## saltatlas (DNND) | ||
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[saltatlas](https://github.com/LLNL/saltatlas) is a distributed approximate k-nearest neighbors framework. | ||
saltatlas contains a distributed NNDescent algorithm implementation (DNND). | ||
DNND is designed to work with Metall to store its main data structure, which requires a heavy construction time, in persistent memory to avoid redundant data ingestion tasks. | ||
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To use saltatlas DNND with Metall, see its [README](https://github.com/LLNL/saltatlas). |
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