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cuGraph - RAPIDS Graph Analytics Library

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### Enable cuGraph workflow with Ray GPU Cluster Currently, we support using PyTorch DDP with RAFT along with dask. See example: https://github.com/rapidsai/cugraph-gnn/blob/e6000e53f7b1a6bb0834d69e8d54a5af16583289/python/cugraph-pyg/cugraph_pyg/tests/loader/test_neighbor_loader_mg.py#L34-L58 We should similarly explore enabling this with a...

feature request

Adds support for biased sampling to cuGraph-DGL. Resolves rapidsai/cugraph-gnn#25 Merge after #4583, #4586, #4607

feature request
non-breaking
python
conda

Only run tests based on things that have actually changed. For example, if only Python files have changed, we don't need to run the C++ tests. Contributes to https://github.com/rapidsai/build-planning/issues/94

improvement
non-breaking

### Version 24.10 ### Which installation method(s) does this occur on? _No response_ ### Describe the bug. A user reported a segmentation fault when initializing the comms while using one...

bug
? - Needs Triage

TODO: * Unit tests * Improve graph update methods (`add_node()`, et.al.) * Update remaining graph classes This updates nx-cugraph `Graph` and `DiGraph` classes to inherit from `nx.Graph`, and adds the...

improvement
non-breaking
python

Previously, inputs were only being shuffled locally. This PR uses NCCL to shuffle inputs across workers for better accuracy. It also exposes an option to disable global shuffling if desired....

bug
non-breaking
python

### Version 24.10 ### Which installation method(s) does this occur on? Conda ### Describe the bug. When running `tests/test_k_truss_subgraph_mg.py` on 2-GPU on `draco-rno`, the test encounters a memory error that...

bug
breaking

We currently only support directly calling pylibcugraph sampling functions on a pylibcugraph Graph object in the distributed sampler. This should be extended to support graphs that are in a separate...

### Is this a new feature, an improvement, or a change to existing functionality? Improvement ### How would you describe the priority of this feature request Critical (currently preventing usage)...

feature request
? - Needs Triage

### What is your question? Hi, I use the Leiden clustering a lot. Louvain as well, sometimes. I am experiencing big differences in the results when I use 23.02 and...

question