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[ENH] Eigenvector Centrality #2146
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This PR defines the C API for eigenvector centrality. It is the first of a series of PRs to address #2146 It also does the following: * Renames `cugraph_pagerank_result_t` to `cugraph_centrality_result_t` to allow it to be reused for all centrality algorithms * Reorganizes the code for the results into a separate file * Provides an initial implementation of eigenvector centrality that can be used for testing the API. NOTE: It literally calls pagerank with some hardcoded parameters. The return formats for the algorithms are the same, so this will mimic the API behavior (although the scores will be different once eigenvector centrality is implemented * Provided a C unit test that validates the results (will need to be updated to validate eigenvector centrality results once the real algorithm is in place) Note that this is a breaking change since it modifies the type of the pagerank result. Authors: - Chuck Hastings (https://github.com/ChuckHastings) - Rick Ratzel (https://github.com/rlratzel) Approvers: - Seunghwa Kang (https://github.com/seunghwak) - Rick Ratzel (https://github.com/rlratzel) URL: #2180
This was referenced Apr 24, 2022
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This PR implements Eigenvector Centrality in C++ using the graph primitives. It also provides the C API implementation. There are unit tests for C++ and C both SG and MG. Partially addresses #2146 Authors: - Chuck Hastings (https://github.com/ChuckHastings) Approvers: - Seunghwa Kang (https://github.com/seunghwak) URL: #2287
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This PR: 1. Adds Eigenvector Centrality to the pylibcugraph and cugraph software stacks, which started from #2180 and is followed up by future PRs in order to close #2146 2. Minor improvements to pylibcugraph Katz Centrality 3. Added functionality to `test_doctests.py` so that certain docstrings can be skipped on different architecture configs (such as ktruss in CUDA 11.4) 4. Added undirected/directed versions of graph example used in C tests in `datasets` 5. Removed cugraph copy of warning wrapper from pylibcugraph and have it call the pylibcugraph version 6. Testing for both Python eigenvector centrality wrappers This PR is identical to #2243, just that the name of the branch is different Authors: - https://github.com/betochimas - Chuck Hastings (https://github.com/ChuckHastings) Approvers: - Rick Ratzel (https://github.com/rlratzel) URL: #2255
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Create a new Eigenvector Centrality function
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