Highly Scalable Distributed Node2Vec Algorithm Library
Project description
Node2Vec
A highly scalable distributed node2vec algorithm
Installation
pip install node2vec-fugue
Release History
0.3.4
- support checkpointing using fugue for deep traversal
- add a node2vec implementation in native spark
- add two working examples in fugue spark and native spark
0.3.1
- 1st open-source version
- highly scalable to graph with hundreds of millions of vertices and billions of edges
- Can handle highly sparse graphs and skewed graphs
0.2.13
- Refactor and add native PySpark node2vec
0.2.9
- alternative persist in bfs
- improve alias calculation
0.2.8
- Significant improvement on handling hotspot vertices
- Fix misuse of Fugue compute()
0.2.5
- Add indexer of graph vertices
- Allow trimming hotspot vertices
0.2.4
- Use Apache-2.0 license
0.2.3
- Add graph indexer for arbitrary vertex names
- Refactor layout
0.2.2
- support word2vec on either gensim or spark.ml.feature backend
- fully tested
0.2.1
- change the interface to support backend compute engine
- use iterable to replace most pandas usage
0.2.0
- support fugue based node2vec
- not yet support input format validation and vertex indexing
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