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GraphZero v0.1.1: Release

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@KrishSingaria KrishSingaria released this 31 Dec 11:21
· 15 commits to master since this release

GraphZero is a high-performance C++ graph engine that breaks the "Memory Wall" for GNNs. By using zero-copy mmap architecture, it allows standard laptops (16GB RAM) to process massive datasets that crash PyTorch Geometric and DGL.

v0.1.0 Highlights:

  • Infinite Scalability: Loads ogbn-papers100M (1.6B edges) in 0.00 seconds.
  • Speed: Achieves 1.26 Million steps/sec random walk throughput via OpenMP.
  • Efficiency: Runs massive graphs with <5GB active RAM usage.
  • Ease of Use: Fully Pythonic API with type hints and simple pip install.
pip install graphzero