PGL icon indicating copy to clipboard operation
PGL copied to clipboard

[Roadmap] PGL speed up!

Open Yelrose opened this issue 3 years ago • 0 comments

  • [x] 完善paddle.geometric算子融合op
    • Paddle侧Op @DesmonDay :(主要参考 dgl 的高性能图融合算子系列)
      • graph_send_recv算子: https://github.com/PaddlePaddle/Paddle/pull/44580
      • graph_send_ue_recv算子: https://github.com/PaddlePaddle/Paddle/pull/43174
      • graph_send_uv 算子:https://github.com/PaddlePaddle/Paddle/pull/44848
      • incubate API迁移:https://github.com/PaddlePaddle/Paddle/pull/44970
  • [ ] 通过UVA以及GPU采样技术,优化GraphSAGE的算法。
    • refactor GraphSAGE
  • [x] 完成异构图的采样算法,提速MAG240m大规模异构图训练速度
  • [ ] 通过paddle.geometry算子,优化nn.conv内的标准算子。
  • [ ] paddle.geometric新增 graph_send_ue算子,主要用于TransformerConv

Yelrose avatar Jul 28 '22 07:07 Yelrose