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[New Release v1.1.0]: Dynamic Graph Service for online inference

Open goldenleaves opened this issue 2 years ago • 0 comments

GraphLearn mainly provides the ability of large-scale distributed offline training, but lacks support for online inference (most GNN frameworks do not support it), while industrial use often requires online inference, which requires efficient dynamic graph storage, streaming data support, low-latency online sampling and online model inference support. In view of this, we have implemented the Dynamic Graph Service(DGS). DGS is designed for online sampling and inference with dynamic graph data. you can:

  1. Deploy the service with k8s support and online sampling dynamic graph data from upstream data source.
  2. Make predicts with inference requests from the client.

TODO:

  • [x] dgs code ci. #197
  • [x] #204
  • [ ] relese v1.1.0 for graphlearn and dynamic-graph-service

goldenleaves avatar Jul 07 '22 09:07 goldenleaves