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Releases: canhld94/HeteroServing

First release

16 Nov 02:55
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Pre-release

Supported models:

  • Openvino (both CPU and FPGA): SSD, Yolo-v3, Faster RCNN, any classification net
  • TensorRT (GPU): SSD

Supported protocol:

  • HTTP
  • GRPC

Bug:

  • Maximum of 1 FPGA is allowed in the system; even you have two FPGA and want to run different models on each FPGA, it's not possible by now.
  • When running Openvino in hetero mode, if the inference graph has more than two sub-graphs running on FPGA, it will significantly degrade the performance and sometimes can crash the server.
  • Some SSD architecture doesn't work on TensorRT.