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ONNX Runtime v0.4.0

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@askhade askhade released this 02 May 02:25
bf859a9

Key Updates

  • New execution providers for improved performance on specialized hardware
    • Intel nGraph
    • NVIDIA TensorRT
  • ONNX 1.5 compatibility
    • Opset 10 operator support
    • Supports newly added ONNX model zoo object detection models (YOLO v3, SSD)
    • Quantization operators
  • Updates to C API for Custom Operators
    • Allocation of outputs during compute
    • C++ wrapper to greatly simplify implementation
    • Supports custom op DLLs when ONNX Runtime is compiled statically
  • Graph optimizations with Constant Folding for improved performance
  • Official binary packages
    • Nuget package creation pipeline updated with security-focused tasks
      • CredScan
      • SDLNative Rules for PreFast
      • BinSim
    • Additional binaries built with MKL-ML published in Nuget
    • Size reduction in Windows (700KB+), Linux (65%) and Mac (45%) binaries