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ONE Release 1.20.0

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@chunseoklee chunseoklee released this 28 Apr 00:17
5677d1d

Release Note 1.20.0

ONE Compiler

Compiler Frontend

  • luci-interpreter supports multiple kernels with PAL layer including Cortext-M
  • luci-interpreter supports integer tensor for partly kernels
  • luci import support constant without coping to reduce memory for luci-interpreter
  • Reduce duplicate codes to package released modules
  • Limited support for ONNX LSTM/RNN unrolling while importing
  • Limited support for ARM32 cross build
  • Support new operator: SVDF
  • New virtual CircleVariable to support tensor with variable
  • Support quantization of BatchMatMul Op
  • Support mixed(UINT8 + INT16) quantization
  • Support backward propagation of quantization parameters
  • Upgrade default python to version 3.8
  • Support TensorFlow 2.8.0, ONNX-TF 1.10.0, ONNX 1.11.0
  • Upgrade circle schema to follow tflite schema v3b
  • Refactor to mio-tflite280, mio-circle04 with version and helpers methods
  • Use one flatbuffers 2.0 version
  • Drop support for TensorFlow 1.x
  • Fix for several bugs, performance enhancements, and typos

ONE Runtime

Introduce TRIX backend

  • TRIX backend supports trix binary with NHWC layout
  • TRIX backend supports trix binary with input/output of Q8 and Q16 type

API supports new data type

  • Symmetric Quantized int16 type named "NNFW_TYPE_TENSOR_QUANT16_SYMM_SIGNED"