giuseros opened a new pull request #5754:
URL: https://github.com/apache/incubator-tvm/pull/5754


   ### RFC
   This PR is based on the following RFC: 
https://discuss.tvm.ai/t/rfc-improve-quantized-convolution-performance-for-armv8-architectures/6920
   
   ### High level description of the submission
   
   The main algorithm lives in:
   * topi/python/topi/arm_cpu/conv2d_gemm.py(schedule)
   * topi/python/topi/arm_cpu/tensor_intrin.py (assembly+intrinsic)
   * topi/python/topi/arm_cpu/conv2d_int8.py(driver)
   
   The Weight transform touches different files (since it is computed at 
compile time):
   * topi/python/topi/arm_cpu/conv2d_alter_op.py
   * python/tvm/relay/op/nn/_nn.py
   * python/tvm/relay/op/nn/nn.py
   * src/relay/op/nn/convolution.h (relay node definition)
   * src/relay/op/nn/convolution.cc(relay node definition)
   * include/tvm/relay/attrs/nn.h (relay node definition)
   
   Strategies (mapping relay-node -> compute+schedules) are defined here:
   * python/tvm/relay/op/strategy/arm_cpu.py
   * python/tvm/relay/op/strategy/generic.py


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