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You can view, comment on, or merge this pull request online at:

  https://github.com/apache/tvm/pull/7861

-- Commit Summary --

  * example moving things around
  * dense operator example
  * dense stub
  * clean up old file
  * move common to common.py
  * add numpy quantization calculator
  * make dense creators create fp32 -> fp32 real or affine domain depending 
on your preference
  * lily's comments
  * renamed common.py -> utils.py
  * rename common -> utils in files
  * add more utils to simplify quantization/dequant code
  * cleanup interface calls
  * add arithmetic operators
  * rename arithmetic to add
  * make add default dequantize
  * option to give output qparams to add
  * fix examples with new interface
  * fix proper scale values
  * new multiply operator
  * add subtraction operator
  * fix rounding bug
  * add short circuits to some point termsg
  * fix bug with calculating zero point when symmetric
  * very ugly working conv
  * more cool convs
  * works with groups'
  * example of dynamic pad not working
  * working stash"
  * comment out something ill do later
  * move to type errors"
  * remove extra files
  * remvoe experimental
  * more changes
  * fix
  * modify type reporter
  * remove tautology B)

-- File Changes --

    M include/tvm/relay/attrs/nn.h (3)
    M python/tvm/relay/op/nn/nn.py (14)
    A python/tvm/relay/transform/quantization/__init__.py (0)
    A python/tvm/relay/transform/quantization/quantized_operators/__init__.py 
(0)
    A python/tvm/relay/transform/quantization/quantized_operators/add.py (198)
    A python/tvm/relay/transform/quantization/quantized_operators/conv.py (299)
    A python/tvm/relay/transform/quantization/quantized_operators/dense.py (211)
    A python/tvm/relay/transform/quantization/quantized_operators/multiply.py 
(158)
    A python/tvm/relay/transform/quantization/quantized_operators/utils.py (171)
    M src/relay/op/make_op.h (2)
    M src/relay/op/nn/pad.cc (20)
    M src/relay/transforms/dynamic_to_static.cc (2)
    M src/relay/transforms/fold_explicit_padding.cc (4)
    M src/relay/transforms/pattern_utils.h (9)

-- Patch Links --

https://github.com/apache/tvm/pull/7861.patch
https://github.com/apache/tvm/pull/7861.diff

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