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Fuse layernorm and added triadd_layernorm fusion.  This is a prep performance booster

* Add operators, refactor parsers, add rewrite passes, add tests

* Add ref implementations

* Move broadcasting of scales and zero points to onnx parser

* Allow for x and zero_point to have different types in quantizelinear; fix zero_point default type

* Switch certain variables to int64_t

* Fix overflow in implicit constant conversion

* Remove operators.hpp from includes in tf_test.cpp

* Add conversion for int32 input to quantizelinear and add test case; remove operators.hpp from onnx_test.cpp includes

* Switch dequantizelinear math from int32 to float

* Remove changes to operators.hpp

* Simplify apply_quantizelinear

* Add verify test for int32 data

* Add rewrite_quantization back to CMakeLists

* Add passes to insert qdq after add_bias is applied, replace quant_ops, and remove remaining qdq pairs

* Renaming, refactoring, cleaning up code, adding formal test, and adding passes to targets

* Renaming, review comments, begin adding more specific tests

* Add more specific unit tests

* Fix failing test on CI

* Correct matcher and update qop rewriting, update tests and add more tests

* Update matcher, clean up simplify_qdq, tweak tests

* Add tests, remove pass from CPU target, update dot parameters, clean up simplify_qdq

* Fix correctness bug in ref q/dq implementations; edit gemm parser to make beta always 0.0

* Remove unused variables in onnx gemm tests

* Add optional header

* Formatting

* Use optional in the matcher

* Foramtting

* Remove program from tests

* Formatting

* Dont bind or match non-local variables

* Formatting

* Fix gcc 5 error

* Format
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* Add eliminate_data_type pass

* Formatting

* Auto convert quant ops

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* Flip the order of decompose

* Compute max size differently

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* Clamp values in convert

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* Fix loss of precision in reduce

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* Fix bugs in reduction

* Fix accumulator type in reference softmax implementation

* Formatting

* Update convert test

* Remove unused variables

* Remove unnecessary quant_dot check

* Formatting

* Add tests

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* Remove unused code

* Remove duplicate ops

* Remove blaze dependency

* Use set since shape::type_t is no hashable on gcc 5

* Formatting

* Add dnnl binary op

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* Add binary and eltwise

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* Add softmax

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* Remove unused operators

* Add missing files

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* Add lrn

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* Add deconvolution

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* Change allocate default

* Add reorder

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* Add reductions

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* Sort lines

* Change literals in another loop

* Add pow operator

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* Add pow operator

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* Make sure shapes are packed

* Allow broadcasted inputs

* Remove unused operators

* Simplify functions

* Remove softmax

* Add sub and erf functions

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* Fix bug

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* Improve parallism

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* Allow multiple batch dimensions

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* Move literal transforms out of lowering

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* Add gather operator

* Sort lines

* Add early exit for carry

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* Add missing concat

* Rename macro

* Fix deep nesting

* Formatting

* Fix cppcheck issues

* Remov else

* Move attribute to typedef

* Formatting

* Disable maybe-uninitialized warning since its broken on gcc

* Add constexpr default constructor

* Formatting

* Fix compiler warnings

* Fix adjust_allocation test

* Add layernorm matcher

* Add gelu_erf matcher

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* Add gelu_tanh matcher

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* Remove match namespace

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* Use matcher instead of string

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* Add fusions

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* Make input a const ref

* Make this explicit for gcc 5
Co-authored-by: Shucai Xiao <shucai@gmail.com>
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* add an api get_main_module

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* modify onnx unit test for module

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* refactor ops unit test with the get_main_module

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* code backup

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* refine module c api

* add python api for module

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* fix a python api issue

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* fix cppcheck error

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* refine unit tests changes

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* code backup

* code backup

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* defer some changes to later PRs

* change return of get_main_module from ref to pointer

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* add unit tests for the get_main_module_api

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* fix cppcheck error

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* fix cppcheck error

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* add more unit tests for more code change coverage

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* fixed a unit test error

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* fix unit test

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* code backup

* code change for more code coverage

* change program to module in various passes and matcher

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* modify the pass API

* code backup

* code backup

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* code backup

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* Add option to no generate a destroy method

* Formatting

* fix some review comments

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* fix review comments

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* code backup

* code backup

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* fix cppcheck errors

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* fix build errors

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* modify gpu unit tests to using module

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* fix cppcheck error

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* Add flag to enable cpu backend

* Make buffers shared

* Enable optimizations

* Formatting

* fix review comments

* code backup

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* code backup

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* fix a bug related to a unit test

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* fix a build error

* remove unnecessary code

* remove unnecessary files

* code backup

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* remove the compile function from the module class

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* remove the context parameter from the from_value method of the module class

* code refinement

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* merge changes from develop branch

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* fix cppcheck error

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* fix a build error

* fixed a merge error

* fix cppcheck error

* fixed review comments

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* fix cppcheck error

* fix a cppcheck error

* fix cppcheck error

* fix build error caused by merge

* Add missing has_op function

* Formatting

* merge changes from develop branch

* fix a cppcheck error

* fixed some review comments

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* remove the begin/end function of the program class

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* refine code and fix cppcheck error

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* fix review comments

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* fix review comments

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* add unit tests for more code coverage

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* fix review comments

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* fix review comments

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* fix a build error in debug mode

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Co-authored-by: Paul <pfultz2@yahoo.com>

* code backup

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* change corresponding tool files

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Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* Fix fusions in bert model

* Formatting

* Add unit tests

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* Fix one_half matcher

* Workaround ICE on gcc

* Formatting

* Tidy fixes
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>