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MIGraphX verification by default uses normalized RMS error as the basis for the verification.  This change adds some logic to allow migraphx to do "np.allclose" type of elementwise verification using atol and rtol.

Commit also includes changes to consistently pass "gold" or "expected" results as the second argument for "verify_range()" calls.  Default RMS tolerance inside driver is set to 0.001 which IMO is high for FP32 compared to what we had earlier. Need better defaults

Skip verifying literals and parameters
Print the correct trim value
Print failure for an exception and continue reduce
Print if shapes do not match

Fixes #1595

* Enable non-standard shape
* Use perfdb for non xdlops
* Fix transpose+broadcast strides
Co-authored-by: jungpark-mlir <jungwook.park@amd.com>

Updated each source file in the repo with the existing license.

Allows --fp16 to be used in the driver to compare the target fp16 result and the ref fp32 result.

* 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

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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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* 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>

* Add all_targets cmake target

* Rename target

* Add ref target

* Rename tests

* Refactor compiler target

* Formatting

* Verify for every target

* Formatting

* Add verify test suite

* Formatting

* Add initial test programs

* Formatting

* Add rnn tests

* Formatting

* Validate gpu

* Formatting

* Remove old gpu tests

* Fix gpu tests

* Fix ref error

* Fix tidy issues

* Formatting

* Tidy fixes

* Fix header in python api

* Rename to ref

* Use ref in verify_onnx

* Fix tidy issue

* Build with verbose on

* Fix typo

* Remove verbose

* rename some cpu prefix to ref
Co-authored-by: Shucai Xiao <Shucai.Xiao@amd.com>

* Use increment instead of division to compute register offset

* Formatting

* Limit layernorm to 1024 elements

* Formatting

* Add verification to driver

* Formatting

* Remove early return

* Use block_size 256

* Vectorize the kernel

* Formatting

* Convert to vector type

* Add layernorm tests

* Formatting

* Formatting

* Refactor layernorm to run both algos

* Formatting

* Fix compile error

* Fix tidy warnings

* Formatting

* Add layernorm function

* Formatting

* Fix bug in eliminate_concat with negative axis

* Formatting

* Fix unused parameter

* Formatting
Co-authored-by: Shucai Xiao <shucai.xiao@amd.com>

* code changes for small bugs

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* remove standard shape requirement for transpose.

* add a unit test

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

* Add initial api

* Formatting

* Add more api

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* Add auto api generation

* Formatting

* Fix some compilation errors

* Change handle struct

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* Fix reamining compilation errors

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* Simplify using ctype

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* Initial c++ generation

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* Add C++header

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* Add test

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* Add initial tests

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* Try to fix formatting

* Cleanup formatting

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* Fix constructors on the same line

* Fix tests

* Formatting

* Fix tidy issues

* Fix tidy issues

* Fix naming issue

* Add onnx API to parse buffer

* Formatting

* Add arguments api

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* Fix verify parameters

* Fix cppcheck issues

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* Add method to get output shapes and bytes

* Formatting

* Try formatting

* Formatting

* Improve the test coverage

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* Add print method

* Formatting

* Fix cppcheck issue

* Fix package dependency

* change migraphx api to support multiple program outputs

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* change api implementation

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* fix a build error

* change api for correct automatic generation

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* Add nolint

* Try fix formatting

* Formatting

* formatting

* formatting

* Fix formatting

* code cleanup

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* fix cppcheck error

* fix review comments

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Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>
Co-authored-by: kahmed10 <15948690+kahmed10@users.noreply.github.com>