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Doing this allows for things to be university across all our targets without neededing an op for each ref.

TODO. breaks right now. Reusing tests from previous iteration with some tweaks. Need to get back to this once I get better train of thought

Conversion works, just issues with predicate right now.

I may need additional checks for this, or to somehow find the matching division
by zero, and cause a dangling reference so this gets flagged correctly at compile time.
Current attempt inserts a divzero instruction that would later get picked up at the verify stage
during compile. Not sure if this is correct incase we run into operator collisions down the road

This reverts commit fcc84214.

Making things more maintainable by splitting the unit tests that shared the baseline program for validation which resulted in an & case that was a bit more cumbersome to debug.

Throw an exception when this occurs to indicate our simpliciation passes resulted in a singularity somewhere. Related to #1236

Simplify addition zero multiplication and divide operations. Added approrpiate test cases with returns and replacing the instruction and operand to just return zero.

Using the unit/neg unit matchers to handle subtraction operations in the same steps. Added unit tests for both cases.

Part of changes that go wtih #1236. Reverts -1 divide operations to a simple negation of the parameter

Added test case and code to simplify zero additions between paremeters and literals during simplifications.  In reference to issue #1236

Done to satisfy simplifications specified by #1236 .  Just replace every  parameter divided by 1 with itself. It's assumed that the eliminate_identity() pass will handle generated identity operators in our run_pass()

Save a multiply operation with that of a negation of  input parameter x. Suggested improvement via #1236

Original use case of having a literal 1, instead of any other number in simplify_mul_add, resulted in the find_unit_mult_const function to optimize away the literal 1 causing this test to fail. on the final check. Switched the constant to a non zero & one value, and now correctly passes.

Commit for the day, work in progress as I'm failing one of our unit tests outside of the change

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

* rename broadcast and multibroadcast output_lens attribute to out_lens attribute, and change tests and source code to reflect the same

* change the reshape attribute from dims to out_lens

* change transpose attribute's name from dims to perm to reflect better meaning

* use permutation instead of perm for transpose

clang formaating

* use dims instead of out_lens for reshape

clang formatting

* backup implementation of resize enhancement

* clang format

* code backup for the resize

* clang format

* fix build error for resize operator

* clang format

* tmp code backup

* clang format

* remove changes in parse_resize

* remove unnecessary changes

* clang format

* add unit test for the bug

* clang format

* remove print code

* remove a semi-colon

* clang format

* fix a tidy error

* fix review comments

* clang format
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* fix relu6

* add more transposes

* add parse_tf calls

* progress on multi_outputs

* formatting

* add multi output test

* add comment and update migraphx.py

* fix compile

* formatting

* update tools/api

* formatting

* fix function call

* fix generate

* simplify tests

* formatting

* rename tests

* enclose braces

* add more tests

* update comments

* rename file and add default param

* formatting

* fix tidy and change type

* formatting older files
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>

* fix issue#727

* clang format

* refine unit tests

* fix cppcheck error

* fix review comments

* refine a unit test to cover more code changes

* fix cppcheck error

* remove unnecessary include file

* fix review comments

* clang format
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* Update test for passes

* Formatting

* Rewrite simplify_reshapes

* Formatting

* Rewrite normalize pass

* Formatting

* Rewrite pooling

* Formatting

* Rewrite schedule tests

* Formatting

* add an api get_main_module

* clang format

* modify onnx unit test for module

* clang format

* refactor ops unit test with the get_main_module

* clang format

* code backup

* clang format

* refine module c api

* add python api for module

* clang format

* fix a python api issue

* clang format

* fix cppcheck error

* clang format

* refine unit tests changes

* clang format

* code backup

* code backup

* clang format

* defer some changes to later PRs

* change return of get_main_module from ref to pointer

* clang format

* add unit tests for the get_main_module_api

* clang format

* fix cppcheck error

* clang format

* fix cppcheck error

* clang format

* add more unit tests for more code change coverage

* clang format

* fixed a unit test error

* clang format

* fix unit test

* clang format

* code backup

* code change for more code coverage

* change program to module in various passes and matcher

* clang format

* modify the pass API

* code backup

* code backup

* clang format

* code backup

* clang format

* Add option to no generate a destroy method

* Formatting

* fix some review comments

* clang format

* fix review comments

* clang format

* clang format

* code backup

* code backup

* clang format

* fix cppcheck errors

* clang format

* clang format

* fix build errors

* clang format

* modify gpu unit tests to using module

* clang format

* fix cppcheck error

* clang format

* Add flag to enable cpu backend

* Make buffers shared

* Enable optimizations

* Formatting

* fix review comments

* code backup

* clang format

* code backup

* clang format

* fix a bug related to a unit test

* clang format

* clang format

* fix a build error

* remove unnecessary code

* remove unnecessary files

* code backup

* clang format

* remove the compile function from the module class

* clang format

* clang format

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

* code refinement

* clang format

* merge changes from develop branch

* clang format

* fix cppcheck error

* clang format

* fix a build error

* fixed a merge error

* fix cppcheck error

* fixed review comments

* clang format

* 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

* clang format

* remove the begin/end function of the program class

* clang format

* refine code and fix cppcheck error

* clang format

* fix review comments

* clang format

* fix review comments

* clang format

* add unit tests for more code coverage

* clang format

* fix review comments

* clang format

* fix review comments

* clang format

* fix a build error in debug mode

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

* Load op when serializing

* Formatting

* Add missing clip field

* Use make_op almost everywhere

* Formatting

* More make ops for rnns

* Get rid of spaces

* Formatting

* Remove operators headers

* Formatting

* Remove unused op headers

* Increase line threshold

* code backup

* clang format

* change corresponding tool files

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

* Add initial optimization when using a mul over a sliced convolution

* Formatting

* Add more tests

* Formatting

* Convert to an assert

* Check if used once

* Formatting

* Add test with horiz fusion

* Formatting

* Optimize nested slice

* Formatting

* Fix test

* Add const refs

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

* code backup

* clang format

* refine the algorithm to support more scenarios

* clang format

* fix review comments

* clang format

* add one more unit tests to have more code change coverage
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* fix pad calc

* Add decompose pass

* Add decompose test

* Formatting

* bert tf passes correctness

* formatting

* Add remap

* Formatting

* add test

* formatting

* remove comment

* Add compute method for dot

* Formatting

* add inline

* Add finder for horizontal fusion

* Formatting

* Formatting

* Reuse predicate

* formatting

* fix order for literal

* formatting

* add test for gelu

* formatting

* added add_gelu fusion

* Add gemm fusions

* Formatting

* add files

* formatting

* test no mul_add

* formatting

* progress on div

* formatting

* continue work on pass

* remove layernorm opt

* revert reduce file

* Add some fixes for convolution

* Formatting

* Fix shape tests

* Formatting

* Reuse axis equal

* Add initial split fusion

* Formatting

* Update offset

* Workaround outputs that cant accept nonstandard shapes

* Formatting

* Add check for split concat

* Formatting

* Add missing headers

* Formatting

* Add tests

* Formatting

* add optimization for bert

* code backup for bert optimization

* continue testing

* formatting

* fix matcher

* formatting

* add gelu_fn and tests

* formatting

* fix matcher, remove extra tests

* formatting

* fix matcher

* add missing files

* add find_layernorm

* add add_transpose to cmake file

* code backup for the contigous fusion

* refine ops fusion

* clang format

* fixed bug in previous optimization

* clang format

* add more optimization

* remove unnecessary code

* refinement of the fustion code

* clang format

* fixed a bug

* add used_once

* formatting

* start on new gelu

* formatting

* add matchers in fuse_ops

* formatting

* add dce to fix add_gelu

* add simplify_rsqrt and test

* formatting

* debugging value for matcher

* formatting

* add more to matchers

* formatting

* fix errors

* remove onnx gen

* add any_arg, change matchers to use either_arg

* formatting

* clang format

* formatting

* add used_once

* formatting

* code cleanup

* clang format

* fixed a bug

* remove unnecessary code

* refine comments

* optimize bert to remove more contiguous

* clang format

* remove unnecessary code

* add unit tests for bert optimization

* clang format

* fix review comments

* clang format

* refine a fusion of reshape and slice

* clang format

* fix cppcheck error

* fix review comments

* add the fusion of slice and transpose

* clang format

* add another optimization to fuse slice and transpose

* clang format

* fix review comments

* clang format

* fix review comments

* clang format

* fix review comments
Co-authored-by: Khalique <15948690+kahmed10@users.noreply.github.com>
Co-authored-by: Paul <pfultz2@yahoo.com>
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>
Co-authored-by: Shucai Xiao <scxiao@prj47-rack-99.local.lan>

* Fuse operators that partially match in a concat operator

* Formatting

* Remove unused matcher

* Properly calculate the output_lens

* Formatting

* Formatting

* Formatting

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

* Skip fusing group convolutions

* Formatting

* Fix ICE on gcc 5

* Formatting

* Fix gcc check

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

* Ensure the slices are in order before removing them in concat

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

* Add decompose pass

* Add decompose test

* Formatting

* Add remap

* Formatting

* Add compute method for dot

* Formatting

* Add finder for horizontal fusion

* Formatting

* Formatting

* Reuse predicate

* Add gemm fusions

* Formatting

* Add some fixes for convolution

* Formatting

* Fix shape tests

* Formatting

* Reuse axis equal

* Add initial split fusion

* Formatting

* Update offset

* Workaround outputs that cant accept nonstandard shapes

* Formatting

* Add check for split concat

* Formatting

* Add missing headers

* Formatting

* Add tests

* Formatting

* Add more testing

* Formatting

* Fix when there is duplicate splits in inputs

* Formatting

* Fix mismatch iterators

* Add tests for dot fusions

* Formatting

* Add test for convolution

* Formatting

* Fix tidy issues

* Add more tests

* Formatting

* Ignore build directory for codecov

* Add test for groups

* Formatting

* Add more tests for groups

* Formatting

* Add test for missing end slice

* Add newline

* Remove unused function

* Add support for when beta is not 1

* Formatting

* Add test for scalar

* Add one more scalar test
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* add simplify_rsqrt and test

* formatting

* add used_once check

* move used_once

* formatting

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

* Add test with odd stride

* Use same logic as convolution for stride calculation

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

* fix pad calc

* progress on div

* formatting

* continue work on pass

* continue testing

* formatting

* add recip and sub matcher

* formatting

* add tests

* formatting

* fix review comments

* remove unnecessary header

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

* Horizantal fusion of unary and binary ops

* Formatting

* Fix bugs in matcher

* Add tests

* Formatting

* Add the op generically

* Formatting

* Rename test for more detail
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* Add initial api

* Formatting

* Add more api

* Formatting

* Add auto api generation

* Formatting

* Fix some compilation errors

* Change handle struct

* Formatting

* Fix reamining compilation errors

* Formatting

* Simplify using ctype

* Formatting

* Initial c++ generation

* Formatting

* Add C++header

* Formatting

* Add test

* Formatting

* Add initial tests

* Formatting

* Try to fix formatting

* Cleanup formatting

* Formatting

* 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

* Formatting

* Fix verify parameters

* Fix cppcheck issues

* Formatting

* Add method to get output shapes and bytes

* Formatting

* Try formatting

* Formatting

* Improve the test coverage

* Formatting

* Add print method

* Formatting

* Fix cppcheck issue

* Fix package dependency

* change migraphx api to support multiple program outputs

* clang format

* change api implementation

* clang format

* fix a build error

* change api for correct automatic generation

* clang format

* Add nolint

* Try fix formatting

* Formatting

* formatting

* formatting

* Fix formatting

* code cleanup

* clang format

* fix cppcheck error

* fix review comments

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

* Add compiler options

* Add copy operators

* Formatting

* Use run_passes in tests

* Formatting

* Use run_pass in schedule test

* Formatting

* Add compile_options to get_passes in target

* Formatting

* Offload copy option

* Formatting

* Copy using pinned memory

* Formatting

* Improve performance of gpu copying

* Formatting

* Dont copy

* Formatting

* Always make an extra copy

* Formatting

* Remove unused write op

* Add missing include

* Remove copy_to_gpu function in python api

* Make offload copy disabled by default on C++

* Formatting

* Fix tidy issues

* Formatting

* Fix namespace

* Fix python tests

* Turn clang format off since its broken

* Fix compile error on gcc 5

* Remove commented code