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* 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>

* code backup

* clang format

* fix compiling errors

* clang format

* rename a few files

* rename a few files

* fix variable bugs

* clang format

* add an operator to shift input sequences

* clang format

* fixed a bug

* clang format

* fixed a bug

* clang format

* code backup

* clang format

* code backup

* clang format

* code backup

* clang format

* refine code related lstm operator optimization

* clang format

* fix various bugs

* clang format

* fixed a bug in rewrite_lstm

* clang format

* fixed another bug

* refine two operator names

* clang format

* refine file names

* fix cppcheck error

* clang format

* fix cppcheck error

* clang format

* fix cppcheck error

* fixed review comments

* clang format

* add unit tests

* clang format

* add unit tests

* clang format

* refine unit tests for better coverage

* clang format

* fixed a bug

* fix cppcheck error

* fix review comments

* clang format

* rename two operators according to review comments

* clang format

* fix review comments

* clang format

* fix review comments

* clang format

* fix review comments

* fix a cppcheck error

* clang format

* fix review comments

* clang format
Co-authored-by: Shucai Xiao <scxiao@prj47-rack-99.local.lan>
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* fix pad calc

* bert tf passes correctness

* formatting

* add test

* formatting

* remove comment

* add inline

* formatting

* fix order for literal

* formatting

* add test for gelu

* formatting

* added add_gelu fusion

* add files

* formatting

* remove layernorm opt

* revert reduce file

* add gelu_fn and tests

* formatting

* fix matcher, remove extra tests

* formatting

* fix matcher

* 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

* formatting

* add used_once

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

* Fix handling of lowest values in pad operator

* Formatting

* Formatting

* Formatting

* Add cpu test for lowest padding

* Add test for max
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 skip unknown operators flag

* Formatting

* Add flag to print program on error

* Formatting

* Fix compile error in py

* Formatting

* Workaround cppcheck error

* Initialize with struct

* Formatting

* Disable warning

* Formatting

* Add test for print errors

* Formatting

* Formatting

* Fix compiler error

* Formatting

* Formatting

* Formatting

* Use correct map

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

* refine slice implementation

* clang format

* fix cppcheck error

* clang format

* change parse operator function signature

* clang format

* add parsing the split operator

* clang format

* add parsing split operator

* make squeeze/unsqueeze inputs to standard shape

* fix a bug in parsing slice

* change parsing pad to support opset 11 definition

* clang format

* add unit tests for the split operator

* clang format

* fix cppcheck error

* clang format

* update tests for multiple program outputs

* clang format

* fix cppcheck error

* clang format

* refine an error message

* add unit tests for the pad operator

* clang format

* add unit tests for slice operator

* clang format

* fix review comments

* fix cppcheck error

* add the numpy package in the Dockerfile

* add c api for onnx options

* clang format

* change c/c++ and python apis related to parse_onnx option change

* clang format

* fixed a bug

* fix a bug

* add fix bugs in cpp api

* fix bugs in c api for onnx_options

* clang format

* add unit tests

* clang format

* add missing onnx file

* add more unit test for dynamic input shape support

* clang format

* fix cppcheck error

* fix cppcheck error

* fix cppcheck error

* clang format

* fix cppcheck error

* clang format

* code change to resolve the segmentation problem

* clang format

* change the api

* clang format

* fixed a unit test error

* fix cppcheck error

* clang format

* fixed a cppcheck error

* fix review comments

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

* Fix bugs in float_equal and add tests

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

* Fix bug in unsqueeze shape and improve test coverage

* Remove else statement

* Revert unsqueeze changes

* Update tests

* Formatting

* Update tests

* Fix handling of scalars

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

* Make contiguous preserve scalar shape

* Formatting

* Improve standard shape calulation

* Formatting

* Enable some optimizations on debug build

* Up optimization level

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

* fix pad calc

* add padding calc and test

* formatting

* add parsing auto_pad attribute for convolution

* clang format

* made asym generic function

* formatting

* refine code

* code cleanup

* clang format

* pull changes from other pad branch

* formatting

* revert onnx file

* formatting

* fix a bug in the code

* fix bug in function call

* formatting

* fix bug

* fix review comment

* formatting
Co-authored-by: Shucai Xiao <Shucai.Xiao@amd.com>
Co-authored-by: Shucai Xiao <shucai@gmail.com>
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>
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>

* refine slice implementation

* clang format

* fix cppcheck error

* clang format

* fix a bug in parsing slice

* add unit tests for slice operator

* clang format

* fix cppcheck error

* add the numpy package in the Dockerfile

* add missing onnx file

* fix cppcheck error

* fix cppcheck error

* add one more unit test related to slice and split

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

* fix pad calc

* modify clip for more args

* formatting

* add test, flip order, revert to unary

* fix error msg

* add min and max args to clip

* formatting

* fixes to quantization

* formatting

* fix logic and add extra test

* formatting

* fix logic, add extra test

* formatting

* fix bug in test
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>

* add prelu operator

* clang format

* add prelu to gpu lowering

* add unit tests for the PRelu operator

* clang format

* add missing onnx file for PRelu operator

* update unit tests for prelu operator

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

* fixed a bug related to number of outputs

* 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

* code backup for support multiple outputs

* clang format

* change migraphx api to support multiple program outputs

* clang format

* change api implementation

* clang format

* clang format

* fix a build error

* additional changes

* clang format

* change api for correct automatic generation

* clang format

* fix unit test error

* fix unit test error

* fix unit tests error

* support multiple program outputs

* clang format

* remove @ from the add_return name

* Add nolint

* Try fix formatting

* Formatting

* formatting

* formatting

* Fix formatting

* code cleanup

* clang format

* fix cppcheck error

* fix a cppcheck error

* clang format

* fix review comments

* clang format

* fix cppcheck error

* clang format

* record graph output name

* clang format

* refine print the add_return instruction

* clang format

* fix cppcheck error

* clang format

* refine the name of the add_return instruction

* fixed a bug related to workspace

* fixed two small bugs

* clang format

* add more unit tests for multiple program outputs

* clang format

* change an error info

* clang format

* fix cppcheck error

* add unit test for better code coverage

* change to reduce code change

* clang format

* remove storing program output

* fix cppcheck error

* fix review comments

* clang format

* clang format

* remove unnecessary change

* resolve an assert error

* clang format

* change the output name with prefix '#'

* changes in quantization function to support the returns instructin

* clang format

* refine unit tests

* clang format

* refine profiling print out report
Co-authored-by: Paul <pfultz2@yahoo.com>
Co-authored-by: Khalique <15948690+kahmed10@users.noreply.github.com>
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 initial api

* Formatting

* Add more api

* Formatting

* add more operators (asinh, acosh, atanh, MatMulInteger, ConvInteger)

* clang format

* add unit tests for new operators

* clang format

* 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

* Add nolint

* Try fix formatting

* Formatting

* formatting

* formatting

* Fix formatting
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>
Co-authored-by: kahmed10 <15948690+kahmed10@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

* Add nolint

* Try fix formatting

* Formatting

* formatting

* formatting

* Fix formatting
Co-authored-by: Shucai Xiao <shucai.xiao@amd.com>
Co-authored-by: kahmed10 <15948690+kahmed10@users.noreply.github.com>

* initial testing

* add shape op

* formatting

* add env variable for batch sizes

* formatting

* progress on driver

* progress on driver

* cleanup

* cleanup

* add and modified prev tests

* formatting

* remove comment

* add shape op test

* formatting

* manually insert shape op in test

* formatting

* create options struct for parsers

* formatting

* Add documentation for python

* Fix c++ documentaion

* add documentation to parser

* formatting

* add argmin and tests

* fix doc and definitions

* formatting

* revert test functions

* formatting

* cpu impl of conv_transpose

* more work on conv_transpose

* rename files, added extratests

* formatting

* add more tests

* formatting

* changes

* fix tests

* fix tidy

* formatting

* fixed function parameter

* fix function parameter

* add cpu ops test

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

* add reduce operators as required by onnxruntime

* clang format

* remove a test since it can cause overflow

* resolve cppcheck error

* clang format

* fix cppcheck error

* clang format

* improve unsqueeze to support negative axis and parsing scalar

* clang format

* add a test example for the negative axis of unsqueeze

* improve the squeeze operator to support negative axis

* clang format

* fixed a small bug in the lrn implementation

* clang format

* support negative axis in argmax and argmin

* clang format

* improve flatten to support negative axis

* clang format

* change softmax/logsoftmax to support negative axis

* clang format

* improve transpose by adding default perm

* clang format

* add one more dimens for tensor size

* add one more dimens for tensor size

* disable conv ops fusion for non-symmetric cases

* clang format

* fixed review comments

* move computing axis from the device function to the compute function

* clang format

* move computing axis from device function to the operator computing function

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

* initial testing

* add shape op

* formatting

* add env variable for batch sizes

* formatting

* progress on driver

* progress on driver

* cleanup

* cleanup

* add and modified prev tests

* formatting

* remove comment

* add shape op test

* formatting

* manually insert shape op in test

* formatting

* create options struct for parsers

* formatting

* Add documentation for python

* Fix c++ documentaion

* add documentation to parser

* formatting

* add argmin and tests

* fix doc and definitions

* formatting

* revert test functions

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

* Add experimental support for c++ output

* Format

* Fix syntax errors

* Add resnet50 model

* Formatting

* Add inceptionv3 model

* Formatting

* Add alexnet

* Formatting

* Fix name of pooling mode

* Formatting

* Fix tidy issues

* Ignore driver directory

* Show accetable values

* improve gather implementation to handle negative input indices

* clang format

* clang format

* improve concat to support neg axis input

* clang format

* fix cppcheck error

* clang format

* code cleanup

* clang format

* fix review comments

* clang format

* 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

* Add functions to do multi-index for local strides as well

* Formatting

* Use same multi-index path for block_reduce

* Formatting

* Use multi-index calc in reduce

* Formatting

* Fix warning

* Fix compiler warning

* Disable some tidy checks

* Enable scheduler for 1 stream

* Formatting

* Improve performance of sorting

* Formatting

* Adjust the weight calculation

* Formatting

* Simplify formula

* Formatting

* Avoid division by zero

* Fix scheduler test

* Check for either 1 or 2

* Check for waits when order may change

* Formatting

* simplify cpu implementation of the convolution, softmax, and logsoftmax

* clang format

* fix cppcheck error

* improve code coverage

* fix pad calc

* simplify ceil calc and remove extra vars

* change dilation calculation, add tests

* formatting

* formatting

* Print graph from the driver

* Formatting

* Fuse convolution adds

* Formatting

* Fuse more 1x1 convs

* Add some tests

* Formatting

* Add test for 1x1

* Add verification for add-conv fusions

* Fix stride calculation

* Formatting

* Add more tests

* Rename tests

* accelerate conflict table computation

* removed an unnecessary comma

* Fix bug in bert accuraccy

* Formatting

* add another test

* Fix add and overflow

* Formatting

* Fix bug in shape_for_each

* Use front instead of iterator

* Use result.front()

* Split add_unary files

* Formatting

* Fix incorrect last index

* Remove comment

* Inline function

* Fix carry check

* Fix metadata errors

* Formatting

* Reflow

* Reflow

* Add env to trace nary device functions

* Formatting

* Improve contiguous and concat performance

* Formatting

* Remove unused variable

* Formatting

* Fix gpu tests

* Formatting

* Add more test for transposed concat

* Formatting

* Compute offset and not index

* Compute multi-index once

* Formatting

* Fix transposed inputs

* Formatting

* Use product order for comparisons of hip_array

* Formatting

* Add missing s parameter

* Formatting

* Dont invert permutation

* Fix tidy warnings

* Formatting

* Remove incorrect license

* Use a single integer for stride

* Formatting

* Fix tidy issue

* add two operators ceil and floor

* clang format

* add unit test for the ceil and floor operators

* remove unintended code

* first version of refactoring reduce operators.

* clang format

* refactor the gpu implemantation of the reduce_mean operator

* clang format

* refactor gpu implementation of the resuce_sum operator

* fix cpp check error

* fix cppcheck error

* fix cppcheck error

* fix review comments

* clang format

* fix a jenkin error

* fixed review comments

* clang format

* fix review comments

* clang format

* fix review comments

* clang format

* add implemenation of reduce_min and reduce_max

* clang format

* add unit test for reduce_min/max operator

* clang format

* add more unit tests

* clang format

* fix review comments

* Add flags to quantize in driver

* Formatting

* Fix compile error