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* 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

* change char to upper case

* clang format

* minor changes

* improve implementation of the pooling operator

* clang format

* improve implementation of the pooling operator

* clang format

* improving parsing the pooling operators

* clang format

* continue improve pooling operators

* clang format

* correct the explicit pad values for maxpool

* clang format

* add unit test for parsing poolig operators

* clang format

* fix review comments

* refine the padding processing in parsing pooling operator

* clang format

* add more onnx unit test to have better code coverage

* clang format

* refine code to fix review comments

* clang format

* fix onnx unit test
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* change to support optional outputs

* clang format

* add onnx test for better code coverage

* add corresponding onnx file

* fix review comments of handling optional program outputs

* clang format

* change onnx unit test to pass

* clang format

* refine onnx unit tests

* clang format

* remove unnecessary code

* 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

* fix pad calc

* simplify ceil calc and remove extra vars

* workatound for nasnet

* formatting

* add split and tests

* formatting

* fix cppcheck and clang-tidy

* fix clang tidy

* refactor to use vector of instruction_ref, add UNDEBUG to clang tidy

* formatting

* fix comment code

* fix comments and tidy

* formatting

* fix syntax error

* fix tidy

* remove namespace comment

* 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

* Fix bug in eliminate_concat

* Formatting

* Skip context_free operators

* Formatting

* Fix unit test

* Formatting

* 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

* support onnx file with initializer data not an input

* fix format

* fix review comments and format issue

* format

* reorder alphabetically

* fix pad calc

* simplify ceil calc and remove extra vars

* change dilation calculation, add tests

* formatting

* formatting

* Print graph from the driver

* Formatting

* Flatten nested concats

* Formatting

* Rename tests

* remove binaries replaced by driver

* remove source files

* add back env var

* 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

* Add more shape operators that can be nops

* Dont remove pooling

* use 32bit integers for indices

* Formatting

* Update more index types

* Formatting

* 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

* Implement fast-div for index calculations

* Formatting

* Use fast_div for broadcasts

* Formatting

* Add remiander function

* Compute mult-index using lens instead of strides

* Formatting

* Simplify equation

* Formatting

* initial testing of add_clip fusion

* formatting

* clipped relu fusion

* formatting

* remove some executables, add fusion test

* formatting

* remove clipped_relu code

* fix clang-tidy

* revert changes to cmake files

* remove fusion from weight map

* formatting

* fix syntax error

* formatting

* fix syntax error

* fix syntax error

* formatting

* fixed a bug related to removing gemm copy

* clang format

* fix review comments

* clang format

* fix unit test failure

* fix review comments

* clang format

* 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

* test hook

* test hook

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* fix format

* fix format

* ignore doc dir

* fix regex

* fix jenkins error

* exclude another dir

* formatting test_array

* fix version of yapf

* test hook

* formatting

* reinclude dirs

* add two operators ceil and floor

* clang format

* add unit test for the ceil and floor operators

* remove unintended code

* Fix compiler crash in TF inceptionv4

* Formatting

* Remove else

* 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