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Fixes TF literal parsing for relu6.  previously always made a float type literal, breaks for float16 as an example

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

* [#935] Update tf_parser to have add_common_op() for parse_relu6

Similar to that of the onnx_parser.cpp add a add_common_op template and functionality to support clip based operations. This is done so clip operations can be guarenteed to have the same dimensions.

* fixup! [#935] Update tf_parser to have add_common_op() for parse_relu6

* fixup! fixup! [#935] Update tf_parser to have add_common_op() for parse_relu6

* fixup! fixup! fixup! [#935] Update tf_parser to have add_common_op() for parse_relu6

* fixup! fixup! fixup! fixup! [#935] Update tf_parser to have add_common_op() for parse_relu6

* Formatting

* fixup! Formatting
Co-authored-by: Umang Yadav <29876643+umangyadav@users.noreply.github.com>
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>

Changed the pooling values for two structures from strings to specialized enum classes. Many test and operator parsing changes to support this. Introduces one new source file, op_enums.cpp.

* 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

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

* Formatting

* Fix cppcheck

* Review comments

* Formatting

* Combine rewrite passes

* Formatting

* Add ref implementations

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* Review comments

* Formatting

* Tidy warnings

* Apply review comments

* Formatting

* Fix CI error

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* Increase code coverage

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* Move broadcasting of scales and zero points to onnx parser

* Formatting

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

* Formatting

* Increase code coverage

* Formatting

* Switch certain variables to int64_t

* Formatting

* Fix overflow in implicit constant conversion

* Formatting

* Increase code coverage

* Formatting

* Remove operators.hpp from includes in tf_test.cpp

* Formatting

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

* Formatting

* Switch dequantizelinear math from int32 to float

* Formatting

* Remove changes to operators.hpp

* Simplify apply_quantizelinear

* Formatting

* Add verify test for int32 data

* Add rewrite_quantization back to CMakeLists

* alternative impl

* formatting

* add gpu pass to insert pad

* formatting

* update onnx test, still need cleanup

* formatting

* update tf_test

* modify existing tests

* formatting

* remove print

* code cleanup

* formatting

* code cleanup

* formatting

* fix tidy and cppcheck

* remove variable

* add test

* formatting

* add test and address comments

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

* fix relu6

* add more transposes

* add multi output

* formatting

* add tests

* formatting

* fix tests

* change to_nchw for outputs

* add python api

* fix cppcheck

* remove variable

* fix lambda

* add multi_output test

* add more tests and merge

* fix help message

* debugging work

* fix valid op string

* formatting

* manual merge

* mark function as const
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>
Co-authored-by: Shucai Xiao <shucai@gmail.com>

* fix relu6

* add more transposes

* add multi output

* formatting

* add tests

* formatting

* fix tests

* change to_nchw for outputs

* add python api

* fix cppcheck

* remove variable

* fix lambda

* add multi_output test

* add more tests and merge

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

* fix relu6

* add more transposes

* add tests

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

* refactor files

* formatting

* fix add_bcast test

* fix some tidy errors

* add transpose field and fix more tidy

* formatting

* add pad test and fix more tidy

* formatting

* fix conv parser

* fix depthwiseconv

* remove unsed functions

* remove includes and functions
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>

* add an api get_main_module

* clang format

* 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

* clang format

* fix a python api issue

* clang format

* fix cppcheck error

* clang format

* refine unit tests changes

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* code backup

* code backup

* clang format

* 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

* 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

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* clang format

* code backup

* code backup

* clang format

* fix cppcheck errors

* clang format

* clang format

* fix build errors

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* modify gpu unit tests to using module

* clang format

* fix cppcheck error

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* 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

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* 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

* add driver the option to specify param dims

* clang format

* simplify the command line option

* clang format

* fix cppcheck error

* clang format

* refine unit test to have more code coverage

* clang format

* support the variable number of arguments

* clang format

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

* change transpose func

* formatting

* fix tf file

* add tests, change broadcast

* formatting

* revert if statement

* add nonzero axis test

* formatting

* remove test and add test file
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>

* initial testing

* add new ops

* remove comment

* remove extra changes

* remove extra changes

* add tests

* formatting

* add tests

* code backup

* clang format

* change corresponding tool files

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

* support pooling ceil_mode

* clang format

* add unit test for pooling ceil mode

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* fix review comments

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* add more unit tests and fixed a bug in cpu pooling implementation

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* add one more unit test

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* fix cppcheck error

* fix cppcheck error

* fix cppcheck error

* fix review comments

* clang format

* remove the padding_mode attribute in pooling

* clang format

* clang format

* fix review comments

* clang format

* fix a cppcheck error

* fix review comments
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>

* 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>

* 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

* 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