Adapted ONNXRuntime to O2

Co-Authored-By: saganatt <8majak8@gmail.com>

Adapted ONNXRuntime to O2

Cherry pick outstanding changes into release branch (round 2) (micros…

…oft#7921)

* [OpenVINO-EP] Adding OpenVINO-EP samples to Msft Repo (microsoft#7826)

* Added ONNX_OV_EP samples

->Added cpp, python and csharp samples
using OpenVINO Execution Provider.

Signed-off-by: MaajidKhan <n.maajidkhan@gmail.com>

* [js/web] update README.md (microsoft#7894)

* Add API_IMPL_* blocks around shared provider methods as they are C APIs (microsoft#7908)

* Missing logic for cuda nuget package (microsoft#7911)

Co-authored-by: Maajid khan <n.maajidkhan@gmail.com>
Co-authored-by: Yulong Wang <yulongw@microsoft.com>
Co-authored-by: Ryan Hill <38674843+RyanUnderhill@users.noreply.github.com>

CP Fixes to enable C# UWP Apps to install the Microsoft.AI.MachineLea…

…rning Package (microsoft#7129)

* Fix app packaging in UWP (microsoft#6804)

* Change msbuild condition for UAP

* update .netcore target as well

* create nuget packages with _native path

* validate path under _native directory for windowsai package

* pep8

* add diagnostic error message

* pep8

* use baseame

* lib\uap10.0

* uap10

* build\\uap10.0

* Manually binplace winmds into appx when PackageReference is used.

* always binplace winmd regardless of packagereference since c# should work with packages.config also

* resolve all paths to full paths to avoid some reference warnings

* move winmds out of lib folder to prevent automatic component registration

Co-authored-by: Sheil Kumar <sheilk@microsoft.com>

* Only set _native folder for Microsoft.AI.MachineLearning package (microsoft#6939)

* only set _native folder for Microsoft.AI.MachineLearning package

Co-authored-by: Sheil Kumar <sheilk@microsoft.com>

Co-authored-by: Tiago Koji Castro Shibata <ticastro@microsoft.com>
Co-authored-by: Sheil Kumar <sheilk@microsoft.com>
Co-authored-by: Changming Sun <chasun@microsoft.com>

Patch release: 1.7.1

Adjust the build flags for the Nuget GPU and C API/Java GPU pipeline to remove debug symbols for Linux.

Revert fuse conv fix err (microsoft#6859)

* merge fuse cuda conv revert

* resolve merge conflict revert exclude unsupported type

* add Stream for slicing

* remove file

* add Stream

Co-authored-by: RandySheriffH <randysheriff@hotmail.com>

Second round of cherry-pick (microsoft#6083)

* Fix PR microsoft#5550 reverted in microsoft#5911 (performance improvment for operator Transpose) (microsoft#5916)

* Improves implementation of transpose operator
* Fix issue mentioned in microsoft#5911
* adding unit test for function DoTransposeImpl

* Make operator TreeEnsemble 5x faster for batches of size 100.000 (microsoft#5965)

* improves processing time by 10
* extend coverage unit test coverage
* better implementation for the multi regression case
* better comment, keep parallelization by trees when not enough trees

* Initialize a structure in operator ReduceSum (microsoft#6005)

* fix initialisation issue

* Fuse MatMulIntegerToFloat only when scales are scalar (microsoft#6008)

MatMulIntegerToFloat fusion fuses per-row and per-column MatMulInteger, which is not supported by the MatMulIntegerToFloat kernel now. Limit the fusion to per-matrix only before we supporting the per-channel fully.

* Disable Python 3.9 for training Python packaging build. (microsoft#6012)

Disable Python 3.9 for training Python packaging build. Python 3.9 is not supported by the PyTorch dependency.

* Fix bugs for 1: Calibrator should check model inputs; 2: (microsoft#6017)

quantize_inupts forgot to use parameter initializer_use_weight_qtyp.

* Bump highlight.js from 10.2.1 to 10.4.1 in /nodejs

Bumps [highlight.js](https://github.com/highlightjs/highlight.js) from 10.2.1 to 10.4.1.
- [Release notes](https://github.com/highlightjs/highlight.js/releases)
- [Changelog](https://github.com/highlightjs/highlight.js/blob/master/CHANGES.md)
- [Commits](highlightjs/highlight.js@10.2.1...10.4.1)

Signed-off-by: dependabot[bot] <support@github.com>

* work around of the build break in mac (microsoft#6069)

* Fix the build break in macos release

* revert android change

* Bump up API version for 1.6 release (microsoft#6076)

* Update version to 1.6.0 (microsoft#6041)

* Update version to 1.6.0

* Add v 1.5.3 info

* Updating WindowsAI and ONNX version

Co-authored-by: Du Li <duli@OrtTrainingDev0.af05slrtruoetgaxwwjv5nsq5e.px.internal.cloudapp.net>

* Rsevert "Fuse MatMulIntegerToFloat only when scales are scalar (microsoft#6008)"

This reverts commit beb950e.

Co-authored-by: Xavier Dupré <xadupre@users.noreply.github.com>
Co-authored-by: Yufeng Li <liyufeng1987@gmail.com>
Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
Co-authored-by: Zhang Lei <zhang.huanning@hotmail.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Pranav Sharma <prs@microsoft.com>
Co-authored-by: Du Li <duli@OrtTrainingDev0.af05slrtruoetgaxwwjv5nsq5e.px.internal.cloudapp.net>

Update Version to 1.5.3

Skip running onnx tests in python mac os pipeline (microsoft#5416)

orttraining_rc3.1 release