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Summary:
Set the directory of JUnitText XML file to the one where test-infra picks up and put them in summary.

Example: https://github.com/pytorch/audio/actions/runs/5136305988

Pull Request resolved: https://github.com/pytorch/audio/pull/3394

Differential Revision: D46328832

Pulled By: mthrok

fbshipit-source-id: f0b5020a911ca4ec09345a965bdec769300859f0

Summary:
Continuing with the job migrations from CCI to Nova, this PR introduces the Windows CPU Unittest job as a Nova workflow.

The job is passing: https://github.com/pytorch/audio/actions/runs/5094569687/jobs/9159020192?pr=3329.

Pull Request resolved: https://github.com/pytorch/audio/pull/3329

Reviewed By: huydhn

Differential Revision: D46265649

Pulled By: atalman

fbshipit-source-id: 7659dfbcc8ad400f2e109ff64530e1f768e82ef9

Summary:
Update the internal of `skipIfXXX` decorators so that tests in CI will not be automatically skipped.

Currently we automatically skip some tests based on the availability of related features/test tools.
This causes issues where we miss signals on certain important features. (CUDA on Windows) https://github.com/pytorch/audio/issues/1565

The new `skipIf` decorator will fail if in CI unless it is explicitly allowed to skip tests.
It does so by checking `CI` and `TORCHAUDIO_TEST_ALLOW_SKIP_IF_XXX` environment variables.

For non-CI environments, the behavior is same as before, but users can now set `TORCHAUDIO_TEST_ALLOW_SKIP_IF_XXX=false` to disallow the automatic skip.

Results without `TORCHAUDIO_TEST_ALLOW_SKIP_IF_XXX` https://app.circleci.com/pipelines/github/pytorch/audio/9112/workflows/4e6db046-a1a2-4965-b0fe-d5baf4a1efac

Pull Request resolved: https://github.com/pytorch/audio/pull/2127

Reviewed By: hwangjeff

Differential Revision: D33430711

Pulled By: mthrok

fbshipit-source-id: d8954dd720469c5ab0f34ea062fd8cf04a8afa3e

* enable windows cudatests

* add this dir

* minor change

* vs integration

* Update cuda_install.bat

* add logs

* minor change

* minor change

* cp vision conda activate

* mv vc_env_helper.bat

* minor change

* exit if cuda not avaiable

* install numpy

* improt CMakeLists

* check cuda

* minor change

* change windows GPU image from previous to stable

* set libtorch audio suffix as pyd on Windows

* reduce changes

* check env settings

We have been running unit test with editable installation. (i.e. `python setup.py develop`), with which we missed issues like #842. 

This CC makes installation in CI non-editable, and change test directory structure so that the source code will not shadow the installed version of `torchaudio`. With simple `pytest test`, `pytest` modifies `sys.path` and prepend checked out repository, which shadows the installed version.

To remedy this, the whole test suites has been moved from `./test` to `./test/torchaudio_unittest`. This adds nice module structure to our test code and we can do absolute import in each test module, which makes it possible again to run test with `python -m unittest torchaudio_unittest/XXX.py`

This change does not affect the regular development process (`python setup.py develop` && `pytest test`)

* Turn on tests when building through conda-build

* skip one failling test on windows.

* Switch to unittest

* Fix conda env activation

* add linux only condition

* Fix librosa installation

* conda-forge channel as a fallback

* Revert "conda-forge channel as a fallback"

This reverts commit 8c15f6638e34792640a3de3e057d9c2995425180.

* Try the pytorch way

* Use conda-forge

* Disable conda-forge

* Install future at setup env

* Move linux unittest CI job tools to dedicated directory

* Restore Linux scripts and move the updated souces to a new subdir

* Add back future

* Remove comments
Co-authored-by: Vincent Quenneville-Belair <vincentqb@gmail.com>
Co-authored-by: moto <855818+mthrok@users.noreply.github.com>

* Bust cache weekly

* Rename directory for utility

* Show 20 slowest tests

* fixup! Show 20 slowest tests

* Add test image with Kaldi executable and third_parties

* Use Ubuntu as bese image since pytorch/many-linux is huge

* wip

* Add test

* add caching

* fixup! add caching

* fixup! fixup! add caching