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Summary:
This commit adopts :autosummary: directive to `torchaudio.io` module.
It adds table of contents on `torchaudio.io` level.

https://output.circle-artifacts.com/output/job/282089d1-c120-4d22-809f-0e0ac0947c37/artifacts/0/docs/io.html
<img width="1094" alt="Screen Shot 2022-09-16 at 7 33 32 AM" src="https://user-images.githubusercontent.com/855818/190520248-27e469f8-7689-4dc2-b591-7b3f08bb4dff.png">

https://output.circle-artifacts.com/output/job/282089d1-c120-4d22-809f-0e0ac0947c37/artifacts/0/docs/generated/torchaudio.io.StreamReader.html#torchaudio.io.StreamReader
<img width="1108" alt="Screen Shot 2022-09-16 at 7 33 59 AM" src="https://user-images.githubusercontent.com/855818/190520292-d090fed0-2f18-4961-b9f3-9e4808fd437e.png">

Pull Request resolved: https://github.com/pytorch/audio/pull/2681

Reviewed By: carolineechen

Differential Revision: D39560459

Pulled By: mthrok

fbshipit-source-id: 3de5f22b8d8d0834dfd8bac8619fbfaa44c5f4dd

Summary:
Add badges of supported properties and devices to functionals and transforms.

This commit adds `.. devices::` and `.. properties::` directives to sphinx.

APIs with these directives will have badges (based off of shields.io) which link to the
page with description of these features.

Continuation of https://github.com/pytorch/audio/issues/2316
Excluded dtypes for further improvement, and actually added badges to most of functional/transforms.

Pull Request resolved: https://github.com/pytorch/audio/pull/2321

Reviewed By: hwangjeff

Differential Revision: D35489063

Pulled By: mthrok

fbshipit-source-id: f68a70ebb22df29d5e9bd171273bd19007a81762

Summary:
Previously sox-related third-party source code was archived at
`third_party/sox/archives`.
Recently KenLM-related third-party source code was added and
they are archived at `third_party/archives`.

This PR changes the sox archive location to `third_party/archives`,
so that all the archvies are cached at the same location.

Pull Request resolved: https://github.com/pytorch/audio/pull/2086

Reviewed By: carolineechen

Differential Revision: D33236927

Pulled By: mthrok

fbshipit-source-id: 2f2aa5f4b386fefb46d7c98f7179c04995219f3c

Summary:
Add KenLM and its dependencies required for static build (`zlib`, `bzip2`, `lzma` and `boost-thread`).

The KenLM and its dependencies are build but since no corresponding code on torchaudio side is changed, the resulting torchaudio extension module is not changed. (therefore, as long as build process passes on CI this PR should be good to go.)

Pull Request resolved: https://github.com/pytorch/audio/pull/2076

Reviewed By: carolineechen

Differential Revision: D33189980

Pulled By: mthrok

fbshipit-source-id: 6096113128b939f3cf70990c99aacc4aaa954584

* Refactor tutorial organization

* Merge tutorial subdirectoris under to examples/gallery/tutorials
* Do not use index.rst generated by Sphinx-gallery
* Instead use flat structure so that all the tutorials are listed in left menu
* Use `_assets` dir for artifacts of tutorials

* Use cmake for third party

* Apply patch to libmad

* Update gitignore

* Update docker test image

Signed-off-by: Edward Z. Yang <ezyang@fb.com>

.gitignore _ext/

vctk dataset

add label processing

added tests

chunk dataset

simple caching scheme

caching fixed

vctk downsample

yesno dataset