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Summary:
This commit upgrade the version of FFmpeg compiled against TorchAudio binary distribution to 5.0.4.

FFmpeg 5.0 was released in Jan 2022, and many package managers provide a version of FFmpeg v5.
Conda-forge lists 5.1 for all the platforms TorchAudio supports.https://anaconda.org/conda-forge/ffmpeg

Pull Request resolved: https://github.com/pytorch/audio/pull/3298

Reviewed By: hwangjeff

Differential Revision: D45865599

Pulled By: mthrok

fbshipit-source-id: d95638eb80daaf477a710a992f4ead9b9009bb9b

Summary: Pull Request resolved: https://github.com/pytorch/audio/pull/3325

Reviewed By: hwangjeff

Differential Revision: D45759434

Pulled By: mthrok

fbshipit-source-id: f3b1127fcf3b23beeab61fb7ff18f1b89b11ddc6

Summary: Pull Request resolved: https://github.com/pytorch/audio/pull/3182

Reviewed By: nateanl

Differential Revision: D44167810

Pulled By: mthrok

fbshipit-source-id: 6ecbae54224ef7ba32835e4006aa5f2dc16b9acb

Summary:
Add `2.0.0` release to the compatibility matrix

Pull Request resolved: https://github.com/pytorch/audio/pull/3168

Reviewed By: mthrok

Differential Revision: D44059197

Pulled By: nateanl

fbshipit-source-id: a2830d059be90eddeab72b30e85cdfc393369bf8

Summary:
* Mention context manager in StreamWriter
* Add FFmpeg as optional dependency

Pull Request resolved: https://github.com/pytorch/audio/pull/3064

Reviewed By: hwangjeff

Differential Revision: D43307818

Pulled By: mthrok

fbshipit-source-id: 86339d973aba85e090f520e08af65b5d736e3d18

Summary: Pull Request resolved: https://github.com/pytorch/audio/pull/3053

Reviewed By: nateanl

Differential Revision: D43238766

Pulled By: mthrok

fbshipit-source-id: 4f82878b1c97b0e6a35af75855849b86200e6061

Summary:
Add a section about installation/build

https://output.circle-artifacts.com/output/job/f121cd38-68f3-47a3-ac29-c7b0cfe94c77/artifacts/0/docs/installation.html
<img width="1102" alt="Screenshot 2023-02-06 at 6 13 50 PM" src="https://user-images.githubusercontent.com/855818/217108551-622b117b-209e-4776-b5d6-d6934c8126a4.png">

https://output.circle-artifacts.com/output/job/f121cd38-68f3-47a3-ac29-c7b0cfe94c77/artifacts/0/docs/build.html
<img width="1072" alt="Screenshot 2023-02-06 at 6 13 57 PM" src="https://user-images.githubusercontent.com/855818/217108568-c125cdc2-9d6a-4c1d-a155-2cee40c9dac6.png">

Pull Request resolved: https://github.com/pytorch/audio/pull/3038

Reviewed By: hwangjeff, nateanl

Differential Revision: D43083469

Pulled By: mthrok

fbshipit-source-id: e0b5b76dbf706552dd60ae26ea40ebc98627e3b0