Update Using AWS Inferentia to run HuggingFace TorchScript model
Author: kct22aws
Pull request: yes

# What does this PR do?
This PR appended a new section "Using HuggingFace TorchScript model in AWS Inf1 using Neuron SDK" to the TorchScript section of the HuggingFace transformer documentation.

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Fixes # (issue)
Link to issue: https://github.com/huggingface/transformers/issues/14425


## Before submitting
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## Who can review?
@philschmid, @LysandreJik

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Models:

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Comments:
This is a PR for updating TorchScript section with guidance on how to use AWS Inf1 instances to run HuggingFace transformer models. @philschmid, @LysandreJik I look forward to your reviews. 

@kct22aws could you rebase your branch with the master so only your changes are shown? An in addition the `check_code_quality` CI is failing. 
Could you run `make style` to fix this? 

> 
Hi @philschmid I committed again after a rebase, and also passed the style and format checks. 

Hi @philschmid all your suggestions are implemented and commit passed checks. 

Hi @philschmid @LysandreJik all reference links to BERT and BERT models are updated and should be consistent now.  

Thank you @kct22aws. Could you rebase and resolve the conflicts one last time then we could merge it.

Hi Philipp,
I rebased and checkout a new branch that is consistent with current main branch. My changes are now in serialization.mdx. A new PR is in https://github.com/huggingface/transformers/pull/14982
Hope this works.
Regards,
KC

From: Philipp Schmid ***@***.***>
Reply-To: huggingface/transformers ***@***.***>
Date: Wednesday, December 29, 2021 at 3:29 AM
To: huggingface/transformers ***@***.***>
Cc: "Tung, KC" ***@***.***>, Mention ***@***.***>
Subject: Re: [huggingface/transformers] Update Using AWS Inferentia to run HuggingFace TorchScript model (PR #14771)


Thank you @kct22aws<https://github.com/kct22aws>. Could you rebase and resolve the conflicts one last time then we could merge it.

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* https://github.com/huggingface/transformers/pull/14982
is merged