Sagemaker-training

Latest version: v4.8.1

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* doc-fix: Convert README to RST
* doc-fix: Update README with newer frameworks using SageMaker Containers

* Specify ``long_description_content_type`` in setup

* bug-fix: correctly set NGINX_PROXY_READ_TIMEOUT to match model_sever_timeout.
* enhancement: remove numpy version restriction.

* bug-fix: Fix recursive directory navigation in intermediate output.

* bug-fix: Rename libchangehostname to gethostname to match POSIX function name

* feature: C extension reads hostname from resourceconfig instead of env var.

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