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 Garbage Collection and memory snapshot code for debugging partitioning pipeline (target as master branch) (#4598)

* Squashed commit of the following:

commit e605a550b3783dd5f24eb39b6873a2e0e79be9c7
Author: kylasa <kylasa@gmail.com>
Date:   Thu Sep 15 14:45:39 2022 -0700

    Delete pyproject.toml

commit f2db9e700d817212b67b5227f6472d218f0c74f2
Author: kylasa <kylasa@gmail.com>
Date:   Thu Sep 15 14:44:40 2022 -0700

    Changes suggested by isort program to sort imports.

commit 5a6078beac6218a4f1fb378c169f04dda7396425
Author: kylasa <kylasa@gmail.com>
Date:   Thu Sep 15 14:39:50 2022 -0700

    addressing code review comments from the CI process.

commit c8e92decb7aebeb32c7467108e16f058491443ab
Author: kylasa <kylasa@gmail.com>
Date:   Wed Sep 14 18:23:59 2022 -0700

    Corrected a typo in the import statement

commit 14ddb0e9b553d5be3ed2c50d82dee671e84ad8c9
Author: kylasa <kylasa@gmail.com>
Date:   Tue Sep 13 18:47:34 2022 -0700

    Memory snapshot code for debugging memory footprint of the graph partitioning pipeline

Squashed commit done

* Addressing code review comments.

* Update utils.py

* dummy change to trigger CI tests
Co-authored-by: Rhett Ying <85214957+Rhett-Ying@users.noreply.github.com>