Add consistency to imports based on isort settings

[ThibFrgsGmz]

Originating Project/Creator
Affected Component
Affected Architectures(s)
Related Issue(s)
Has Unit Tests (y/n)
Builds Without Errors (y/n)
Unit Tests Pass (y/n)
Documentation Included (y/n)

---

Change Description

This PR consists of de-duplicating, grouping and sorting imports according to isort parameters.

Rationale

This is to make the code base more consistent, as using a common convention for imports makes the code more readable and idiomatic.

Ref - Ruff linter

Testing/Review Recommendations

Visual inspection

Future Work

Add Ruff linter into repo's CI (WIP).

[thomas-bc]

Visual inspection. LGTM.

Out of curiosity, was this automatically modified by running Ruff locally?

[ThibFrgsGmz]

Visual inspection. LGTM.

Out of curiosity, was this automatically modified by running Ruff locally?

Yes, hope this tool to be integrated soon ! I did not linked my other PR in this ticket.