Description

In this PR we replace the tensorboards writers by a more generic Logger.

Motivation and Context

This change is required to be able to support other loggers such as WandB in the future.

Types of changes

What types of changes does your code introduce? Put an x in all the boxes that apply:

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds core functionality)
• Breaking change (fix or feature that would cause existing functionality to change)
• Documentation (update in the documentation)
• Example (update in the folder of examples)

Implemented Tasks

• Refactors writters to be replace by loggers

Checklist

Go over all the following points, and put an x in all the boxes that apply.
If you are unsure about any of these, don't hesitate to ask. We are here to help!

• [x ] I have read the CONTRIBUTION guide (required)
• [ x] My change requires a change to the documentation.
• [ x] I have updated the tests accordingly (required for a bug fix or a new feature).
• [ x] I have updated the documentation accordingly.