Signed-off-by: ahatamizadeh [email protected]

Description

This PR changes the following:

• block names to be compatible with pre-trained weights
• decreases the number of feature size to 24 as the base model to be more memory efficient.
• sets Normalize to be default option.

Status

*Ready

Types of changes

• Non-breaking change (fix or new feature that would not break existing functionality).
• Breaking change (fix or new feature that would cause existing functionality to change).
• New tests added to cover the changes.
• Integration tests passed locally by running ./runtests.sh -f -u --net --coverage.
• Quick tests passed locally by running ./runtests.sh --quick --unittests --disttests.
• In-line docstrings updated.
• Documentation updated, tested make html command in the docs/ folder.