[Jungfrau][FF] Improve Fitting performance and stop using pydetlib + many refactors.

NOTE: THIS IS STILL DRAFT AND NOT READY FOR REVIEW

Description

• Improve data fitting performance
• Remove pyDetlib dependency
• Improve Fitting summary visualization
• Added some tests.

How Has This Been Tested?

Relevant Documents (optional)

Data fitting performance improvement

Burst Mode

• Master burst_mode_master_charge_sharing.pdf

• MR burst_mode_new_charge_sharing.pdf

Single Cell

• Master Single_cell_master_charge_sharing.pdf

• MR single_cell_new_charge_sharing.pdf

New Fitting Visualization

Types of changes

• New feature (non-breaking change which adds functionality)
• Bug fix (non-breaking change which fixes an issue)
• Test (additional or refactored tests)

Checklist:

Reviewers

@duarten @mramilli @kluyvert @schmidtp