Feature/report

[guerinclement]

Description

Refactors the report generation system by replacing the legacy implementation with a new modular smart_report architecture, and updates related documentation, assets, tutorials, and tests.

Added upon #708

• added export_report_yml() function that copy a starting report configuration to the desired directory
• added two default report : regression and classification
• move some utils functions
• added the possibility to return a list of elements in a block method: those elements are stacked. If an element is a tuple, its elements are sided in the same row.
• delegated the whole panel viewable encapsulation to the block decorator as much as possible
• updated the tutorial notebook
• added two example scripts for regression and classification
• added the top_interaction_plot
• modified the block_text function so it can accept as content a dict of key elements to be displayed as a list, the key being bolded
• removed the need for project_information.yml, those information now need to be directly included into the report config file. Default behavior : no project information.
• fix Encoding error on Windows when generating report #699 and close fix(report): write HTML export as utf-8 #705

Main changes

Modular report engine introduced

• Added a new smart_report implementation organized by responsibilities (core orchestration, rendering blocks, layout assembly, validation, and static assets).
• Implemented a block-based configuration flow to make report composition more flexible and maintainable.
• Improved separation of concerns between orchestration logic and rendering logic.

Legacy report implementation removed

• Removed old legacy report files and templates that were tied to the previous architecture.
• Cleaned up obsolete code paths and tests related to the deleted implementation.

Report UI and generated output improvements

• Updated report front-end assets (CSS and JS) for better readability and responsiveness.
• Refreshed visuals (including branding elements such as logo/color styling) for a more consistent report output.

Documentation, tutorials, and examples updated

• Updated documentation pages and README content to describe the new report workflow.
• Added or updated images and examples to reflect the new report generation behavior.
• Updated tutorial and configuration examples to use the new report structure.

Test suite and integration updates

• Added and updated tests for the new report architecture and panel behavior.
• Removed outdated tests tied to legacy report behavior.
• Included related cleanup and minor fixes across nearby modules impacted by the refactor.