Enhancements to the infinite-ISP Pipeline

[bakhtawar-10xe]

New Features:

This pull request introduces several significant enhancements to the infinite-ISP pipeline, streamlining its structure and adding new functionality. Below are the key features included in this PR:

1. Infinite_ISP Class Refactor:

   • The isp_pipeline function has been deprecated and replaced with a more organized and modular approach.
   • We have introduced an Infinite_ISP class that encapsulates the ISP processing logic.
   • This class is now utilized within both isp_pipeline and isp_pipeline_dataset, promoting code reusability and maintainability.

2. Merging of isp_pipeline_dataset and video_processing Scripts:

   • We have merged the isp_pipeline_dataset and video_processing scripts into a single cohesive module.
   • This consolidation not only simplifies the codebase but also improves the overall user experience.
   • Additionally, we've added advanced functionality that allows the configuration file to be automatically updated.
   • The automation process extracts information from the .raw file name or metadata from various raw formats such as .NEF or .DNG, enabling a more seamless and user-friendly workflow.

3. Save Functionality

• Each ISP module now includes a save() functionality.
• The save() function is designed for debugging purposes and allows users to save the output of each ISP module for further analysis and troubleshooting.
• To use the save() function, set the is_save flag of the respective module in the config file to true, and the output will be saved in a designated directory, providing valuable insights into the intermediate results of the ISP pipeline.

Implementation Details:

• The Infinite_ISP class is now responsible for handling ISP processing, encapsulating all related functions and logic.
• We've ensured backward compatibility by maintaining the isp_pipeline function and integrating it with the new class.
• The merging of isp_pipeline_dataset and video_processing scripts simplifies the codebase and reduces redundancy.
• To achieve automatic configuration updates, we've added code to extract relevant information from file names and metadata of different raw formats.

Testing:

• Thorough testing has been conducted to validate the functionality of the enhanced pipeline.

Documentation:

• Documentation updates have been made to reflect the changes introduced by this PR.
• New sections detailing the usage of the Infinite_ISP class and the automated configuration update process have been included in the documentation.