Integrate Common Inference Library, Optimize Memory Usage, and Enhance Display Configuration

[Jithendar11]

Summary of changes:

• Add support for multiple ML model categories, including classification and detection
• Integrate the Common Inference Library (CIL) for ML model preprocessing and postprocessing
• Update linker scripts to allocate memory for the CPL library
• Increase LCD display resolution to 480x480
• Configure camera resolution to 640x480 to optimize SRAM usage
• Removed unused files

[MiloradCvjetkovic]

Hi @Jithendar11 ,

we have updated board layer and ExecuTorch pack, can you please rebase this pull-request to the current main branch.

Also, can you add cil.a library file as this one is not in your pull-request most likely because it was ignored due to settings in the .gitignore file.

[Jithendar11]

Hi @MiloradCvjetkovic ,
Thanks for the review. I've addressed the requested changes by rebasing the pull request to the latest main branch and adding the cil.a library file. Could you please review it again?

[MiloradCvjetkovic]

Hi @Jithendar11 ,

I have a few observations/questions:

• could you avoid force-pushing and instead add new commits? It makes it much easier to track what changed, and the commits will be squashed when the PR is merged anyway.
• could you remove cxx_stubs.cpp if it's no longer necessary?
• is performance monitor not desired anymore?
• can you keep the original comment line about Default value // <i> Default: 1 in the \Board\AppKit-E8_M55_HP\RTE\Device\AE822FA0E5597BS0_M55_HP\RTE_Device.h file
• can you update SDS_Recordings directory with changes introduced? For example Camera parameters have changed, output data has changed, recordings are outdated and not in sync with actual firmware.
• is there a reason Common Inference library is distributed in library form?