feat(hf-demo): Optimize VRAM usage

[Artemonim]

Description:

This update introduces significant VRAM optimization for the Gradio demo and improves the user experience with a more reliable completion notification.

• VRAM Optimization: Implemented dynamic model swapping between the CPU and GPU. The Segment-Anything-Model (SAM) and the MatAnyone model are no longer kept in VRAM simultaneously. The active model is loaded onto the GPU only when required for its specific task (segmentation or matting), while the inactive model is offloaded to the CPU. This change dramatically reduces the VRAM footprint.
• Reduced Hardware Requirements: As a result of the optimization, the Gradio demo can now run on GPUs with approximately 6-7 GB of VRAM, making it accessible to a wider range of users.

Optional

• Cross-platform Completion Sound: Standard terminal bell (\a), ensuring reliable and cross-platform audio notification upon task completion.

[mtrabelsi]

its nice on paper but still failing for vram issues, i still have exact same VRAM OOM on the exact (not even 4k) video so so....i dont think this is a fix