Vision Encoder

vision_encoder applies image-tile projection pressure representative of dense compute and memory work in multimodal vision encoder front ends.

pantheon --test vision_encoder --duration 60 --gpu 0 --mem 50 --verify --profile

Area	What it tests
Compute	Dense image-tile projection-style arithmetic.
Memory	Synthetic image-state working-set reads.
Telemetry	SM/cache/DRAM activity, power, clocks, and thermals.
Result	Synthetic image tiles per second.

This is not an image-classification, vision-language, or accuracy benchmark. Use it to compare GPU-side behavior across hardware and configuration changes.