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cs.DC2026
CodecSight: Leveraging Video Codec Signals for Efficient Streaming VLM Inference
Yulin Zou, Yan Chen, Wenyan Chen +6
Continuous inference over concurrent video streams imposes substantial compute and memory demands on vision-language model (VLM) serving. Streaming inference uses sliding windows t…
cs.DC2020★ 1 cited
Applying the Roofline model for Deep Learning performance optimizations
Jacek Czaja, Michal Gallus, Joanna Wozna +2
In this paper We present a methodology for creating Roofline models automatically for Non-Unified Memory Access (NUMA) using Intel Xeon as an example. Finally, we present an evalua…