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MPK: A Compiler and Runtime for Mega-Kernelizing Tensor Programs
Xinhao Cheng, Zhihao Zhang, Yu Zhou +17
We introduce Mirage Persistent Kernel (MPK), the first compiler and runtime system that automatically transforms multi-GPU model inference into a single high-performance mega-kerne…
cs.DC2025
PATCHEDSERVE: A Patch Management Framework for SLO-Optimized Hybrid Resolution Diffusion Serving
Desen Sun, Zepeng Zhao, Yuke Wang
The Text-to-Image (T2I) diffusion model has emerged as one of the most widely adopted generative models. However, serving diffusion models at the granularity of entire images intro…