Approximate Caching for Efficiently Serving Diffusion Models

no code implementations • 7 Dec 2023 • Shubham Agarwal, Subrata Mitra, Sarthak Chakraborty, Srikrishna Karanam, Koyel Mukherjee, Shiv Saini

Text-to-image generation using diffusion models has seen explosive popularity owing to their ability in producing high quality images adhering to text prompts.

Denoising Management +1

Outage-Watch: Early Prediction of Outages using Extreme Event Regularizer

no code implementations • 29 Sep 2023 • Shubham Agarwal, Sarthak Chakraborty, Shaddy Garg, Sumit Bisht, Chahat Jain, Ashritha Gonuguntla, Shiv Saini

Our proposed method, Outage-Watch, defines critical service outages as deteriorations in the Quality of Service (QoS) captured by a set of metrics.