Reference Implementation of Smart Scheduler: A CI-Aware, AI-Driven Scheduling Framework for HPC Workloads

Author:

Vallabhajosyula Manikya Swathi1ORCID,Budhya Sandeep Satish1ORCID,Ramnath Rajiv1ORCID

Affiliation:

1. Computer Science and Engineering, The Ohio State University, USA

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference7 articles.

1. Mirage: Towards Low-interruption Services on Batch GPU Clusters with Reinforcement Learning

2. Estimating GPU memory consumption of deep learning models

3. Mangpo Phothilimthana, Sami Abu-El-Haija, Kaidi Cao, Bahare Fatemi, Michael Burrows, Charith Mendis, and Bryan Perozzi. 2024. TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs. Advances in Neural Information Processing Systems 36 (2024).

4. Tapis: An API Platform for Reproducible, Distributed Computational Research

5. Sahil Tyagi and Prateek Sharma. 2023. Scavenger: A Cloud Service for Optimizing Cost and Performance of ML Training. In 2023 IEEE/ACM 23rd International Symposium on Cluster, Cloud and Internet Computing (CCGrid). IEEE, 403–413.

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