conftrace_

cluster scheduling

18 papers

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Co-occurring keywords

resource allocation (251) job completion time (12) gpu scheduling (11) distributed system (96) deep learning (2118) resource utilization (16) gpu cluster (8) fairness scheduling (2) heterogeneous cluster (3) machine learning workload (2)

Papers

Understanding Stragglers in Large Model Training Using What-if Analysis OSDI 2025
Decouple and Decompose: Scaling Resource Allocation with DeDe OSDI 2025
Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning NSDI 2023
Cilantro: Performance-Aware Resource Allocation for General Objectives via Online Feedback OSDI 2023
A Case for Task Sampling based Learning for Cluster Job Scheduling NSDI 2022
MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters NSDI 2022
Elastic Resource Sharing for Distributed Deep Learning NSDI 2021
Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning OSDI 2021
Themis: Fair and Efficient GPU Cluster Scheduling NSDI 2020
Heterogeneity-Aware Cluster Scheduling Policies for Deep Learning Workloads OSDI 2020
Unearthing inter-job dependencies for better cluster scheduling OSDI 2020
Providing SLOs for Resource-Harvesting VMs in Cloud Platforms OSDI 2020
AntMan: Dynamic Scaling on GPU Clusters for Deep Learning OSDI 2020
Gandiva: Introspective Cluster Scheduling for Deep Learning OSDI 2018
Dynamic Query Re-Planning using QOOP OSDI 2018
Altruistic Scheduling in Multi-Resource Clusters OSDI 2016
GRAPHENE: Packing and Dependency-Aware Scheduling for Data-Parallel Clusters OSDI 2016
Firmament: Fast, Centralized Cluster Scheduling at Scale OSDI 2016