conftrace_

resource utilization

16 papers

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Co-occurring keywords

cluster scheduling (18) gpu cluster (8) job scheduling (18) large language model (13587) gpu utilization (8) hardware acceleration (48) hardware offload (2) traffic inspection (1) operating system (17) workload scheduling (9)

Papers

PerfSeer: An Efficient and Accurate Deep Learning Models Performance Predictor IJCAI 2025
Quantum Virtual Machines OSDI 2025
Characterization of Large Language Model Development in the Datacenter NSDI 2024
USHER: Holistic Interference Avoidance for Resource Optimized ML Inference OSDI 2024
Can LLMs substitute SQL? Comparing Resource Utilization of Querying LLMs versus Traditional Relational Databases ACL 2024
FLASH: Towards a High-performance Hardware Acceleration Architecture for Cross-silo Federated Learning NSDI 2023
Hydro: Surrogate-Based Hyperparameter Tuning Service in Datacenters OSDI 2023
ASPEN: Breaking Operator Barriers for Efficient Parallelization of Deep Neural Networks NIPS 2023
Chanakya: Learning Runtime Decisions for Adaptive Real-Time Perception NIPS 2023
MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters NSDI 2022
AntMan: Dynamic Scaling on GPU Clusters for Deep Learning OSDI 2020
Sol: Fast Distributed Computation Over Slow Networks NSDI 2020
LegoOS: A Disseminated, Distributed OS for Hardware Resource Disaggregation OSDI 2018
Metron: NFV Service Chains at the True Speed of the Underlying Hardware NSDI 2018
DQBarge: Improving Data-Quality Tradeoffs in Large-Scale Internet Services OSDI 2016
Kraken: Leveraging Live Traffic Tests to Identify and Resolve Resource Utilization Bottlenecks in Large Scale Web Services OSDI 2016