Reducing power density through activity migration
Proceedings of the 2003 international symposium on Low power electronics and design
Dynamic Thermal Management for High-Performance Microprocessors
HPCA '01 Proceedings of the 7th International Symposium on High-Performance Computer Architecture
Temperature-aware microarchitecture: Modeling and implementation
ACM Transactions on Architecture and Code Optimization (TACO)
Techniques for Multicore Thermal Management: Classification and New Exploration
Proceedings of the 33rd annual international symposium on Computer Architecture
Thermal-aware task scheduling at the system software level
ISLPED '07 Proceedings of the 2007 international symposium on Low power electronics and design
Studying Thermal Management for Graphics-Processor Architectures
ISPASS '05 Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2005
Merge: a programming model for heterogeneous multi-core systems
Proceedings of the 13th international conference on Architectural support for programming languages and operating systems
Predictive dynamic thermal management for multicore systems
Proceedings of the 45th annual Design Automation Conference
Proactive temperature management in MPSoCs
Proceedings of the 13th international symposium on Low power electronics and design
An integrated GPU power and performance model
Proceedings of the 37th annual international symposium on Computer architecture
JETC: Joint energy thermal and cooling management for memory and CPU subsystems in servers
HPCA '12 Proceedings of the 2012 IEEE 18th International Symposium on High-Performance Computer Architecture
The case for GPGPU spatial multitasking
HPCA '12 Proceedings of the 2012 IEEE 18th International Symposium on High-Performance Computer Architecture
Modeling and analysis of nonuniform substrate temperature effects on global ULSI interconnects
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Temperature Aware Dynamic Workload Scheduling in Multisocket CPU Servers
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
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In this paper, we present a first general purpose GPU thermal management design that consists of both hardware architecture and OS scheduler changes. Our techniques schedule thread blocks from multiple computational kernels in spatial, temporal, and spatio-temporal ways depending on the thermal state of the system. We can reduce the computation slowdown by 60% on average relative to the state of the art techniques while meeting the thermal constraints. We also extend our work to multi GPGPU cards and show improvements of 44% on average relative to existing technique.