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SMiTe: Precise QoS Prediction on Real-System SMT Processors to Improve Utilization in Warehouse Scale Computers

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-642-23400-2_9openalex-snapshot
Reducing Energy Usage with Memory and Computation-Aware Dynamic Frequency Scaling
inferredcites →https://doi.org/10.1007/s11134-009-9133-xopenalex-snapshot
On the inapproximability of M/G/K: why two moments of job size distribution are not enough
inferredcites →https://doi.org/10.1017/cbo9781139226424openalex-snapshot
Performance Modeling and Design of Computer Systems
inferredcites →https://doi.org/10.1109/iiswc.2013.6704667openalex-snapshot
iBench: Quantifying interference for datacenter applications
inferredcites →https://doi.org/10.1109/ipdps.2006.1639374openalex-snapshot
Exploiting unbalanced thread scheduling for energy and performance on a CMP of SMT processors
inferredcites →https://doi.org/10.1109/isca.1995.524578openalex-snapshot
Simultaneous multithreading: Maximizing on-chip parallelism
inferredcites →https://doi.org/10.1109/mc.2007.443openalex-snapshot
The Case for Energy-Proportional Computing
inferredcites →https://doi.org/10.1109/micro.2012.27openalex-snapshot
Systematic Energy Characterization of CMP/SMT Processor Systems via Automated Micro-Benchmarks
inferredcites →https://doi.org/10.1109/micro.2014.21openalex-snapshot
Protean Code: Achieving Near-Free Online Code Transformations for Warehouse Scale Computers
inferredcites →https://doi.org/10.1109/mm.2004.37openalex-snapshot
QoS for high-performance SMT processors in embedded systems
inferredcites →https://doi.org/10.1109/pact.2013.6618803openalex-snapshot
L1-bandwidth aware thread allocation in multicore SMT processors
inferredcites →https://doi.org/10.1109/sc.2005.33openalex-snapshot
How well can simple metrics represent the performance of HPC applications?
inferredcites →https://doi.org/10.1109/tc.2006.108openalex-snapshot
Predictable performance in SMT processors: synergy between the OS and SMTs
inferredcites →https://doi.org/10.1145/1186736.1186737openalex-snapshot
SPEC CPU2006 benchmark descriptions
inferredcites →https://doi.org/10.1145/1735970.1736033openalex-snapshot
Probabilistic job symbiosis modeling for SMT processor scheduling
inferredcites →https://doi.org/10.1145/1736020.1736033openalex-snapshot
Probabilistic job symbiosis modeling for SMT processor scheduling
inferredcites →https://doi.org/10.1145/2150976.2150982openalex-snapshot
Clearing the clouds
inferredcites →https://doi.org/10.1145/2155620.2155650openalex-snapshot
Bubble-Up
inferredcites →https://doi.org/10.1145/223982.224449openalex-snapshot
Simultaneous multithreading
inferredcites →https://doi.org/10.1145/2259016.2259018openalex-snapshot
Compiling for niceness
inferredcites →https://doi.org/10.1145/232973.232993openalex-snapshot
Exploiting choice
inferredcites →https://doi.org/10.1145/2408776.2408794openalex-snapshot
The tail at scale
inferredcites →https://doi.org/10.1145/2451116.2451126openalex-snapshot
ReQoS
inferredcites →https://doi.org/10.1145/2485922.2485974openalex-snapshot
Bubble-flux
inferredcites →https://doi.org/10.1145/2541940.2541941openalex-snapshot
Quasar
inferredcites →https://doi.org/10.1145/2670979.2670988openalex-snapshot
Tales of the Tail
inferredcites →https://doi.org/10.1145/356989.357011openalex-snapshot
Symbiotic jobscheduling for a simultaneous mutlithreading processor
inferredcites →https://doi.org/10.1145/378993.379244openalex-snapshot
Symbiotic jobscheduling for a simultaneous multithreaded processor
inferredcites →https://doi.org/10.1147/jrd.2011.2127330openalex-snapshot
IBM POWER7 multicore server processor
inferredcites →https://doi.org/10.2200/s00193ed1v01y200905cac006openalex-snapshot
The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines
inferredcites →https://doi.org/10.2200/s00516ed2v01y201306cac024openalex-snapshot
The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines, Second edition
inferredcites →https://doi.org/10.5555/2523721.2523746openalex-snapshot
SMT-centric power-aware thread placement in chip multiprocessors

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Probability distribution based resource management for multitenant cloud clusters
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Request Deadline Split and Interference‐Aware Request Migration in Edge Cloud
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FLARE: Flexibly Sharing Commodity GPUs to Enforce QoS and Improve Utilization
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Interference-aware Workload Scheduling in Co-located Data Centers
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INDICES: Applying DDDAS Principles for Performance Interference-aware Cloud-to-Fog Application Migration
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Online Runtime Environment Prediction for Complex Colocation Interference in Distributed Streaming Processing
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Load Balancing Synchronized Brownout Oriented Approach for Safeguarding Cloud Services Sustainability
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Redividing the Cake
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How Low Can You Go? A Limbo Dance for Low-Latency Network Functions
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SYNPA: understanding the impact of the interference modeling on thread-to-core allocation policies for SMT ARM processors
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Labeled von Neumann Architecture for Software-Defined Cloud
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ArkGPU: enabling applications’ high-goodput co-location execution on multitasking GPUs
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Smart VM co-scheduling with the precise prediction of performance characteristics
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Novel denial-of-service attacks against cloud-based multi-robot systems
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RAPID: Enabling fast online policy learning in dynamic public cloud environments
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Precise contention-aware performance prediction on virtualized multicore system
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Probability Distribution Based Resource Management for Transient Resource
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Para: Harvesting CPU time fragments in Big Data Analytics
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Co-Scheduling HPC Workloads on Cache-Partitioned CMP Platforms
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TRACE: A Targeted Recommender for VM Assignment in Cloud Environment
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Exploring Machine Learning Approaches for QoS Prediction on SMT Processors
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Octopus-Man: QoS-driven task management for heterogeneous multicores in warehouse-scale computers
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Adrenaline: Pinpointing and reining in tail queries with quick voltage boosting
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Cache QoS: From concept to reality in the Intel® Xeon® processor E5-2600 v3 product family
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Symbiotic job scheduling on the IBM POWER8
inferred← citeshttps://doi.org/10.1109/hpca.2019.00024openalex-snapshot
Stretch: Balancing QoS and Throughput for Colocated Server Workloads on SMT Cores
inferred← citeshttps://doi.org/10.1109/hpca.2019.00037openalex-snapshot
Enhancing Server Efficiency in the Face of Killer Microseconds
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CLITE: Efficient and QoS-Aware Co-Location of Multiple Latency-Critical Jobs for Warehouse Scale Computers
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Q-Zilla: A Scheduling Framework and Core Microarchitecture for Tail-Tolerant Microservices
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LIBRA: Clearing the Cloud Through Dynamic Memory Bandwidth Management
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PIMCloud: QoS-Aware Resource Management of Latency-Critical Applications in Clouds with Processing-in-Memory
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SMTcheck: Accurate SMT Interference Prediction to Improve Scheduling Efficiency in Datacenters
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AUM: Unleashing the Efficiency Potential of Shared Processors with Accelerator Units for LLM Serving
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Modeling Memory Bandwidth Interference in Cloud Data Centers via Deep Learning
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CloudShelter: Protecting Virtual Machines' Memory Resource Availability in Clouds
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Co-Run Scheduling with Power Cap on Integrated CPU-GPU Systems
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FEDGE: An Interference-Aware QoS Prediction Framework for Black-Box Scenario in IaaS Clouds with Domain Generalization
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SYNPA: SMT Performance Analysis and Allocation of Threads to Cores in ARM Processors
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Co-Scheduling Algorithms for Cache-Partitioned Systems
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Treadmill: Attributing the Source of Tail Latency through Precise Load Testing and Statistical Inference
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Electro: Toward QoS-Aware Power Management for Latency-Critical Applications
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Preemption-Aware Kernel Scheduling for GPUs
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Adaptive Preference-Aware Co-Location for Improving Resource Utilization of Power Constrained Datacenters
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Towards Minimizing Resource Usage With QoS Guarantee in Cloud Gaming
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WAPA: A Microarchitecture- and Workload-Agnostic Universal SMT Scheduler
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Sirius
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Supporting Differentiated Services in Computers via Programmable Architecture for Resourcing-on-Demand (PARD)
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DjiNN and Tonic
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Thermal time shifting
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Heracles
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Sirius
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Supporting Differentiated Services in Computers via Programmable Architecture for Resourcing-on-Demand (PARD)
inferred← citeshttps://doi.org/10.1145/2786763.2694347openalex-snapshot
Sirius
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Supporting Differentiated Services in Computers via Programmable Architecture for Resourcing-on-Demand (PARD)
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Articulation points guided redundancy elimination for betweenness centrality
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Designing Future Warehouse-Scale Computers for Sirius, an End-to-End Voice and Vision Personal Assistant
inferred← citeshttps://doi.org/10.1145/2872362.2872368openalex-snapshot
Baymax
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Dirigent
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DjiNN and Tonic
inferred← citeshttps://doi.org/10.1145/2872887.2749474openalex-snapshot
Thermal time shifting
inferred← citeshttps://doi.org/10.1145/2872887.2749475openalex-snapshot
Heracles
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Baymax
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Dirigent
inferred← citeshttps://doi.org/10.1145/2954680.2872368openalex-snapshot
Baymax
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Dirigent
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Auto-tuning Spark Big Data Workloads on POWER8
inferred← citeshttps://doi.org/10.1145/2980024.2872368openalex-snapshot
Baymax
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Dirigent
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Scale & Cap
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Treadmill
inferred← citeshttps://doi.org/10.1145/3016078.2851154openalex-snapshot
Articulation points guided redundancy elimination for betweenness centrality
inferred← citeshttps://doi.org/10.1145/3037697.3037698openalex-snapshot
Neurosurgeon
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Prophet
inferred← citeshttps://doi.org/10.1145/3052973.3052978openalex-snapshot
DoS Attacks on Your Memory in Cloud
inferred← citeshttps://doi.org/10.1145/3054742openalex-snapshot
Reining in Long Tails in Warehouse-Scale Computers with Quick Voltage Boosting Using Adrenaline
inferred← citeshttps://doi.org/10.1145/3079856.3080224openalex-snapshot
PowerChief
inferred← citeshttps://doi.org/10.1145/3093315.3037698openalex-snapshot
Neurosurgeon
inferred← citeshttps://doi.org/10.1145/3093315.3037700openalex-snapshot
Prophet
inferred← citeshttps://doi.org/10.1145/3093336.3037698openalex-snapshot
Neurosurgeon
inferred← citeshttps://doi.org/10.1145/3093336.3037700openalex-snapshot
Prophet
inferred← citeshttps://doi.org/10.1145/3093337.3037698openalex-snapshot
Neurosurgeon
inferred← citeshttps://doi.org/10.1145/3093337.3037700openalex-snapshot
Prophet
inferred← citeshttps://doi.org/10.1145/3140659.3080224openalex-snapshot
PowerChief
inferred← citeshttps://doi.org/10.1145/3210560openalex-snapshot
QuMan
inferred← citeshttps://doi.org/10.1145/3229710.3229756openalex-snapshot
Predicting the Runtime of Memory Intensive Batch Workloads
inferred← citeshttps://doi.org/10.1145/3234151openalex-snapshot
Brownout Approach for Adaptive Management of Resources and Applications in Cloud Computing Systems
inferred← citeshttps://doi.org/10.1145/3274808.3274820openalex-snapshot
Pythia
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PARTIES
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Retracted on May 10, 2023 : TPShare: a time-space sharing scheduling abstraction for shared cloud via vertical labels
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GAugur
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Laius
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QoSMT
inferred← citeshttps://doi.org/10.1145/3330345.3330370openalex-snapshot
Avalon
inferred← citeshttps://doi.org/10.1145/3342195.3387534openalex-snapshot
Rhythm
inferred← citeshttps://doi.org/10.1145/3375714openalex-snapshot
Dynamic Colocation Policies with Reinforcement Learning
inferred← citeshttps://doi.org/10.1145/3392151openalex-snapshot
DSM
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DSM: A Case for Hardware-Assisted Merging of DRAM Rows with Same Content
inferred← citeshttps://doi.org/10.1145/3404397.3404465openalex-snapshot
Impact of Memory DoS Attacks on Cloud Applications and Real-Time Detection Schemes
inferred← citeshttps://doi.org/10.1145/3458817.3476215openalex-snapshot
Understanding, predicting and scheduling serverless workloads under partial interference
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ApproxNet: Content and Contention-Aware Video Object Classification System for Embedded Clients
inferred← citeshttps://doi.org/10.1145/3524129openalex-snapshot
PowerMorph: QoS-Aware Server Power Reshaping for Data Center Regulation Service
inferred← citeshttps://doi.org/10.1145/3542929.3563465openalex-snapshot
Workload consolidation in alibaba clusters
inferred← citeshttps://doi.org/10.1145/3542929.3563510openalex-snapshot
MISO
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Characterizing Job Microarchitectural Profiles at Scale: Dataset and Analysis
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OLPart: Online Learning based Resource Partitioning for Colocating Multiple Latency-Critical Jobs on Commodity Computers
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GPUPool
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Jointly Optimizing Job Assignment and Resource Partitioning for Improving System Throughput in Cloud Datacenters
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The Gap Between Serverless Research and Real-world Systems
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Component-distinguishable Co-location and Resource Reclamation for High-throughput Computing
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WDP: Mitigating Interference in CPU Sharing Through Wake-up D elay Driven P reemption for QoS-aware Co-location
inferred← citeshttps://doi.org/10.1177/1094342017710806openalex-snapshot
Co-scheduling Amdahl applications on cache-partitioned systems
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Co-scheduling HPC workloads on cache-partitioned CMP platforms
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Speeding up profiling program’s runtime characteristics for workload consolidation
inferred← citeshttps://doi.org/10.14288/1.0363032openalex-snapshot
A model for thread and memory placement on NUMA systems
inferred← citeshttps://doi.org/10.1561/1000000055openalex-snapshot
On-Chip Dynamic Resource Management
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Supporting Predictable Performance Guarantees for SMT Processors
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Resource scheduling techniques in cloud from a view of coordination: a holistic survey
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Provisioning strategies for centralized bare-metal clusters
inferred← citeshttps://doi.org/10.37256/rrcs.2220233134openalex-snapshot
Evaluating Simultaneous Multi-threading and Affinity Performance for Reproducible Parallel Stochastic Simulation
inferred← citeshttps://doi.org/10.48550/arxiv.1603.03404openalex-snapshot
Memory DoS Attacks in Multi-tenant Clouds: Severity and Mitigation
inferred← citeshttps://doi.org/10.48550/arxiv.1805.03441openalex-snapshot
Machine Learning in Compiler Optimisation
inferred← citeshttps://doi.org/10.48550/arxiv.1909.02068openalex-snapshot
ApproxNet: Content and Contention-Aware Video Analytics System for Embedded Clients
inferred← citeshttps://doi.org/10.48550/arxiv.1909.02119openalex-snapshot
Inductive-bias-driven Reinforcement Learning For Efficient Schedules in Heterogeneous Clusters
inferred← citeshttps://doi.org/10.4995/thesis/10251/79081openalex-snapshot
Contention-Aware Scheduling for SMT Multicore Processors
inferred← citeshttps://doi.org/10.5258/soton/404445openalex-snapshot
Dataset supporting the article entitled "The Slowdown or Race-to-idle Question: Workload-Aware Energy Optimization of SMT Multicore Platforms under Process Variation"
inferred← citeshttps://doi.org/10.5555/3026877.3026935openalex-snapshot
History-based harvesting of spare cycles and storage in large-scale datacenters
inferred← citeshttps://doi.org/10.5555/3195638.3195666openalex-snapshot
Continuous shape shifting: enabling loop co-optimization via near-free dynamic code rewriting
inferred← citeshttps://doi.org/10.70675/e8c7b0b7zfacaz446czaa0cz923de8b099e3openalex-snapshot
Co-scheduling for large-scale applications : memory and resilience
inferred← citeshttps://doi.org/10.7302/1405openalex-snapshot
Datacenter Architectures for the Microservices Era
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