ALUPower: Data Dependent Power Consumption in GPUs - Research Data

dc.contributor.authorLucas, Jan
dc.contributor.authorJuurlink, Ben
dc.date.accessioned2018-08-07T08:52:28Z
dc.date.available2018-08-07T08:52:28Z
dc.date.issued2016
dc.description.abstractExisting architectural power models for GPUs count activities such as executing floating point or integer instructions, but do not consider the data values processed. While data value dependent power consumption can often be neglected when performing architectural simulations of high performance Out-of-Order (OoO) CPUs, in our related paper we show that this approach is invalid for estimating the power consumption of GPUs. The throughput processing approach of GPUs reduces the amount of control logic and shifts the area and power budget towards functional units and register files. This makes accurate estimations of the power consumption of functional units even more crucial than in OoO CPUs. Using measurements from actual GPUs, we have shown that the processed data values influence the energy consumption of GPUs significantly. This file provides the open research data for this paper, including the coefficients employed by our power model.en
dc.description.sponsorshipEC/H2020/688759/EU/Low-Power Parallel Computing on GPUs 2/LPGPU2en
dc.identifier.urihttps://depositonce.tu-berlin.de//handle/11303/8081
dc.identifier.urihttp://dx.doi.org/10.14279/depositonce-7242
dc.language.isoenen
dc.relation.isreferencedbyhttp://dx.doi.org/10.14279/depositonce-7074
dc.rights.urihttp://rightsstatements.org/vocab/InC/1.0/en
dc.subject.ddc004 Datenverarbeitung; Informatiken
dc.subject.otherdata dependent poweren
dc.subject.otherGPUen
dc.subject.otherPower modellingen
dc.titleALUPower: Data Dependent Power Consumption in GPUs - Research Dataen
dc.typeTabular Dataen
tub.accessrights.dnbunknown*
tub.affiliationFak. 4 Elektrotechnik und Informatik>Inst. Technische Informatik und Mikroelektronik>FG Architektur eingebetteter Systemede
tub.affiliation.facultyFak. 4 Elektrotechnik und Informatikde
tub.affiliation.groupFG Architektur eingebetteter Systemede
tub.affiliation.instituteInst. Technische Informatik und Mikroelektronikde
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Raw Research Data from ALUPower: Data Dependent Power Consumption in GPUs
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