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Analyzing the Suitability of Contemporary 3D-Stacked PIM Architectures for HPC Scientific Applications
Oak Ridge Natl Lab, Oak Ridge, TN 37830 USA..
Oak Ridge Natl Lab, Oak Ridge, TN 37830 USA..
Oak Ridge Natl Lab, Oak Ridge, TN 37830 USA..
Intel Labs, Santa Clara, CA USA..
Visa övriga samt affilieringar
2019 (Engelska)Ingår i: CF '19 - PROCEEDINGS OF THE 16TH ACM INTERNATIONAL CONFERENCE ON COMPUTING FRONTIERS, ASSOC COMPUTING MACHINERY , 2019, s. 256-262Konferensbidrag, Publicerat paper (Refereegranskat)
Abstract [en]

Scaling off-chip bandwidth is challenging due to fundamental limitations, such as a fixed pin count and plateauing signaling rates. Recently, vendors have turned to 2.5D and 3D stacking to closely integrate system components. Interestingly, these technologies can integrate a logic layer under multiple memory dies, enabling computing capability inside a memory stack. This trend in stacking is making PIM architectures commercially viable. In this work, we investigate the suitability of offloading kernels in scientific applications onto 3D stacked PIM architectures. We evaluate several hardware constraints resulted from the stacked structure. We perform extensive simulation experiments and indepth analysis to quantify the impact of application locality in TI,Bs, data caches, and memory stacks. Our results also identify design optimization areas in software and hardware for HPC scientific applications.

Ort, förlag, år, upplaga, sidor
ASSOC COMPUTING MACHINERY , 2019. s. 256-262
Nyckelord [en]
processing-in-memory, 3D stacked mernory, PIM, NNARD RH, 1974, IEEE JOURNAL OF SOLID-STATE CIRCUITS, VSC 9, P256
Nationell ämneskategori
Elektroteknik och elektronik
Identifikatorer
URN: urn:nbn:se:kth:diva-255514DOI: 10.1145/3310273.3322831ISI: 000474686400036Scopus ID: 2-s2.0-85066055698&OAI: oai:DiVA.org:kth-255514DiVA, id: diva2:1361704
Konferens
16th ACM International Conference on Computing Frontiers, CF 2019; Alghero, Sardinia; Italy; 30 April 2019 through 2 May 2019
Anmärkning

QC 20191016

Tillgänglig från: 2019-10-16 Skapad: 2019-10-16 Senast uppdaterad: 2019-10-16Bibliografiskt granskad

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Markidis, Stefano

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Markidis, Stefano
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SeRC - Swedish e-Science Research CentreBeräkningsvetenskap och beräkningsteknik (CST)
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