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Alexey Tumanov
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Ray: A distributed framework for emerging {AI} applications
P Moritz, R Nishihara, S Wang, A Tumanov, R Liaw, E Liang, M Elibol, ...
13th USENIX symposium on operating systems design and implementation (OSDI …, 2018
14942018
Heterogeneity and dynamicity of clouds at scale: Google trace analysis
C Reiss, A Tumanov, GR Ganger, RH Katz, MA Kozuch
Proceedings of the third ACM symposium on cloud computing, 1-13, 2012
13742012
Serverless computing: One step forward, two steps back
JM Hellerstein, J Faleiro, JE Gonzalez, J Schleier-Smith, V Sreekanti, ...
arXiv preprint arXiv:1812.03651, 2018
5312018
Morpheus: Towards automated {SLOs} for enterprise clusters
SA Jyothi, C Curino, I Menache, SM Narayanamurthy, A Tumanov, ...
12th USENIX symposium on operating systems design and implementation (OSDI …, 2016
3352016
Cloudburst: Stateful functions-as-a-service
V Sreekanti, C Wu, XC Lin, J Schleier-Smith, JM Faleiro, JE Gonzalez, ...
arXiv preprint arXiv:2001.04592, 2020
3322020
Cirrus: A serverless framework for end-to-end ml workflows
J Carreira, P Fonseca, A Tumanov, A Zhang, R Katz
Proceedings of the ACM Symposium on Cloud Computing, 13-24, 2019
2492019
TetriSched: global rescheduling with adaptive plan-ahead in dynamic heterogeneous clusters
A Tumanov, T Zhu, JW Park, MA Kozuch, M Harchol-Balter, GR Ganger
Proceedings of the Eleventh European Conference on Computer Systems, 1-16, 2016
2492016
Towards understanding heterogeneous clouds at scale: Google trace analysis
C Reiss, AT CMU, GRG CMU, RH Katz, MA Kozuch
2222012
Prioritymeister: Tail latency qos for shared networked storage
T Zhu, A Tumanov, MA Kozuch, M Harchol-Balter, GR Ganger
Proceedings of the ACM Symposium on Cloud Computing, 1-14, 2014
1352014
InferLine: latency-aware provisioning and scaling for prediction serving pipelines
D Crankshaw, GE Sela, X Mo, C Zumar, I Stoica, J Gonzalez, A Tumanov
Proceedings of the 11th ACM Symposium on Cloud Computing, 477-491, 2020
1332020
Idk cascades: Fast deep learning by learning not to overthink
X Wang, Y Luo, D Crankshaw, A Tumanov, F Yu, JE Gonzalez
arXiv preprint arXiv:1706.00885, 2017
1302017
Proteus: agile ml elasticity through tiered reliability in dynamic resource markets
A Harlap, A Tumanov, A Chung, GR Ganger, PB Gibbons
Proceedings of the Twelfth European Conference on Computer Systems, 589-604, 2017
1212017
Holmes: health online model ensemble serving for deep learning models in intensive care units
S Hong, Y Xu, A Khare, S Priambada, K Maher, A Aljiffry, J Sun, ...
Proceedings of the 26th ACM SIGKDD International Conference on Knowledge …, 2020
982020
3sigma: distribution-based cluster scheduling for runtime uncertainty
JW Park, A Tumanov, A Jiang, MA Kozuch, GR Ganger
Proceedings of the Thirteenth EuroSys Conference, 1-17, 2018
932018
Dynamic space-time scheduling for gpu inference
P Jain, X Mo, A Jain, H Subbaraj, RS Durrani, A Tumanov, J Gonzalez, ...
arXiv preprint arXiv:1901.00041, 1-8, 2018
892018
A case for serverless machine learning
J Carreira, P Fonseca, A Tumanov, A Zhang, R Katz
Workshop on Systems for ML and Open Source Software at NeurIPS 2018, 2-8, 2018
892018
Real-time machine learning: The missing pieces
R Nishihara, P Moritz, S Wang, A Tumanov, W Paul, J Schleier-Smith, ...
Proceedings of the 16th workshop on hot topics in operating systems, 106-110, 2017
822017
Kaleidoscope: cloud micro-elasticity via vm state coloring
R Bryant, A Tumanov, O Irzak, A Scannell, K Joshi, M Hiltunen, ...
Proceedings of the sixth conference on Computer systems, 273-286, 2011
812011
Tributary: spot-dancing for elastic services with latency {SLOs}
A Harlap, A Chung, A Tumanov, GR Ganger, PB Gibbons
2018 USENIX Annual Technical Conference (USENIX ATC 18), 1-14, 2018
712018
alsched: Algebraic scheduling of mixed workloads in heterogeneous clouds
A Tumanov, J Cipar, GR Ganger, MA Kozuch
Proceedings of the third ACM Symposium on Cloud Computing, 1-7, 2012
692012
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