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Dynamic Space-Time Scheduling for GPU Inference [article]

Paras Jain, Xiangxi Mo, Ajay Jain, Harikaran Subbaraj, Rehan Sohail Durrani, Alexey Tumanov, Joseph Gonzalez, Ion Stoica
2018 arXiv   pre-print
Serving deep neural networks in latency critical interactive settings often requires GPU acceleration. However, the small batch sizes typical in online inference results in poor GPU utilization, a potential performance gap which GPU resource sharing can address. In this paper, we explore several techniques to leverage both temporal and spatial multiplexing to improve GPU utilization for deep learning inference workloads. We evaluate the performance trade-offs of each approach with respect to
more » ... ource-efficiency, latency predictability, and isolation when compared with conventional batched inference. Our experimental analysis suggests up to a 5x potential for improved utilization through the exploration of more advanced spatial and temporal multiplexing strategies. Our preliminary prototype of a dynamic space-time scheduler demonstrates a 3.23x floating-point throughput increase over space-only multiplexing and a 7.73x increase over time-only multiplexing for convolutions, while also providing better isolation and latency predictability.
arXiv:1901.00041v1 fatcat:hzxlziaftvbypnwtls5a4uqk6e

The OoO VLIW JIT Compiler for GPU Inference [article]

Paras Jain, Xiangxi Mo, Ajay Jain, Alexey Tumanov, Joseph E. Gonzalez, Ion Stoica
2019 arXiv   pre-print
ACKNOWLEDGMENTS We thank Hari Subbaraj and Rehan Sohail Durrani who helped profile kernels as well as Steven Hand, Koushik Sen, Eyal Sela, Zongheng Yang, Anjali Shankar and Daniel Crankshaw for their insightful  ... 
arXiv:1901.10008v2 fatcat:xie3vplzwvbotginlsywecppae

Impacto de la responsabilidad social corporativa en la lealtad de los clientes: el papel mediador de la confianza de los clientes

Muhammad Haroon Rehan, Qamar Afaq Qureshi.
2019 Dilemas Contemporáneos: Educación, Política y Valores  
, Durrani & Khan, 2017).  ...  indispensable means which should be used by organizations to realize the different harms to the local environment which further leads to the physical and mental health of the individuals in the community (Sohail  ... 
doi:10.46377/dilemas.v29i1.1862 fatcat:bulxwrv7lzb6bdmpgam4uzy5p4

Towards Scalable Dataframe Systems [article]

Devin Petersohn, Stephen Macke, Doris Xin, William Ma, Doris Lee, Xiangxi Mo, Joseph E. Gonzalez, Joseph M. Hellerstein, Anthony D. Joseph, Aditya Parameswaran
2020 arXiv   pre-print
Sohail Durrani.  ...  Acknowledgments We would like to acknowledge those who have made significant contributions to the MODIN codebase: we thank Omkar Salpekar, Eran Avidan, Kunal Gosar, GitHub user ipacheco-uy, Alex Wu, and Rehan  ... 
arXiv:2001.00888v4 fatcat:ewwmj6dzubaijjjc4mwqfvarrq

Poster Presentation Abstracts

Scientific Committee
1969 Journal of cancer and allied specialties  
REHAN GUL, DR. HUMAYUN BASHIR, BASHIR AHMED, M. MANAN BHATTI, DEPARTMENT OF NUCLEAR MEDICINE, SHAUKAT KHANUM MEMORIAL CANCER HOSPITAL AND RESEARCH CENTRE, LAHORE, PAKISTAN.  ...  order to determine the success of this procedure in terms of graft integrity, recurrence and use of the arm in adulthood. 101-P A STUDY OF PERINEURAL INVASION IN ORAL SQUAMOUS CELL CARCINOMA ZUBAIR DURRANI  ... 
doi:10.37029/jcas.v4i4.216 fatcat:dmrlbqxxoja3hd2ft6xekvtryu

The portrayal of Violence in Indian Movies and its Impact on Real Life Crimes in Pakistani Society A Comparative Analysis

Erum Hafeez, Nisar A Zuberi
2011 unpublished
It was produced and directed by Javed Jabbar with music by Sohail Rana, starring Usman Peerzada, Zahoor Ahmad, Subhani Bayounus and Raja Film Aina, released in March 1977, had Nadeem, Shabnam, Rehan, Qavi  ...  The movie was produced for Punjab Pictures by Ijaz Durrani, who also starred along with star cast viz., Shabnam, Husna, Rahman, Saqi.  ... 
doi:10.13140/rg.2.2.33901.74720 fatcat:h3k3gok64vda7gcl4yn4ghrmoq