Zobrazeno 1 - 10
of 224
pro vyhledávání: '"Komuravelli A"'
Autor:
Ghaemmaghami, Benjamin, Ozdal, Mustafa, Komuravelli, Rakesh, Korchev, Dmitriy, Mudigere, Dheevatsa, Nair, Krishnakumar, Naumov, Maxim
A key characteristic of deep recommendation models is the immense memory requirements of their embedding tables. These embedding tables can often reach hundreds of gigabytes which increases hardware requirements and training cost. A common technique
Externí odkaz:
http://arxiv.org/abs/2203.15837
Autor:
Zhao, Mark, Agarwal, Niket, Basant, Aarti, Gedik, Bugra, Pan, Satadru, Ozdal, Mustafa, Komuravelli, Rakesh, Pan, Jerry, Bao, Tianshu, Lu, Haowei, Narayanan, Sundaram, Langman, Jack, Wilfong, Kevin, Rastogi, Harsha, Wu, Carole-Jean, Kozyrakis, Christos, Pol, Parik
Datacenter-scale AI training clusters consisting of thousands of domain-specific accelerators (DSA) are used to train increasingly-complex deep learning models. These clusters rely on a data storage and ingestion (DSI) pipeline, responsible for stori
Externí odkaz:
http://arxiv.org/abs/2108.09373
Autor:
Mudigere, Dheevatsa, Hao, Yuchen, Huang, Jianyu, Jia, Zhihao, Tulloch, Andrew, Sridharan, Srinivas, Liu, Xing, Ozdal, Mustafa, Nie, Jade, Park, Jongsoo, Luo, Liang, Yang, Jie Amy, Gao, Leon, Ivchenko, Dmytro, Basant, Aarti, Hu, Yuxi, Yang, Jiyan, Ardestani, Ehsan K., Wang, Xiaodong, Komuravelli, Rakesh, Chu, Ching-Hsiang, Yilmaz, Serhat, Li, Huayu, Qian, Jiyuan, Feng, Zhuobo, Ma, Yinbin, Yang, Junjie, Wen, Ellie, Li, Hong, Yang, Lin, Sun, Chonglin, Zhao, Whitney, Melts, Dimitry, Dhulipala, Krishna, Kishore, KR, Graf, Tyler, Eisenman, Assaf, Matam, Kiran Kumar, Gangidi, Adi, Chen, Guoqiang Jerry, Krishnan, Manoj, Nayak, Avinash, Nair, Krishnakumar, Muthiah, Bharath, khorashadi, Mahmoud, Bhattacharya, Pallab, Lapukhov, Petr, Naumov, Maxim, Mathews, Ajit, Qiao, Lin, Smelyanskiy, Mikhail, Jia, Bill, Rao, Vijay
Deep learning recommendation models (DLRMs) are used across many business-critical services at Facebook and are the single largest AI application in terms of infrastructure demand in its data-centers. In this paper we discuss the SW/HW co-designed so
Externí odkaz:
http://arxiv.org/abs/2104.05158
Akademický článek
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We present a compositional SMT-based algorithm for safety of procedural C programs that takes the heap into consideration as well. Existing SMT-based approaches are either largely restricted to handling linear arithmetic operations and properties, or
Externí odkaz:
http://arxiv.org/abs/1508.01288
Autor:
Clarissa Giebel, Kerry Hanna, Manoj Rajagopal, Aravind Komuravelli, Jacqueline Cannon, Justine Shenton, Ruth Eley, Anna Gaughan, Steve Callaghan, Hilary Tetlow, Stan Limbert, Rosie Whittington, Carol Rogers, Kym Ward, Lisa Shaw, Sarah Butchard, Mark Gabbay
Publikováno v:
BMC Public Health, Vol 21, Iss 1, Pp 1-9 (2021)
Abstract Background Sudden public health restrictions can be difficult to comprehend for people with cognitive deficits. However, these are even more important for them to adhere to due to their increased levels of vulnerability, particularly to COVI
Externí odkaz:
https://doaj.org/article/8311f5ec4d8c4c849aa4ad4bb73a3183
Autor:
Clarissa Giebel, Kerry Hanna, Hilary Tetlow, Kym Ward, Justine Shenton, Jacqueline Cannon, Sarah Butchard, Aravind Komuravelli, Anna Gaughan, Ruth Eley, Carol Rogers, Manoj Rajagopal, Stan Limbert, Steve Callaghan, Rosie Whittington, Lisa Shaw, Mark Gabbay
Publikováno v:
International Journal for Equity in Health, Vol 20, Iss 1, Pp 1-11 (2021)
Abstract Background Social support services such as day care centres are important in post-diagnostic dementia care to enable people living with dementia stay at home for longer. Little research has addressed potential inequalities in access, with no
Externí odkaz:
https://doaj.org/article/6760f60be5984a8e9bc97da8e1e5ce16
Autor:
Bhrugun Anisetti, Myna Komuravelli
Publikováno v:
MRIMS Journal of Health Sciences, Vol 9, Iss 3, Pp 137-141 (2021)
Background: Since anemia is the most prevalent disorder in India, it got the significance to be studied and understood about. It is necessary to make people aware of the causes in certain age groups and genders, the preventive measures, and the impor
Externí odkaz:
https://doaj.org/article/909c7f24ac464a46924d6256031a88b8
We present an SMT-based symbolic model checking algorithm for safety verification of recursive programs. The algorithm is modular and analyzes procedures individually. Unlike other SMT-based approaches, it maintains both "over-" and "under-approximat
Externí odkaz:
http://arxiv.org/abs/1405.4028
Autor:
Clarissa Giebel, Kerry Hanna, Jacqueline Cannon, Ruth Eley, Hilary Tetlow, Anna Gaughan, Aravind Komuravelli, Justine Shenton, Carol Rogers, Sarah Butchard, Steve Callaghan, Stan Limbert, Manoj Rajagopal, Kym Ward, Lisa Shaw, Rosie Whittington, Mishca Hughes, Mark Gabbay
Publikováno v:
BMC Geriatrics, Vol 20, Iss 1, Pp 1-8 (2020)
Abstract Background The lockdown imposed in the UK on the 23rd of March and associated public health measures of social distancing are likely to have had a great impact on care provision. The aim of this study was to explore the decision-making proce
Externí odkaz:
https://doaj.org/article/ddcbeaa6f65c4e52b00061b0628db201