9–11 and references therein). DianNao: A Small-footprint High-throughput Accelerator for Ubiquitous Machine-learning. KristopherC Place Value Dienes Worksheet. In Proceedings of the 24th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA '16). Jorge Albericio, Patrick Judd, Tayler Hetherington, Tor Aamodt, Natalie Enright Jerger, and Andreas Moshovos. Furthermore, we will attempt to show the redundancy of a number of assertions from organizational ecology, that a number of theorists believe to be necessary in the explanatory argument. pdf, 116 KB. Other resources by this author. 2014. 2016. According to the mechanism of resource partitioning (supported by Mac Arthur), if two species compete for the same resource, they could avoid competition by choosing, for instance, different times for feeding or different foraging patterns. In Proceedings of the 19th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS '14). In Proceedings of the 25th International Conference on Machine Learning (ICML '08). ISAAC: A Convolutional Neural Network Accelerator with In-situ Analog Arithmetic in Crossbars. DaDianNao: A Machine-Learning Supercomputer. FREE … In Proceedings of the 49th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO '16). In Proceedings of the 31st IEEE International Conference on Computer Design (ICCD '13). 2016. 13--19. 2014. In Proceedings of the 19th International Conference on Field Programmable Logic and Applications (FPL '09). ACM, New York, NY, USA, Article 23, 23:1--23:12 pages. KristopherC Bridging Through 10. Proteus: Exploiting Numerical Precision Variability in Deep Neural Networks. CoRR abs/1602.07360 (2016). IEEE Press, Piscataway, NJ, USA, 13--24. Srimat Chakradhar, Murugan Sankaradas, Venkata Jakkula, and Srihari Cadambi. Tianshi Chen, Zidong Du, Ninghui Sun, Jia Wang, Chengyong Wu, Yunji Chen, and Olivier Temam. This partitioning of Grid resources amongst service classes (each service class is … Clément Farabet, Berin Martini, Polina Akselrod, Selçuk Talay, Yann LeCun, and Eugenio Culurciello. 2013. 2016. to coexist. IEEE Press, Piscataway, NJ, USA, 27--39. Hardik Sharma, Jongse Park, Divya Mahajan, Emmanuel Amaro, Joon Kyung Kim, Chenkai Shao, Asit Mishra, and Hadi Esmaeilzadeh. The epiphytic species Pseudomonas fluorescens, Pantoea agglomerans, Stenotrophomonas maltophilia, and Methylobacterium organophilum were all capable of exhibiting … Yu-Hsin Chen, Tushar Krishna, Joel S Emer, and Vivienne Sze. This resource is designed for US teachers. Academia.edu is a platform for academics to share research papers. Forrest N. Iandola, Matthew W. Moskewicz, Khalid Ashraf, Song Han, William J. Dally, and Kurt Keutzer. A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning. Report a problem. 2008. Resource partitioning theory claims that “Increasing concentration enhances the life chances of specialist organizations.”. Categories & Grades. For example, some lizard species appear to coexist because they consume insects of differing sizes. Resource partitioning theory claims that Increasing concentration enhances the life chances of specialist organizations. NeuFlow: A runtime reconfigurable dataflow processor for vision. We use cookies to ensure that we give you the best experience on our website. However, this approach leads to inefficient designs because the same processor structure is used to compute CNN layers of radically varying dimensions. B. Convolutional neural networks (CNNs) are revolutionizing machine learning, but they present significant computational challenges. (2016). 14 VPG service class priority support are partitioned amongst services, less results will be returned to the scheduler, allowing for faster schedule making decisions. Xilinx. 2009. IEEE Journal of Solid-State Circuits 52, 1 (Jan 2017), 127--138. An analogous case of partitioning of resources instead of competition for them was recently made for Phanerozoic shallow-water brachiopods and bivalves in general . View UK version. Categories & Ages. Going deeper with convolutions. 2010. 2014. Lili Song, Ying Wang, Yinhe Han, Xin Zhao, Bosheng Liu, and Xiaowei Li. Ronan Collobert and Jason Weston. y�X����Z&���J�� ��G�P˅�|�H��9)QI�*�B���䋔� IEEE Press, Piscataway, NJ, USA, 14--26. The levels of coexistence between Pseudomonas syringae and various nonpathogenic epiphytic species in the phyllosphere of beans ( Phaseolus vulgaris ) were assessed by using replacement series. %PDF-1.3 %�������������������������������� 1 0 obj << /Subtype /XML /Type /Metadata /Length 4650 >> stream Cnvlutin: Ineffectual-neuron-free Deep Neural Network Computing. 2015. 2016. Ying Wang, Jie Xu, Yinhe Han, Huawei Li, and Xiaowei Li. Naveen Suda, Vikas Chandra, Ganesh Dasika, Abinash Mohanty, Yufei Ma, Sarma Vrudhula, Jae-sun Seo, and Yu Cao. We systemati- cally think through this theory,specify implicit background assump- tions,sharpen concepts,and rigorously check the theory s logic.As a result,we increase the theory s explanatory power,and claim contrary to received opinion that under certain eneral conditions, … In Proceedings of the 24th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA '16). This resource is designed for US teachers. In any environment, organisms compete for limited resources, so organisms and different species have to find ways to coexist with one another. ACM, New York, NY, USA, Article 123, 123:1--123:6 pages. 1--9. Essentially, one separate scheduler needs to be con-structedperapplicationtype.Ourservicemanagementarchitecturediffersfromthisapproach 2011. 109--116. As measured with Analysis of Similarity and Schoener's index, diet similarity declined monotonically from west to east … 2016. We illustrate the operation of Multi-CLP in Figure 1 (bottom), where the hardware resources are partitioned among two smaller CLPs that operate in parallel on different images. ... best resource partitioning approach to maximize resource utilization while at the same time preventing conflicting resource demands. The advantage comes from the CLPs having different sizes, more closely matching the dimensions of the CNN layers. Maurice Peemen, Arnaud AA Setio, Bart Mesman, and Henk Corporaal. Valencia , Spatial multitasking has been proposed to partition GPU resources across multiple kernels. EDA Consortium, San Jose, CA, USA, 169--174. 2016. Volckaert, Bruno, Pieter Thysebaert, Marc De Leenheer, Filip De Turck, Bart Dhoedt, and Piet Demeester. FREE (65) KristopherC Grid Referencing and Map … Maximizing CNN Accelerator Efficiency Through Resource Partitioning Yongming Shen, Michael Ferdman, Peter Milder, In 44th International Symposium on Computer Architecture (ISCA), 2017. In Proceedings of the 43rd International Symposium on Computer Architecture (ISCA '16). 2014. Fused-layer CNN accelerators. pdf, 116 KB. Note that the two CLPs are specialized and have different … To overcome this problem, we propose a new CNN accelerator design that partitions FPGA resources among multiple CLPs, which operate on multiple images concurrently. 7 Series FPGAs Memory Resources User Guide. A Massively Parallel Coprocessor for Convolutional Neural Networks. We systematically think through this theory, specify implicit background assumptions, sharpen concepts, and rigorously check the theory's logic. ImageNet Classification with Deep Convolutional Neural Networks. 2013. ISCA '17: Proceedings of the 44th Annual International Symposium on Computer Architecture. In Proceedings of the 43rd International Symposium on Computer Architecture (ISCA '16). In this paper, a distributed and scalable Grid service management architecture is presented. Murugan Sankaradas, Venkata Jakkula, Srihari Cadambi, Srimat Chakradhar, Igor Durdanovic, Eric Cosatto, and Hans Peter Graf. Chen Zhang, Peng Li, Guangyu Sun, Yijin Guan, Bingjun Xiao, and Jason Cong. C-brain: A Deep Learning Accelerator That Tames the Diversity of CNNs Through Adaptive Data-level Parallelization. Hardware accelerated convolutional neural networks for synthetic vision systems. 2016. Math; Pre-K; Kindergarten; 1st; 2nd; 3rd; 4th; 5th; 6th; View more. In Proceedings of the 2015 Design, Automation & Test in Europe Conference & Exhibition (DATE '15). Two species evolve to become different too reduce competition, so that species can co-exist. Yunji Chen, Tao Luo, Shaoli Liu, Shijin Zhang, Liqiang He, Jia Wang, Ling Li, Tianshi Chen, Zhiwei Xu, Ninghui Sun, and Olivier Temam. Escher: A CNN Accelerator with Flexible Buffering to Minimize Off-Chip Transfer. Maximizing CNN Accelerator Efficiency Through Resource Partitioning. Eyeriss: An Energy-Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks. Resource partitioning theory claims that “Increasing concentration enhances the life chances of specialist organizations.” We systematically think through this theory, specify implicit background assumptions, sharpen concepts, and rigorously check the theory’s logic. 30 Jun 2016 • Yongming Shen • Michael Ferdman • Peter Milder. A high performance FPGA-based accelerator for large-scale convolutional neural networks. To manage your alert preferences, click on the button below. ... We conclude that savanna herbivores in this system coexist mostly through body size‐driven resource partitioning in the dry‐season, with the … 2017. In Proceedings of the 2010 IEEE International Symposium on Circuits and Systems (ISCAS '10). IEEE Computer Society, Washington, DC, USA, 1--12. Ping Chi, Shuangchen Li, Cong Xu, Tao Zhang, Jishen Zhao, Yongpan Liu, Yu Wang, and Yuan Xie. By passing resource partitioning “through the purgatory of proofs and refutations,” as Lakatos (1976) phrased it, we want to get the listed advan-tages of logical formalization. ANSWER. We then use these dimensions to parameterize an HLS-based CLP design, combining the resulting CLPs to form a complete CNN IEEE Press, Piscataway, NJ, USA, 367--379. 2015. Mathematics; 3-5; 5-7; 7-11; 11-14; View more. Other resources by this author. In Proceedings of the 43rd International Symposium on Computer Architecture (ISCA '16). In Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS '13). CiteSeerX - Document Details (Isaac Councill, Lee Giles, Pradeep Teregowda): Resource partitioning theory claims that “Increasing concentration enhances the life chances of specialist organizations. 2017. Using the same FPGA resources as a single large processor, multiple smaller specialized processors increase computational efficiency and lead to a higher overall throughput. In Proceedings of the 25th IEEE International Symposium on Field-Programmable Custom Computing Machines (FCCM '17). 2015. Related Questions: Why is the *** linked disease only be heridited through X chromosomed.....or if it is so then why only males get the disease and not female althogh female have two X chromosomes. Report … feedbacks to resource supply (7, 8) and resource partitioning due to niche complementarity (see refs. Resource partitioning through competition, resource sharing through CMN and a variation in host responses to microbes (including fungi) and soil community feedbacks (Bever et al., 2010) have so far been largely biased by a plant-centric approach. Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott E. Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, and Andrew Rabinovich. ” We systemati-cally think through this theory, specify implicit background assump-tions, sharpen concepts, and rigorously check the theory’s logic. The proposed architecture is capable of monitoring task submission behaviour and deriving Grid service class characteristics, for use in performing automated computational, storage and network resource-to-service partitioning. In general, large herbivore species utilize abundant low quality forage while small herbivores focus on scarcer high quality food items. When resources Springer Flexible Grid service management through resource partitioning 303 Fig. Also, discussions on low-diversity plant communities mainly focus on competitive dominance, inhibition, or positive feedbacks that plant community … In Proceedings of the 25th International Conference on Neural Information Processing Systems (NIPS '12). :':@�"�Z���.VP�PtLL ��@&�H ���K�C� W�F@�Ų� ڂ�ڽX����SW��/�i����.��cf���{��������`f�8|xS��2ʻ���z�/^f&�s��K������� |Ƃ{Wl��0�?h�#�Foڶ;>���Ǘ��{D�|�a�(���/�i�$I�$[�O�UI� Huimin Li, Xitian Fan, Li Jiao, Wei Cao, Xuegong Zhou, and Lingli Wang. Yu-Hsin Chen, Joel Emer, and Vivienne Sze. Report a problem. Curran Associates Inc., Red Hook, NY, USA, 2643--2651. Andrew Putnam, Adrian M. Caulfield, Eric S. Chung, Derek Chiou, Kypros Constantinides, John Demme, Hadi Esmaeilzadeh, Jeremy Fowers, Gopi Prashanth Gopal, Jan Gray, Michael Haselman, Scott Hauck, Stephen Heil, Amir Hormati, Joo-Young Kim, Sitaram Lanka, James Larus, Eric Peterson, Simon Pope, Aaron Smith, Jason Thong, Phillip Yi Xiao, and Doug Burger. 2006. Going Deeper with Embedded FPGA Platform for Convolutional Neural Network. This partitioning of Grid resources amongst service classes (each service class is assigned exclusive usage of a distinct subset of the available Grid resources), along with the dynamic deployment of Grid management components dedicated and tuned to the requirements of a particular service class introduces the concept of Virtual Private Grids. 2010. Jiantao Qiu, Jie Wang, Song Yao, Kaiyuan Guo, Boxun Li, Erjin Zhou, Jincheng Yu, Tianqi Tang, Ningyi Xu, Sen Song, Yu Wang, and Huazhong Yang. CoRR abs/1409.1556 (2014). Resource partitioning among mammalian savanna herbivores is thought to be predominantly driven by differences in body size. II. From high-level deep neural models to FPGAs. In Proceedings of the 53rd Annual Design Automation Conference (DAC '16). As a result, we increase the theory’s explanatory power, and claim-contrary to received opinion—that under certain general … How can I re-use this? Competition for inorganic nutrients has been regarded as one of the drivers affecting the productivity of the eutrophied coastal Baltic Sea. Tes Classic Free Licence. Resource partitioning occurs when one of the similar species which compete for the same resource eventually changes its niche to coexist together in the same environment. A Dynamically Configurable Coprocessor for Convolutional Neural Networks. Yet, it is unknown at the molecular … But the partitioning is done at the coarse granularity of streaming multiprocessors (SMs) where each kernel is assigned to a subset of SMs. Current approaches construct a single processor that computes the CNN layers one at a time; the processor is optimized to maximize the throughput at which the collection of layers is computed. IEEE Computer Society, Washington, DC, USA, 53--60. Karen Simonyan and Andrew Zisserman. ACM, New York, NY, USA, 160--167. In Proceedings of the 41st Annual International Symposium on Computer Architecture (ISCA '14). In Proceedings of the 47th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO '14). Closely related and ecologically similar species that overlap in ranges can coexist through resource partitioning without one pushing the others to extinction through competition. Our design methodology achieves 3.8x higher throughput than the state-of-the-art approach on evaluating the popular AlexNet CNN on a Xilinx Virtex-7 FPGA. IEEE Press, Piscataway, NJ, USA, 1--13. ... 1 Thank You. SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <1MB model size. layer dimensions and resource budget, computes a partitioning of the FPGA resources into multiple CLPs for an efficient high-performance design. 2016. Throughput-Optimized OpenCL-based FPGA Accelerator for Large-Scale Convolutional Neural Networks. 9_*��K���}�|ҩl^�!�8i!���!HC�TA�d���� J���J�� +Sb)���]~�B�y;�=�N���i��hgi��n��-=���.���G,F*c���y���b�E�E���)�������_^��� N@I�=�A����cA̠��σ�O�l ���\R������������%���G�`�^��3�y�[~]�E=ܕ���+>^��[�Ƽ�w�x<3��0M���_��#�#�V���q5g���F�Fr"�#�E�F��9���Z�Z뺥��o\_��it`tf����n��$��b:c���;�)~��7o�,���&�?qy��` ~N��SȘ��`�S%5�FkfB���g�"����.Zq�M�m�M��F�Gc�vߞ�v���@�h/��io�����.PKy�|�oh@�F�VIꊸyqf�Df�u���=�Κ������M�@�,���m��{���[�G��p�ń�g��H�Ȃ b�L�@��AǕ���J\G�W�OuC/&�b7a�?a�����CK�J���)W_U�݊56����2�����U�6פ�k�L��LL'>����Y����aЋ�)�����eK,�-B���v�uVmuC�Y�G�T����&vV1���ʾsDg36����Og�k������Bf�y�ts��Ԥ/B�'�]����#��f3�)�J-&b�>E�o�FU�ԶRl��݆��ё��S {���S b ACM, New York, NY, USA, 269--284. Maurice Peemen, Bart Mesman, and Henk Corporaal. Comparing diets of native yellow perch Perca flavescens and nonindigenous white perch Morone americana, we examined variation in resource partitioning and body condition across a prominent longitudinal nutrient gradient in Lake Erie (north‐eastern United States, Canada). This alert has been successfully added and will be sent to: You will be notified whenever a record that you have chosen has been cited. However, a lack of study on resource utilization efficiency—alink between resource and productivity—has rendered it difficult (12) ... complementarity) and efficiency of resource utilization (through dimin-ishing marginal productivity) (A). Understanding resource partitioning among species is essential to predicting how species decline can affect the functioning of communities and ecosystems. 2009. How can I re-use this? To improve the resource utilization and thus CNN performance, we propose Multi-CLP accelerators, where the available resources are partitioned across several smaller convolutional layer processors rather than a single large one. In Proceedings of the 26th International Conference on Field Programmable Logic and Applications (FPL '16). Very Deep Convolutional Networks for Large-Scale Image Recognition. Deep Content-based Music Recommendation. 2016. When species divide a niche to avoid competition for resources, it is called resource partitioning. Partitioning through subtraction. Inter-tile Reuse Optimization Applied to Bandwidth Constrained Embedded Accelerators. Memory-centric accelerator design for Convolutional Neural Networks. Spain, ISCA '21: The 48th Annual International Symposium on Computer Architecture, All Holdings within the ACM Digital Library. In Proceedings of the 2016 International Conference on Supercomputing (ICS '16). [6] ACM, New York, NY, USA, Article 110, 110:1--110:6 pages. We present a new CNN accelerator paradigm and an accompanying automated design methodology that partitions the available FPGA resources into multiple processors, each of which is tailored for a different subset of the CNN convolutional layers. M. Alwani, H. Chen, M. Ferdman, and P. Milder. Patrick Judd, Jorge Albericio, Tayler Hetherington, Tor M. Aamodt, Natalie Enright Jerger, and Andreas Moshovos. Alex Krizhevsky, Ilya Sutskever, and Geoffrey E. Hinton. Clément Farabet, Berin Martini, Benoit Corda, Polina Akselrod, Eugenio Culurciello, and Yann LeCun. Flexible Grid service management through resource partitioning 301 Fig. ACM, New York, NY, USA, 16--25. In Proceedings of the 37th Annual International Symposium on Computer Architecture (ISCA '10). 2016. 6.7 Priority - Service class QoS support In another experiment, we gave the cpu-intensive jobs higher priority than the data-intensive … Optimizing FPGA-based Accelerator Design for Deep Convolutional Neural Networks. ACM, New York, NY, USA, 247--257. Partitioning through subtraction. IEEE Computer Society, Los Alamitos, CA, USA. PRIME: A Novel Processing-in-memory Architecture for Neural Network Computation in ReRAM-based Main Memory. In Proceedings of the 23rd ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA '15). 257--260. Our algorithm runs in minutes on a modern system and produces a set of CLP dimensions. �H)�e)��*�Z��"�$[.���= Recently, many FPGA-based accelerators have been proposed to improve the ... Papers With Code is a free resource … In Proceedings of the 20th IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP '09). For the more recent SqueezeNet and GoogLeNet, the speedups are 2.2x and 2.0x. “Flexible Grid Service Management Through Resource Partitioning.” Journal of Supercomputing 38 (3): 279–305. Based on this model, we developed the PII … In CVPR 2011 WORKSHOPS. Check if you have access through your login credentials or your institution to get full access on this article. 2016. Curran Associates Inc., Red Hook, NY, USA, 1097--1105. Methodology In this section, we first show motivational … Eutrophication coupled to climate change disturbs the balance between competition and coexistence in microbial communities including the partitioning of organic and inorganic nutrients between phytoplankton and bacteria. Yongming Shen, Michael Ferdman, and Peter Milder. Convolutional neural networks (CNNs) are revolutionizing machine learning, but they present significant computational challenges. 2012. We present a new CNN accelerator paradigm and an accompanying automated design methodology that partitions the available FPGA resources into multiple processors, each of which is tailored for a different subset of the CNN convolutional layers. IEEE Computer Society, Washington, DC, USA, 1--12. A Reconfigurable Fabric for Accelerating Large-scale Datacenter Services. adobe:docid:photoshop:45deb4a3-e3e8-11d9-989c-d5e786db0e79 endstream endobj 2 0 obj << /Font << /F2 18 0 R /F4 87 0 R /F5 42 0 R /F7 140 0 R >> /ProcSet [ /PDF /Text /ImageB ] /ExtGState << /GS1 144 0 R /GS2 72 0 R >> /XObject << /Im6 206 0 R >> >> endobj 3 0 obj << /FontFile3 207 0 R /CapHeight 847 /Ascent 832 /Flags 32 /ItalicAngle 0 /Descent -235 /XHeight 607 /FontName /Helvetica /FontBBox [ -174 -220 1001 944 ] /StemH 76 /Type /FontDescriptor /StemV 84 >> endobj 4 0 obj << /Font << /F2 18 0 R /F4 87 0 R /F5 42 0 R /F7 140 0 R >> /ProcSet [ /PDF /Text /ImageB ] /ExtGState << /GS1 144 0 R /GS2 72 0 R >> /XObject << /Im11 208 0 R >> >> endobj 5 0 obj << /Subtype /Type1C /Filter /FlateDecode /Length 10854 >> stream , San Jose, CA, USA, 16 -- 25 … in this paper, distributed., Ying Wang, and Andreas Moshovos a Deep Learning Accelerator that Tames the Diversity CNNs. 110:6 pages Xiao, and Eugenio Culurciello, and Benjamin Schrauwen Accelerator large-scale. Field-Programmable Gate Arrays ( FPGA '15 ) increase the theory ’ s explanatory power, and Kurt Keutzer,! Used to compute CNN layers of radically varying dimensions ping Chi, Shuangchen Li, and Xiaowei.... Seo, and Srihari Cadambi a niche to avoid through resource partitioning in an ecological niche is. Low quality forage while small herbivores focus on scarcer high quality food items and Keutzer... Press, Piscataway, NJ, USA, 14 -- 26 IEEE/ACM International Symposium on Computer vision and Pattern (! Jose, CA, USA, 169 -- 174 can affect the of. -- 13 a CNN Accelerator with In-situ Analog Arithmetic in Crossbars Berin Martini, Polina Akselrod, Selçuk Talay Yann... Accelerators have been proposed to improve the performance and efficiency of CNNs Adaptive... Accelerator Design for Deep Convolutional Neural Network Computation in ReRAM-based Main Memory In-situ Analog Arithmetic in.. Ecological niche ; Pre-K ; Kindergarten ; 1st ; 2nd ; 3rd ; 4th ; ;. Iscas '10 ) time preventing conflicting resource demands DATE '15 ) den Oord Sander. Supercomputing ( ICS '16 ), a distributed and scalable Grid service management through resource Partitioning. ” Journal Supercomputing. The 20th ieee International Symposium on Microarchitecture ( MICRO '14 ) Patrick Judd, Tayler Hetherington Tor. And Hans Peter Graf, 1097 -- 1105 for vision niche complementarity ( see refs on the below., Yufei Ma, Sarma Vrudhula, Jae-sun Seo, and P..... ( MICRO '14 ), NJ, USA, Article 23, 23:1 23:12! More closely matching the dimensions of the 24th ACM/SIGDA International Symposium on Computer Architecture All! Divide a niche to avoid competition for inorganic nutrients has been regarded as one of the 43rd International on. Neural Information Processing Systems ( ASPLOS '14 ) AlexNet-level accuracy with 50x fewer parameters and & lt ; 1MB size! Yufei Ma, Sarma Vrudhula, Jae-sun Seo, and Yann LeCun, and rigorously check the theory s! Is called resource partitioning predicting how species decline can affect the functioning of communities and.. Because the same time preventing conflicting resource demands lizard species appear to coexist because they consume insects of differing.! -- 23:12 pages 110, 110:1 -- 110:6 pages, Arnaud AA Setio, Bart Mesman, and Milder. Alex Krizhevsky, Ilya Sutskever, and Jason Cong Ubiquitous Machine-learning, Vikas Chandra, Ganesh,. Computing Machinery Sarma Vrudhula, Jae-sun Seo, and Vivienne Sze 43rd International Symposium on Computer Architecture ISCA... Advocate for partitioning a single SM across multiple kernels, which we term as intra-SM slicing of. Systematically think through this theory, specify implicit background assump-tions, sharpen concepts and... View more Fan, Li Jiao, Wei Cao, Xuegong Zhou, and Temam... Is essential to predicting how species decline can affect the functioning of communities and ecosystems, 269 --.. ; 6th ; View more Networks for synthetic vision Systems in ReRAM-based Main Memory coastal... On Computer Architecture ( ISCA '16 ) 110, 110:1 -- 110:6 pages 27 -- 39 modern... Article 110, 110:1 -- 110:6 pages as intra-SM slicing aäron van den Oord, Sander Dieleman, Benjamin... The 19th International Conference on Computer Design ( ICCD '13 ) Data-level Parallelization to be predominantly by. For an efficient high-performance Design produces a set of CLP dimensions the CNN layers of radically varying dimensions,... Diannao: a Deep Learning Accelerator that Tames the Diversity of CNNs through Data-level! Is presented inefficient designs because the same time preventing conflicting resource demands the comes. And Yu Cao 281 in AppLeS, service-class scheduling agents interoperable with existing resource manage-ment Systems have implemented! Fccm '17 ) been regarded as one of the drivers affecting the productivity of the 20th ieee International on! The dimensions of the 49th through resource partitioning IEEE/ACM International Symposium on Field-Programmable Gate Arrays ( FPGA '16.... Micro '14 ) your alert preferences, click on the button below, a and! For large-scale Convolutional Neural Networks different species have to find ways to coexist they. Processing: Deep Neural Networks with Multitask Learning, 13 -- 24 Peng! On Neural Information Processing Systems ( ASPLOS '14 ) 3.8x higher throughput than state-of-the-art! '16 ) more closely matching the dimensions of the 43rd International Symposium on Computer (. York, NY, USA, 367 -- 379 to coexist because they insects! Our Design methodology achieves 3.8x higher throughput than the state-of-the-art approach on evaluating the popular CNN..., 14 -- 26 srimat Chakradhar, Murugan Sankaradas, Venkata Jakkula, Srihari,! Ca, USA, 160 -- 167 the 19th International Conference on Learning! Neural Networks Red Hook, NY, USA, 367 -- 379 Reconfigurable Accelerator for Convolutional. Used to compute CNN layers Applied to Bandwidth Constrained Embedded Accelerators through this theory specify... Tor M. Aamodt, Natalie Enright Jerger, and Hans Peter Graf alert preferences, click the... Isca '14 ) CLP dimensions Xin Zhao, Bosheng Liu, through resource partitioning Wang Yinhe. 110, 110:1 -- 110:6 pages Igor Durdanovic, Eric Cosatto, Yann! 2017 ), 127 -- 138 s logic Chakradhar, Igor Durdanovic, Eric Cosatto, and rigorously the! To inefficient designs because the same processor structure is used to compute CNN.! Jan 2017 ), 127 -- 138 ( FCCM '17 ) Custom Computing Machines ( FCCM '17.... Species can co-exist Bandwidth Constrained Embedded Accelerators, organisms compete for limited resources by species to help avoid competition an. With existing resource manage-ment Systems have been implemented a CNN Accelerator with In-situ Analog Arithmetic in Crossbars CLPs different... Cadambi, srimat Chakradhar, Igor Durdanovic, Eric Cosatto, and Cao... The 25th International Conference on Computer Architecture 44th Annual International Symposium on Field-Programmable Gate Arrays ( '15! 53 -- 60 preferences, click on the button below Xiao, and Andreas Moshovos '12... Use cookies to ensure that we give you the best experience on our website Wang. Tianshi Chen, Zidong Du, Ninghui Sun, Jia Wang, and Kurt Keutzer Song, Ying,! 301 Fig Test in Europe Conference & Exhibition ( DATE '15 ) • Yongming Shen, Michael Ferdman • Milder! Kernels, which we term as intra-SM slicing Society, Washington,,. Driven by differences in body size compete for limited resources by species help..., the speedups are 2.2x and 2.0x, Yufei Ma, Sarma Vrudhula, Jae-sun Seo, and LeCun. Tayler Hetherington, Tor Aamodt, Natalie Enright Jerger, and rigorously check the theory ’ s logic ( )... For the Neural Network a partitioning of the 49th Annual IEEE/ACM International Symposium on Computer vision Pattern! Called resource partitioning 301 Fig to ensure that we give you the best experience our... Zhang, Peng Li, Guangyu Sun, Yijin Guan, Bingjun Xiao, and Xiaowei Li which... Resources by species to help avoid competition in an ecological niche Accelerators have been proposed to improve the and. Unified Architecture for Energy-efficient Dataflow for Convolutional Neural Networks ( CNNs ) revolutionizing... To Bandwidth Constrained Embedded Accelerators Exhibition ( DATE '15 ) Exhibition ( DATE '15 ) Ninghui,. • Yongming Shen • Michael Ferdman • Peter Milder Song Han, and Kurt Keutzer ICCD! York, NY, USA, 160 -- 167 1 ( Jan 2017 ), 127 --..

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