Zobrazeno 1 - 10
of 191
pro vyhledávání: '"Liguori, Vincenzo"'
Autor:
Liguori, Vincenzo
This paper discusses a simple and effective method for the summation of long sequences of floating point numbers. The method comprises two phases: an accumulation phase where the mantissas of the floating point numbers are added to accumulators index
Externí odkaz:
http://arxiv.org/abs/2406.05866
Autor:
Liguori, Vincenzo
This paper starts with a simple lossless ~1.5:1 compression algorithm for the weights of the Large Language Model (LLM) Llama2 7B [1] that can be implemented in ~200 LUTs in AMD FPGAs, processing over 800 million bfloat16 numbers per second. This fra
Externí odkaz:
http://arxiv.org/abs/2404.10896
Autor:
Liguori, Vincenzo
Bit Layer Multiplier Accumulator (BLMAC) is an efficient method to perform dot products without multiplications that exploits the bit level sparsity of the weights. A total of 1,980,000 low, high, band pass and band stop type I FIR filters were gener
Externí odkaz:
http://arxiv.org/abs/2403.01351
Autor:
Liguori, Vincenzo
This paper introduces two architectures for the inference of convolutional neural networks (CNNs). Both architectures exploit weight sparsity and compression to reduce computational complexity and bandwidth. The first architecture uses multiply-accum
Externí odkaz:
http://arxiv.org/abs/2012.06018
Autor:
Liguori, Vincenzo
This paper discusses three basic blocks for the inference of convolutional neural networks (CNNs). Pyramid Vector Quantization (PVQ) is discussed as an effective quantizer for CNNs weights resulting in highly sparse and compressible networks. Propert
Externí odkaz:
http://arxiv.org/abs/1911.10636
Autor:
Liguori, Vincenzo
This paper explores the use of Pyramid Vector Quantization (PVQ) to reduce the computational cost for a variety of neural networks (NNs) while, at the same time, compressing the weights that describe them. This is based on the fact that the dot produ
Externí odkaz:
http://arxiv.org/abs/1704.02681
Autor:
Liguori, Vincenzo
This paper shows how to reduce the computational cost for a variety of common machine vision tasks by operating directly in the compressed domain, particularly in the context of hardware acceleration. Pyramid Vector Quantization (PVQ) is the compress
Externí odkaz:
http://arxiv.org/abs/1603.09037
Autor:
Liguori, Vincenzo, Manno, Giorgio
Publikováno v:
Analele Universităţii Spiru Haret. Seria Jurnalism / Annals of Spiru Haret University. Journalism Studies. 20(2):158-167
Externí odkaz:
https://www.ceeol.com/search/article-detail?id=820497
Decadal evolution of coastline armouring along the Mediterranean Andalusia littoral (South of Spain)
Autor:
Manno, Giorgio, Anfuso, Giorgio, Messina, Enrica, Williams, Allan Thomas, Suffo, Miguel, Liguori, Vincenzo
Publikováno v:
In Ocean and Coastal Management May 2016 124:84-99
Autor:
Borg, Ruben Paul, Cavaleri, Liborio, Ferrotto, Marco Filippo, La Mantia, Francesco Paolo, Liguori, Vincenzo, Materials in the Next Decade
In quarrying activities, rock is extracted and transformed into aggregate of various sizes for civil engineering applications. In this process waste fine aggregates (dust waste) are generated. The disposal of this type of waste is a further cost in t
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=od______3549::c815569697e3e71323d3aa346e73ea04
https://www.um.edu.mt/library/oar/handle/123456789/84941
https://www.um.edu.mt/library/oar/handle/123456789/84941