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Add captio A global FPGA design contest held by Intel and Terasic, starting tomorrow! All FPGA developers can join the contest as teams and compete or join as a community member and vote! "The Innovate Asia, Nordic, and North America contests have inspired thousands of aspiring engineers to design, create, and innovate. This year, these regional events have been combined into a single global contest – Innovate FPGA – where teams from around the world compete as they invent the future of embedded compute with Terasic and Intel. The competition is open to everyone including students, professors, makers, and industry. Teams can showcase their creativity and innovation with actual results and real-world designs. Eligible teams will receive a FREE DE10-Nano development kit!"

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Men marry women wishing they will never change, but they do. Women marry men wishing they will be able to change them, but they don't. When I was young, even during my University studies, I was a real disaster in anything related to order and tidiness. My room was always a mess. Whenever my mother or any other would try to change my ways (even a little bit), I would say what many like me love to say: - "In the disorder, I know where everything is. When my mother makes some order, I can't find anything". And to demonstrate that the half-joke at the beginning of this article is not true, I must say that I changed a lot since I married. My home won't appear in a decoration magazine, but it is not close at all to my young-days' complete-mess room. The other reason I have to train me all the time to be a more tidy person is that I work in FPGA design. So if you are rolling your eyes thinking that order has nothing to do with design, and I'd better publi...

In the  first article of this series , we defined what an HW arbiter is. In this entry of the tutorial, we will see a simple implementation of a VHDL arbiter. The arbiter of this example has three request inputs and three grant outputs. It has a fixed priority for the masters. The lower the master number, the higher its priority. The block also has a  busy  signal. Arbitration of the bus is done only while it is inactive. If the bus has already been granted to an agent, even if a bigger priority master requests the bus, the current transaction must complete before the arbiter grants the bus to another master. Continue reading…

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Many times I find myself in the need of generating data for testing. We need data for verification, either done on simulation or on the real target. One easy way to test our system is to generate data vectors on RAM. Altera RAM IP includes the ability to initialize RAM contents during power-up by means of a .hex file. One problem of the .hex file format is that it is quite unreadable for humans. Altera came to our rescue with the .mif format, which is text based and very easy to understand. The application I present below initializes a memory (generating an .hex file). The size and width of the memory are parameters. The Matlab application generates both a init_mem.mif and a init_mem.hex file. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 %------------------------------------------- % Generate Parameters ram_size = 256 ; % In words word_size = 16...

What is an arbiter? What is an arbiter? An arbiter is a very common block used on HW designs. I think I can find the best example of an arbiter at home. When my two kids were teenagers, I had only one car. On Friday and Saturday evenings, there was usually a conflict over who got to use the car. Usually, it was on me to decide (arbiter) who got the car. Not an easy task. (I still have only one car. It just happens that my kids are not teenagers anymore, and praise the Lord, they have their own cars). Continue reading...  

The concept of machine learning is not new. Attempts at systems emulating intelligent behavior, like expert systems, go as far back as the early 1980's. And the very notion of modern Artificial Intelligence has a long history. The name itself was coined at a Dartmouth College conference (1956), but the idea of an "electronic brain" was born together with the development of modern computers. AI as an idea accompanies us from the dawn of human history. Three latest development are pushing forward "Machine Learning": Powerful distributed processors Cheap and high volume storage High bandwidth interconnection to bring the data to the processors As in many other fields, development of Machine Learning is also seeing development on algorithms that take advantage of the new hardware capabilities. There are four types of algorithms used in machine learning: Supervised - The vast majority of systems today. These systems are 'trained' based on past d...

Guinness is a GUI based framework that includes both a training on a GPU, and a bitstream generation for an FPGA using the Xilinx SDSoC. This tool uses the Chainer deep learning framework to train a binarized CNN. Also, it uses optimization techniques for an FPGA implementation. Compared with the conventional FPGA realizations, although the classification accuracy is 6.5% decayed, the performance is 2.45 times faster, the power efficiency is slightly better, and the area efficiency is 2.68 times better. Compared with the ARM Cortex-A57, it is 136.8 times faster, it dissipates 3.1 times much power, and its performance per power efficiency is 44.7 times better. Also, compared with the Maxwell embedded GPU, it is 4.9 times faster, it dissipates 1.3 times much power, and its performance per power efficiency is 3.8 times better.  Details are shown in following papers: [Nakahara IPDPSW2017] H. Yonekawa and H. Nakahara, "On-Chip Memory Based Binarized Convolutional Dee...