Category: Article

Article FPGA Neural Networks The inference of neural networks on FPGA devices Introduction The ever-increasing connectivity in the world is generating ever-increasing levels of data. Machine learning, when applied correctly, can learn to extract patterns and interactions within this data. FPGA technology can help.  Machine learning is a branch of

Efficient Sharing of FPGA Resources in oneAPI Building a Butterfly Crossbar Switch to Solve Resource Sharing in FPGAs The Shared Resource Problem FPGA cards usually have many high-performance memory and I/O interfaces.   No built-in cache No hardcode arbitration logic Large FPGAs, such as the Stratx 10 and Agilex series

White Paper Comparing FPGA RTL to HLS C/C++ using a Networking Example Overview Most FPGA programmers believe that high-level tools always emit larger bitstreams as the “cost” for the higher productivity. But is this always true? In this paper we show a real-world example where we created a common network

White Paper FPGA Acceleration of Convolutional Neural Networks Overview Convolutional Neural Networks (CNNs) have been shown to be extremely effective at complex image recognition problems. This white paper discusses how these networks can be accelerated using FPGA accelerator products from BittWare, programmed using the Intel OpenCL Software Development Kit. This paper then

White Paper FPGA-Accelerated NVMe Storage Solutions Using the BittWare 250 series accelerators Overview In recent years, the migration towards NAND flash-based storage and the introduction of Non-Volatile Memory Express® (NVMe™) have multiplied the opportunities for technology companies to “do storage” differently1. The rapid growth and diversity of real-time digital businesses

White Paper FPGA Acceleration of Binary Weighted Neural Network Inference One of the features of YOLOv3 is multiple-object recognition in a single image. We used this network because it was a more complex, sophisticated approach that would challenge the ability to adapt to a limited edge environment. Today’s FPGAs are

White Paper Building NVMe Over Fabrics with BittWare FPGA Solutions Overview Since the introduction of the Non-Volatile Memory Express (or NVMe) protocol, data center customers have broadly adopted this new technology, which brings higher performance and low latency to storage applications (Gupta, 2018). The feature set of NVMe has made

BittWare customer OVHcloud built a powerful anti-DDoS solution using FPGA technology, specifically the XUP-P3R card.

High-speed networking can make timestamping a challenge. Learn about possible solutions including card timing kits and the Atomic Rules IP TimeServo.