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We're making changes to how you buy HDD and flash products from the Western Digital family of brands.
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Need more information? Visit FAQs
We're making changes to how you buy HDD and flash products from the Western Digital family of brands.
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Need more information? Visit FAQs
We're making changes to how you buy HDD and flash products from the Western Digital family of brands.
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Need more information? Visit FAQs
We're making changes to how you buy HDD and flash products from the Western Digital family of brands.
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Machine Learning, Video Processing
Seamless Deployment, Broad Network Support, Power Efficient
Edge-based, Low Latency Video Transcoding Use Case
FPGA Powered Custom Acceleration
Machine Learning (ML) is fast becoming part of our everyday life. Western Digital has engineering projects investigating their uses in our products and processes. Given that data is the key to the learning, accuracy and intelligence of algorithms/networks, ML is a growing focus for us. Western Digital’s U.2 FPGA based card enables edge processing applications like machine learning inferencing and video transcoding. The solutions contains a FPGA based hardware board combined with various firmware configurations. A wide array of processing solutions can be supported for power conscious edge applications.
Machine Learning Inferencing is implemented on Western Digital’s U.2 FPGA based card coupled with Mipsology’s Zebra IP. This solution provides compelling performance in a power conserving form factor. Numerous popular networks are supported to enable seamless deployment. No retraining or pruning of your algorithms are required. This FPGA based solution is ideal for industrial automation, medical, smart cities and other edge based ML applications.
Western Digital’s U.2 FPGA based card can support a variety of processing accelerations at the edge. Xilinx’s application of the FPGA-based card can implement video transcoding. Encode and Decode of multiple H.264 or H.265 is supported. Resolution up to 4k@60fps are supported. This transcoding solution is available from Xilinx. The ordering part number from Xilinx is A-U2MA-P04G-PQG-021.
Often edge based applications are constrained both in terms of power and size. The Western Digital’s U.2 FPGA based card is compelling for a wide array of machine learning applications. Specially designed accelerators are becoming popular for their specific machine learning capabilities. Western Digital’s U.2 FPGA based card with Mipsology’s Zebra IP provides offload for traditional processors saving power and improving performance.
ZebraIP allows trained networks to run seamlessly for cloud trained implementations. The solution provides compelling performance/mWatt for edge-based machine learning inferencing applications.
Network | Performance (img/sec) |
---|---|
Inception V3 | 246 |
Inception V4 | 118 |
ResNet 50 | 479 |
ResNet 152 | 198 |
Yolo V1 | 66 |
Yolo V2 | 70 |
Yolo V3 | 30 |
Xilinx’s video transcoding solution using Western Digital’s U.2 FPGA based card offers low latency and power efficiency for the edge. The FPGA based card implements video transcoding when loaded with the Xilinx IP. Encode and Decode of multiple H.264 or H.265 can be implemented. Resolution up to 4k@60fps are supported. This transcoding solution is available from Xilinx. The ordering part number from Xilinx is A-U2MA-P04G-PQG-021. Order the IP and hardware from Xilinx or their approved distribution network.
For a wide variety of applications, FPGAs are commonly used to provide hardware based acceleration. Customers in finance, medical, defense and various industrial markets often leverage custom FPGA firmware to take advantage of the inherent low latency. The Xilinx Zynq based FPGA on Western Digital’s U.2 FPGA based card can be utilized by organizations who implement custom acceleration.
White Paper
A hybrid cloud, multi camera surveillance solution using machine learning analytics.