二進位加權神經網路推理的 FPGA 加速
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
ARCHITECTURAL CONCEPTS
NVMe High-Speed Data Capture and Recorder
The Data Capture and Recording Challenge
There are many streaming data sources customers want to capture or record, but achieving this at high speed (100+ Gb/s) is challenging—that is where we can help!
What sensor inputs are possible?
Any sensor data that can be transported via ethernet frames can be captured and recorded by BittWare’s Data Capture and Recorder architectural concepts.
This can include video, RF or virtually any other sensor or network data.
Do you need analog conversion to or from digital? Our RFX-8440 card might be an excellent fit!
What do we mean by Data Capture?
For Data Capture (concepts #1 and #2 below), sensor data passes through the FPGA and CPU to host DDR4 DRAM memory.
The capture depth is typically limited to seconds for high data rates. DDR4 DRAM is relatively expensive.
What do we mean by Data Recorder?
Processed or raw sensor data can also be recorded on disk. We present several recorder architecture concepts as shown below.
Data Capture and Recorder Architectural Concepts
Click on a Concept to Jump to Details:
Concept #1: Capture
概述
The smallest and least complex architectural approach is to capture sensor data straight to host memory. Software on the host schedules the data for processing by multiple CPU cores.
Click here to learn more about Data Capture in our white paper.
Key Points
- Quickly take advantage of PCIe Gen 4 and 5 as they emerge
- The smallest and least complex architecture
- Capture buffer size limited to host memory capacity
- Some BittWare cards have support for PCIe expansion that can add capture bandwidth
Interested in learning more?
Concept #2: Capture and Record
概述
The simplest architecture to record at high bandwidth, this approach extends the Data Capture of concept #1 by enabling the data captured in host memory to be streamed out to storage devices for recording
Key Points
Capture & Record data beyond the limits of host DDR memory capacity
No limit to the number of NVMe drives – enables easy capacity expansion
Maximum recording rate a function of the storage array’s maximum streaming write bandwidth
Interested in learning more?
Concept #3: Direct Record to Disk
概述
In this architecture, the FPGA PCIe card streams data into the NVMe array on the same PCIe root complex as the CPU. This allows data flow to bypass host memory under software control while minimizing CPU impact.
Key Points
Avoids the complexity and expense of FPGA direct-attached NVMe
Enable the use of an external NVMe JBOD box connected to the host through a PCIe expansion card
Leverages Linux p2pmem (newer kernels)
Interested in learning more?
Concept #4: NVMe Over Fabric Recorder
概述
In this architecture, the FPGA sends the sensor data directly to a network-attached commercial NAS server via NVMe-oF.
Key Points
Allows use of commercial NAS Servers
This concept leverages NVMe-oF inside the FPGA
Most commercial NAS servers are limited to under 100 Gb/s for sustained line rates
This concept takes the most resources inside the FPGA
Interested in learning more?
想要瞭解更多詳情？
Data Capture White Paper and App Note
Learn more about 100G Data Capture with our white paper and download the detailed App Note describing its operation. You can also download the Capture project on the Developer website.
Ready to Learn More?
Details on our NVMe High-Speed Data Capture and Recorder are available upon request. Get in touch with us to learn more!
