Geared up with as much as eight AMD Discipline-Programmable Gate Arrays (FPGAs), AMD EPYC (Milan) processors with as much as 192 cores, Excessive Bandwidth Reminiscence (HBM), as much as 8 TiB of SSD-based occasion storage, and as much as 2 TiB of reminiscence, the brand new F2 cases can be found in two sizes, and are able to speed up your genomics, multimedia processing, massive information, satellite tv for pc communication, networking, silicon simulation, and dwell video workloads.
A Fast FPGA Recap
Right here’s how I defined the FPGA mannequin after we previewed the primary technology of FPGA-powered Amazon Elastic Compute Cloud (Amazon EC2) cases
One of many extra attention-grabbing routes to a customized, hardware-based answer is called a Discipline Programmable Gate Array, or FPGA. In distinction to a purpose-built chip which is designed with a single operate in thoughts after which hard-wired to implement it, an FPGA is extra versatile. It may be programmed within the subject, after it has been plugged in to a socket on a PC board. Every FPGA features a fastened, finite variety of easy logic gates. Programming an FPGA is “merely” a matter of connecting them as much as create the specified logical capabilities (AND, OR, XOR, and so forth) or storage parts (flip-flops and shift registers). In contrast to a CPU which is actually serial (with just a few parallel parts) and has fixed-size directions and information paths (usually 32 or 64 bit), the FPGA will be programmed to carry out many operations in parallel, and the operations themselves will be of virtually any width, massive or small.
Since that launch, AWS prospects have used F1 cases to host many various kinds of purposes and providers. With a more moderen FPGA, extra processing energy, and extra reminiscence bandwidth, the brand new F2 cases are a good higher host for extremely parallelizable, compute-intensive workloads.
Every of the AMD Virtex UltraScale+ HBM VU47P FPGAs has 2.85 million system logic cells and 9,024 DSP slices (as much as 28 TOPS of DSP compute efficiency when processing INT8 values). The FPGA Accelerator Card related to every F2 occasion supplies 16 GiB of Excessive Bandwidth Reminiscence and 64 GiB of DDR4 reminiscence per FPGA.
Contained in the F2
F2 cases are powered by third technology AMD EPYC (Milan) processors. Compared to F1 cases, they provide as much as 3x as many processor cores, as much as twice as a lot system reminiscence and NVMe storage, and as much as 4x the community bandwidth. Every FPGA comes with 16 GiB Excessive Bandwidth Reminiscence (HBM) with as much as 460 GiB/s bandwidth. Listed below are the occasion sizes and specs:
Occasion Identify | vCPUs |
FPGAs |
FPGA Reminiscence HBM / DDR4 |
Occasion Reminiscence |
NVMe Storage |
EBS Bandwidth |
Community Bandwidth |
f2.12xlarge | 48 | 2 | 32 GiB / 128 GiB |
512 GiB | 1900 GiB (2x 950 GiB) |
15 Gbps | 25 Gbps |
f2.48xlarge | 192 | 8 | 128 GiB / 512 GiB |
2,048 GiB | 7600 GiB (8x 950 GiB) |
60 Gbps | 100 Gbps |
The high-end f2.48xlarge occasion helps the AWS Cloud Digital Interface (CDI) to reliably transport uncompressed dwell video between purposes, with instance-to-instance latency as little as 8 milliseconds.
Constructing FPGA Functions
The AWS EC2 FPGA Improvement Package comprises the instruments that you’ll use to develop, simulate, debug, compile, and run your hardware-accelerated FPGA purposes. You possibly can launch the package’s FPGA Developer AMI on a memory-optimized or compute-optimized occasion for growth and simulation, then use an F2 occasion for remaining debugging and testing.
The instruments included within the developer package assist quite a lot of growth paradigms, instruments, accelerator languages, and debugging choices. No matter your alternative, you’ll in the end create an Amazon FPGA Picture (AFI) which comprises your customized acceleration logic and the AWS Shell which implements entry to the FPGA reminiscence, PCIe bus, interrupts, and exterior peripherals. You possibly can deploy AFIs to as many F2 cases as desired, share with different AWS accounts or publish on AWS Market.
In case you have already created an utility that runs on F1 cases, you have to to replace your growth surroundings to make use of the most recent AMD instruments, then rebuild and validate earlier than upgrading to F2 cases.
FPGA Situations in Motion
Listed below are some cool examples of how F1 and F2 cases can assist distinctive and extremely demanding workloads:
Genomics – Multinational pharmaceutical and biotechnology firm AstraZeneca used 1000’s of F1 cases to construct the world’s quickest genomics pipeline, capable of course of over 400K complete genome samples in underneath two months. They are going to undertake Illumina DRAGEN for F2 to comprehend higher efficiency at a decrease value, whereas accelerating illness discovery, analysis, and remedy.
Satellite tv for pc Communication – Satellite tv for pc operators are transferring from rigid and costly bodily infrastructure (modulators, demodulators, combiners, splitters, and so forth) towards agile, software-defined, FPGA-powered options. Utilizing the digital sign processor (DSP) parts on the FPGA, these options will be reconfigured within the subject to assist new waveforms and to satisfy altering necessities. Key F2 options comparable to assist for as much as 8 FPGAs per occasion, beneficiant quantities of community bandwidth, and assist for the Information Plan Improvement Package (DPDK) utilizing Digital Ethernet can be utilized to assist processing of a number of, complicated waveforms in parallel.
Analytics – NeuroBlade‘s SQL Processing Unit (SPU) integrates with Presto, Apache Spark, and different open supply question engines, delivering sooner question processing and market-leading question throughput effectivity when run on F2 cases.
Issues to Know
Listed below are a few remaining issues that it’s best to know concerning the F2 cases:
Areas – F2 cases can be found right now within the US East (N. Virginia) and Europe (London) AWS Areas, with plans to increase availability to extra areas over time.
Working Techniques – F2 cases are Linux-only.
Buying Choices – F2 cases can be found in On-Demand, Spot, Financial savings Plan, Devoted Occasion, and Devoted Host kind.
— Jeff;