Since its introduction in November 2015, Open-NFP has hosted 50+ open research and development projects from academia and industry. Relevant software and sample datapath libraries are hosted on GitHub, enabling collaborative development across distributed teams. The organization’s website is designed to be a common repository of open source networking datapath P4/C application code and research papers.

Smart Network Platform for SDN and NFV

Konkuk University - DMS Group

In this project, we research Smart Network Platform. The smart network platform consists of “smart controller”, “smart network app store”, and “smart gateway”.

The smart controller manages network device in organization. and provides UI to the user to manage. “Smart controller” manages network devices in an organization in a center and it provides management UI and API to administrator. “Smart Network App Store” provides various network apps to the administrator such as CCN(Content Centric Network), Firewall, Loadbalancer, DLP(Data Loss Protection, QoS(Quality of Service) or applications. “Smart Gateway” is a end point network appliance provides network oriented platform to execute smart apps(as described above) which supports real-time and high performance packet processing and provides user-friendly API sets to network application developers.

In this project, we are planning to use SmartNIC as an CCN offloading platform which implements UDP and TCP offloading for specific CCN protocol and we hope to implement NVMe(Non-Volatile Memory express) light-weighted device driver on SmartNIC using MicroC language.

Development of Universal Programmable Gateway using P4 and SmartNIC

Korea University - School of Electrical Engineering

With emergence of diverse wired/wireless technologies, numerous stand-alone gateways are deployment for their interworking, which can increase CAPEX/OPEX due to the non-trivial implementation overhead and the inconsistent management policy. We argue that a universal programmable gateway can be implemented by means of fully-programmable chips or NICs in the relevant programming languages and consistent gateway management can be achieved by means of SDN. As an initial trial, we will implement a programmable IPv4/IPv6 proxy gateway to which network operators can enforce control policies by SDN. We will develop a P4 program to translate multiple protocol stacks over SmartNICs and an interworking module with the SDN controller.

Research on Networking Functions in P4

Cape City Command

Telemetry research for networking applications

P4 Performance Evaluation

Technical University of Munich

We plan to do a performance evaluation of different P4 implementations/devices. We want to get an understanding how different approaches (software/hardware/FPGA) behave and try to identify potential bottlenecks.

Load Balancer Dataplane Offload

Yale University - Department of Computer Science

Load balancing is widely deployed in large web and cloud service infrastructure to map an application with a virtual IP address (VIP) to a server pool with multiple direct IP addresses (DIPs). Building load balancing function faces two major challenges: (1) With rapid traffic growth in data centers, how to support full bisection traffic with low latency; (2) With constantly changing data centers, how to provide the per-connection consistency that always map a connection to the same DIP?

Many data centers today use software load balancers (SLBs), which cannot scale to full bisection traffic with low cost. In this project, we propose to maintain per-connection state at the Netronome card and processes every packet of a VIP connection in the data plane. The design of using Netronome card inherits all the benefits of high-speed low-cost data plane packet processing such as high throughput, low latency and latency variation, and better performance isolation, while ensuring per-connection consistency during DIP pool changes. We build a prototype on Netronome card using P4 and evaluate the performance over different cluster size.

Sonata Network Telemetry System

Princeton University - Department of Computer Science
Sonata is a query-driven network telemetry system that uses a uniform query interface to drive the joint collection and analysis of network traffic. It takes advantage of two emerging technologies---streaming analytics platforms and programmable network devices---to facilitate joint collection and analysis.

Sonata lets network operators express telemetry tasks as declarative queries applying dataflow operators, like map/reduce, over packet tuples. Its runtime determines the best plan for executing these queries----executing a subset of operators in the data plane, thus reducing the number of packet tuples processed by the stream processor for analysis; and iteratively refining the input query to winnow out the uninteresting traffic for each query, thus reducing the state required in the data plane. We plan to use the Netronome SmartNICs to execute the subset of dataflow operators over the packet tuples at line rate before sending the processed tuples to the stream processor for further processing.

Flexibility and Hardware Acceleration in SDN

TNO, Netherlands Organisation for Applied Scientific Research

In this project, we will evaluate the capabilities of the Netronome cards to allow for a flexible and hardware accelerated packet matching & processing at the access layer of a programmable network. We will evaluate to what extent this framework enables easier deployment of new technologies (e.g., ICN) or help to address security aspects in IoT context.

  • P.W. Zuraniewski

Functional and Performance Evaluation of P4

Airbus Group - Airbus Group Innovations

P4 ( is a domain specific programming language to easily define the data plane of network components. In this project, P4 will be used to program switches for various proprietary protocols, based on the Netronome Agilio NICs. Besides functional testing, the performance, in terms of throughput and latency, will be compared to other P4 implementations.

  • Fabien Geyer, Max Winkel

SDN Application to Existing Government Network Infrastructure

The Mitre Corporation

Because of growing and changing business requirements, the commercial industry has aggressively begun deploying Software Defined Networking (SDN) as a means towards increased control and rapid reconfiguration of network infrastructure. The government enterprise also needs the ability to rapidly change network infrastructure due to changing and evolving mission requirements especially with the introduction of new cybersecurity requirements. The purpose of this project is to develop a testbed allowing us to explore how high performance network interface cards such as the Agilio Smartcard from Netronome could be introduced into existing government network systems enabling limited SDN capability as a transitional step towards a more complete SDN solution of the future. By placing the Agilio Smartcard within existing servers and other key locations within the network as black-boxes, we want to explore the viability of deploying following key SDN capabilities on-demand: network traffic monitoring, watermarking, deep-packet inspection, load balancing, network security, etc.

  • Paul Budwal

Programming Information-Centric Data-Planes in P4

University of Luxembourg - SEDAN Research Group

Over a decade of research on Information-Centric Networking (ICN) has produced insights about designing content-oriented network layers. However, proposed software implementations of ICN routers are often tied to a specific hardware platform, thus they are hard to share with and be re-used by the research community. This situation slows down the progress of the research field, limits deployments of existing solutions and creates interoperability issues among those. Instead, today's emerging fully-programmable switch chips and NICs and the related high-level programming languages (P4) promise to build a common ground where the potential of the ICN paradigm can be easily showcased to a broader audience. Therefore, this project aims to explore how the P4 language and the compatible targets may be leveraged to run ICN behaviors in the data-path.

Network Traffic Analysis Platform

Innovation Institute for Future Networks - SDN Lab

The purpose of this project is to construct a Big-Data analysis platform of network traffic based on P4 technology to analyze the datas such as DNS data, TCP / UDP meta-data, DDoS attack data, etc. Using the programmable data plane and P4 language abstraction model, it is possible to statistically analyze the specified characteristics of the traffic during the forwarding process.You can use ONOS open-source controller to dynamically schedule traffic of data plane, and import it on the ELK large data analysis platform. Through the Big-Data analysis technology in the network traffic monitoring and analysis application scene, with a view to comprehensively enhance the network visibility and security.

  • Yang Shuai

Traffic Management in Optical Networks

Titan Photonics

This is a software development effort to prototype a traffic manager in P4. The code will be running within the Linux stack on a CX family Agilio SmartNIC. The code Titan Photonics will compile is a patented network application currently running on an x86 host.

  • Serdar Kiykioglu

SDT - Software-Defined Tester with P4/C

Fujitsu Advanced Technologies - Embedded System Development Department

To ensure the reliable and stable SDN/NFV services, high performance and flexible network measurement technology is essential. In this project, we develop packet generator and analyzer on general purpose x86 server with Netronome NIC. The challenge is to develop NPU software with P4/C, and we will provide wire speed, flexible and low cost tester for SDN/NFV.

  • Tetsuo Ehara

Performance Evaluation Of Hardware-Accelerated SDN And NFV

Beijing Institute of Technology - Network Architecture, System and Security Lab. (NASS)

This project is to provide a high-performance and scalable name-based data plane for future Internet architecture, like named data networking (NDN) and ADN (application driven network). The data plane is implemented on Netronome Agilio SmartNIC platform, aiming to achieve 40-100Gb/s wire-speed performance. The group is one of the key contributors to an open source project of NDN project, namely NDN forwarding daemon (NFD), and now moves forward to port NFD to Netronome for high performance. Our goal is to show that the data plane of further Internet architectures can be efficiently supported by current IP-spired accelerators.

Runtime Reconfiguration with P4 Virtualization

University of Utah - FLUX Research Group

We will explore a portable and dynamic solution for virtualizing a P4-programmable data plane. We develop a P4 program that can emulate other P4 programs, permitting runtime-reconfigurable network functions, function composition and network slicing.

Seamless Elasticity in NFV Environments with Heterogeneous Hardware Infrastructures

Technische Universitaet Darmstadt - Peer to Peer Systems Engineering Lab

For the purpose of scale in/out operations or instance relocation, state migration mechanisms for virtualized network functions (VNFs) are required. Besides the naive "stop-transfer-start" approach, which commonly leads to serious service interruption, techniques for "seamless" state migration like VM memory delta transmission are in use for a while now, and recently, mechanisms like deterministic replay or packet duplication have been proposed to cope with the commonly high I/O load of VNFs.

In this project, we have designed and now evaluate a novel mechanism that only transfers "statelets", byte vectors that only carry the information in a packet relevant for state change, instead of duplicated packets with unnecessary payload. The statelets allow a full deterministic replay at the destination, but reduce the dataplane utilization for state synchronization by up to 96%.

With the network processors, we plan to evaluate state migration and elastic redistribution between heterogeneous NF instance types (e.g. x86-based PCs and network processors), depending on the current performance demand. In a related sub-project, we also evaluate if and how devices (cards/switches) with NPUs could be also used to pre-split flows into their simple (accelerated) or complex (x86/ARM) part on the dataplane.

Comparison of datapath acceleration methods using Netronome SmartNIC

Toyota Info Technology Center

Demand to define data plane behavior to accelerate various workloads specific to each use case is growing. The purpose of this project is to elaborate different approaches of datapath acceleration (such as OVS, SmartNIC programmability, P4), and check feasibility of each approach from various point of views such as datapath flexibility, ease to program, ease to operate.

Traffic Measurement and Anomaly Detection as an NFV Service

New York University Tandon School of Engineering - High Speed Networks Lab

In this project, we aim at detecting abnormal, and potentially malicious behavior in large-scale data centers by monitoring traffic patterns. The scope of this work is not restricted to network failures, instead, we aim at detecting anomalous behavior caused by distributed applications, hardware failures, and potential misconfigurations. Our ultimate goal is to identify the root cause of detected threats and confine their damage to the network by using various mitigation techniques.

To evaluate our design we are building a testbed with tens of X86-based servers connected to commodity switches and we rely on smart NICs to monitor the traffic and detect potential abnormal patterns.

Switch-Level Network Security

University of Pennsylvania - Distributed Systems Laboratory

Software Defined Networks (SDNs) are an appealing platform for network security applications. However, existing approaches to building security applications on SDNs are not practical because of performance and deployment challenges. Network security applications often need to analyze and process traffic in more advanced ways than SDN data plane implementations, such as OpenFlow, allow. Much of an application ends up running on the centralized controller, which forms an inherent bottleneck. We are researching frameworks that allow security applications to dynamically push parts of their logic down to switches, where application-dependent processing and monitoring can execute closer to the data plane at a rate much closer to line speed. We built a system that leverages switch CPUs (Enabling Practical Software-defined Networking Security Applications with OFX, NDSS 2016), and are now extending our work to support next-generation P4 platforms, such as the Netronome Agilio SmartNICs.

Software-Defined Multicast with P4

Technische Universitaet Darmstadt - Peer to Peer Systems Engineering Lab

The increasing amount of over-the-top (OTT) live streams and the lack of global network layer multicast support poses challenges for a scalable and efficient streaming over the Internet. Content Delivery Networks (CDNs) help by delivering the streams to the edge of almost every Internet Service Provider (ISP) network of the world but usually also end there. From there on, the streams are to be delivered to the clients using IP unicast, although an IP multicast functionality would be desirable to reduce the load on CDN nodes, transit links, and the ISP infrastructure. IP multicast is usually not available due to missing control and management features of the protocol. To tackle this problem, we developed Software-Defined Networking-based cross-layer approach, called Software-Defined Multicast (SDM). SDM is a one-to-many network service with multicast efficiency and unicast packet semantics. SDM has been investigated using OpenFlow-based implementations. We will explore how the P4 protocol can be used to increase the efficiency and flexibility of SDM.

Proactive Network-Based Security

Mimir Networks

Mimir Networks is investigating methods in Software Defined Networking (SDN) to advance the state of the art for proactive network based security. Distributed Denial of Service (DDoS) and Advanced Persistent Threats (APT) have evolved past the point of traditional mitigation and need to be pushed deeper into the network layers to allow for scalability to keep pace with the rapid development of attack vectors.

We believe that benefits of adapting best practices around flow telemetry creation and attack mitigation into the SDN model will provide industry the ability to accelerate the response to ever evolving attacks techniques.

The Government of Canada contributes to the research at Mimir.

Data Plane Offloading for NFVs

Huawei Technologies USA - Innovation Center

NFV performance is a key for NFV to be deployed successfully in the Telco network. The purpose of the project is to check the feasibility of offloading some NFV functionalities such as firewall to the SmartNIC with a focus on latency, throughput and programmability.

  • Ming Li

Information-Centric Networking with P4

Huawei Technologies USA - Innovation Center

This project will explore the feasibility of realizing information-centric networking (ICN) protocols using the P4 framework on programmable data planes such as Netronome. ICN data planes, e.g. CCN/NDN and MobilityFirst, realizes a new network layer with several desirable features like name based routing, caching, security, multicasting and mobility features. These forwarders generally have multiple data structures to index cached content, aggregate requests and forwarding based on FIB rules. Depending on the protocol, these data structures also requires packet buffering feature during the resolution process, line rate buffer read/write and update to the forwarding data structures to realize ICN features. Through this project we will research to create an end-to-end application scenario where the network would contain both software based and P4 based ICN forwarders. 

  • Ravi Ravindran

Integrating OVS Offload and P4

Technion - Laboratory of Computer Communication and Networking

We investigate various ways to offload OVS dataplane. In particular we plan to focus on packet classification, traffic mirror and sample traffic mirror offload. For that, we are interested in an intelligent NIC that can be reprogrammed. We think that Netronome NIC’s ability to host a P4 program can help developing and investigating this offloaded functionality.

Performance Evaluation of Hardware-Accelerated SDN and NFV

University of Wuerzburg - Chair of Communication Networks

Institution: University of Wuerzburg

To cope with the increasing complexity in cloud data centers induced by novel services and increasing traffic demands, new mechanism for network management have emerged. Especially the concepts of software-defined networking (SDN), which separates the data from the control plane and Network Function Virtualization, which replaces classic middle box devices like firewalls with softwarized solutions are enjoying an increasing popularity.

Despite the increased flexibility and the lowered maintenance costs provided by these concepts, both approaches suffer from the main drawback of adding additional delay to every connection as the packets are processed in software.

In this project we investigate how hardware-accelerated approaches are able to mitigate this drawback. For this we conduct performance evaluations in varying scenarios with a focus on security applications and NFV placement.

  • Thomas Zinner, Nicolas Gray

Scalable and Portable Network Function Virtualization

University of Michigan - RobustNet Research Group

We will explore scalable and portable network function virtualization solutions that can boost the performance of next-generation data centers. We will utilize the capability of P4 to reconfigure the data plane and explore a wide range of security, monitoring and optimization algorithms for the data path at the network edge.

  • Z Morley Mao, Mehrdad Moradi

New Protocols for Connection Authentication


The project is a PoC where we want to authenticate user traffic on a per packet basis and forward (or drop) the packet based on the authentication header. A client application (similar to e.g. an OpenVPN client app) adds an authentication encapsulation header (similar to IPSEC AH) to each outgoing packet. It contains a Hash Message Authentication Code (HMAC). When the packet arrives at a P4 capable PE device of the service provider, the authentication header is parsed and the HMAC is verified (using a shared key that is negotiated at session start). When the integrity and authenticity of the packet is verified, the packet is forwarded to the associated service (L2 circuit, L3 VPN, etc). When the verification fails, the packet is dropped.

  • Ronald van der Pol

Line Rate Packet Processing

Genesis Tech Systems

The project will research the possible use of a Netronome ISA to perform packet processing at line rates. This will result in increased Internet bandwidth through the telecom access network over existing physical infrastructure.

  • Tom Hull

Flange: A domain specific language for network programming

Indiana University Bloomington - Department of Computer Science

Flange a tool for configuring complex networks declaratively. A Flange program states the goals a user has for the network. Flange programs must be compiled to a concrete network layer, much like C must be compiled to concrete hardware instructions. P4 is one compilation target.

  • Martin Swany

Measuring off load performance on telco applications

NTT Communications - NTT Communications Technology Department

The purpose of this project is to confirm offload feasibility for some of the Telco use cases, which helps wider use of software components in Telco environment with better programmability.

  • Tatsuo Mori

Temporal Reasoning for Network Acceleration

Cambridge University - Systems Research Group

Effectively combining performance with flexibility requires support in both hardware and software. Matching the capabilities of both is hard, and engineering solutions commonly rely on well-established interfaces and APIs such as a microprocessor's assembly language, an FPGA's bitstream format, or a network processor's API. We are exploring ways to unify these interfaces, in particular, to make it straightforward to build data center services that exploit programmable hardware as easily as traditional hardware, interoperating with existing services running on a range of platforms. Work supported by EPSRC grant references EP/K031724/2 and EP/K034723/1. 

Hardware-Accelerated NFV for DDoS

Carnegie Mellon University

At Carnegie Mellon, we are exploring a broad theme called "Software-Defined network security" investigating how recent advances in SDN and NFV can help dramatically improve the status quo in network security. This Open-NFP community-driven web portal may be useful with respect to several research threads we are currently exploring.

One such thread is to tackle the recent spate of advanced DDoS attacks. We are developing a system for flexible and elastic DDoS mitigation where the defenses can be adaptively changed as the attack strategies change. The goal will be to investigate the potential benefits of hardware-accelerated NFV functions in the context of DDoS defense.

This work is supported by funding from the Department of the Navy, Office of Naval Research, Intel Corporation and the National Science Foundation.

Reprinted with permission. © Carnegie Mellon University, 2015

Deep Data Plane Programmability for Telco Protocols

Fraunhofer FOKUS Institute - NGNI - Software-Based Networks

The purpose of the project is to check the feasibility of offloading fast path packet processing of traditional telco protocols to hardware using P4 protocol, with a focus on latency and performance in 5G networks. P4 serves as an alternative to more used OpenFlow which does not have support for the specific telco protocols. Additionally due to its flexibility, P4 paves path for future research and development of new datapath protocols, which have been a rarity since the lack of such standardized programmable hardware. This would promote the absolute white box concept in telco infrastructure and the openness towards a variety of protocols which was not possible in the proprietary hardware environment. A proof­ of concept will be implemented using the Fraunhofer FOKUS Open5GCore, a comprehensive mobile core network addressing the R&D towards future 5G network environments, through this providing a first prototype of deep programmable data path without requiring specific protocol support from the network card for offloading.

SENSS - Software-Defined Security Service

Information Sciences Institute - Deter Lab

SENSS - software-defined security service, is a framework that enables a victim network to request services from remote ISPs for traffic that carries source IPs or destination IPs from this network's address space. These services range from statistics gathering, to filtering or quality of service guarantees, to route reports or modifications. The SENSS service has very simple, yet powerful, interfaces. This enables it to handle a variety of data plane and control plane attacks, while being easily implementable in today's ISP. The project will create a network of nodes with large fanout, allowing larger variety of network architectures for SDN experiments to explore features needed in the dataplane on NFPs to support SENSS.

Hardware/Software Co-Design for High-Performance Monitoring

International Computer Science Institute - The ICSI Networking and Security Group

In high-volume network environments, the sheer packet load will often by far exceed what monitoring software running on commodity hardware can handle. We strive to solve this problem by extending networking hardware with new primitives which can be used by network monitoring software. We will create a feedback protocol allowing network hardware to signal information about the network state back to the monitoring system. Furthermore, we will create several mechanisms using this protocol, e.g., to push connection tracking and L4 protocol parsing into the SDN. We will explore the implementation of these primitives and signaling mechanisms on programmable network components built on Netronome Agilio ISAs.

Dynamic Traffic Engineering for Improved Network Security and Performance

The Johns Hopkins University Applied Physics Lab - Communication and Networking Systems Group

At JHU APL, we are working to improve the security and performance of networks by leveraging the tremendous traffic steering capability of SDN. By throwing out current routing and switching protocols and taking a clean sheet approach to redesigning how flows are assigned to forwarding paths, we aim to create a system that uses network resources much more efficiently and is significantly more responsive to feedback from network security analytics.

Reprinted with permission. © 2016 The Johns Hopkins University Applied Physics Lab LLC

  • Mark Matties
  • The Johns Hopkins University Applied Physics Lab

Simplifying SDN Control with Automatic Switch Property Inference and Performance Optimization

University of Southern California - Networked Systems Laboratory

A major benefit of software-defined networking (SDN) over traditional networking is simpler and easier control of network devices. The diversity of SDN implementation properties, which include both diverse switch hardware capabilities and diverse control plane software behaviors, however, can make it difficult to understand and/or to control the switches in an SDN network. We will explore the issues of understanding and optimization of SDN control, in the presence of different SDN switches and NICs. We will introduce a novel, proactive probing engine that infers key switch capabilities and behaviors of SDN devices, and optimize its controller performance.

Reprinted with permission. © 2015 Netronome.

Low-Overhead User Space Dataplane Acceleration

University of Texas - Department of Computer Science

We investigate the hardware/software co-design of a TCP-compatible protocol and network stack that can be hardware-accelerated by programmable NICs. In particular, we are interested in NICs based on the reconfigurable match table (RMT) programming model. Our goal is to offer all the same features of TCP, but design the protocol such that accelerated packet processing using minimal per-connection state on the NIC is possible. We require a kernel-bypass infrastructure and use Netronome's DPDK support to realize it. On top of this infrastructure, the software portion of this network stack executes at user-level unhindered by kernel-level packet processing overheads.

New in-Network Primitives for Accelerated I/O

University of Washington - Systems and Networking Group

We propose to investigate flexible packet processing functionality on NICs and switches and their potential for optimizing high performance networked systems inside the data center. Our work is motivated by two trends. On one hand, the recent surge of network I/O performance has put enormous pressure on software I/O processing components running on end-hosts. At the same time, recent hardware innovations have resulted in technologies that provide flexible, albeit limited, packet processing functionality in NICs and switches. Thus, our research project is to consider implementing on the NICs and switches some of the packet processing traditionally done in end-host software as well as develop new in-network primitives that can significantly optimize the end-host software. We will show how and by how much flexible packet processing can benefit widely used data center server applications and also provide guidance on what features that future iterations of the hardware should provide in order to significantly improve application performance.

Reprinted with permission. © 2015 Netronome.

Titan: Offload-Friendly Packet Scheduling for Multiqueue NICs

University of Wisconsin - WISDOM, UW-Madison

Description: At UW-Madison, we are developing new packet scheduling algorithms for multi-queue NICs. In particular, we are motivated by two trends. First, in order to keep up with increases in the number of cores, VMs, and active flows on a single server, the number of queue pairs on NICs is also increasing. Second, in order to enable servers to drive current line rates, NICs provide offload functions to reduce CPU load, and, as line rates increase, the importance of reducing the CPU load of networking increases as well. Unfortunately, current offload functions can lead to increased latency, unfair packet schedules, and network congestion, and these problems are exacerbated by increases in the number of queue pairs provided by a NIC. Our aim is to develop new scheduling algorithms and abstractions to eliminate these problems.

CANS: Consensus At Network Speed

Universita della Svizzera italiana - NetPaxos

The advent of flexible hardware and expressive data plane programming languages will have a profound impact on networks. One possible use of this emerging technology is to move logic traditionally associated with the application layer into the network itself. We propose to investigate a new set of optimized consensus protocols that will leverage these recent advances in network programmability and hardware design. These protocols have the potential to dramatically improve the performance of the storage and replication systems that form the fundamental infrastructure for distributed and cloud computing services. In the long term, we imagine that consensus could someday be offered as a network service, just as point-to-point communication is provided today.

Scalable Advanced Measurement Appliance

University of Massachussets - Advanced Computing and Networking Systems Lab

Network measurement has been facing big challenges from the following aspects (1) the ever increasing line rate; (2) the changing measurement metrics and varying details; and (3) the privacy of measurement data. To address these challenges, we propose AMIS: Advanced Measurement Instrument and Services to achieve flow-granularity network measurement, sustain scalable line rate, meet evolving measurement objectives and derive knowledge for network advancement. The scalable hardware architecture Advanced Measurement Appliance (AMA) and software-defined measurement framework are key advantages of AMIS. We plan to use Netronome’s FlowNIC as the primary packet processing engine for measurement tasks. In the software stack of AMIS, we provide a set of APIs for defining measurement tasks and experiment with different privacy preserving techniques on the obtained measurement data. We also intend to provide statistical analytics of the measurement data to effectively provision the network resources at exchange points.

P4 Inband Network Telemetry Use Cases

University of Missouri Kansas City - School of Computing and Engineering

In managing a large-scale data center, real-time root cause analysis of system events is a difficult task, as it requires vast measurement and processing resources. This project focuses on packet-level data collection from the data plane. The project will build on the recently proposed P4’s Inband Network Telemetry (“INT”) capability is promising for network management. We explore the relationship between CPU utilization and data from network telemetry with machine learning. The goal is to enable the creation of various policies for devising dynamic network resource provisioning and adaptive failure predictions.

Scalable Name-based Data Plane for Named Data Networking

Beijing Institute of Technology - Network Architecture, System and Security Lab. (NASS)

Institution: Beijing Institute of Technology

The project is to provide a high-performance and scalable name-based data plane for future Internet architecture, like named data networking (NDN) and ADN (application driven network). The data plane is implemented on Netronome 4000 or 6000 series platform, aiming to achieve 40-100Gbp wire speed performance. The group is one of key contributors to an open source project of NDN project, namely NDN forwarding daemon (NFD), and now moves forward to port NFD to Netronome for high performance. We try to show that the data plane of further Internet architectures can be efficiently supported by current IP-spired accelerators.

  • Tian Song
  • Nian Xia, Hang Zhang, Yalong Yang, Miaomiao Liu, Yating Yang, Yu Wei, Hongchen Zhu

Adaptive Shaping For Intelligent Data Center Utilization

University of Arizona - Advanced Datacenter Networking Group

The project focuses on edge intelligence for predictive load balancing within an optically switched data center network. Large multi-tenant multi-application data centers tend to run at utilizations that are below 20%. This is due to the network not being able to predict where hotspots will develop. Our aim is to use the NFP to predict where hotspots will happen and pre-emptively shape the network to adapt. We optimize flow placement for a hybrid network implementing an adaptive neural network classifier. We predict elephant flows with high accuracy on anonymized university network traffic. Using the NFP we demonstrate 40Gbps capability.

Measurement Primitives on Flow Processors

University of California Davis - Robust and Ubiquitous Networking

We strive towards developing foundations for measuring and validating the system behavior, dynamic interactions between components, and end-to-end properties of the Internet. We are interested in exploring measurement primitives that can be mapped onto the flow processor. We will explore the feasibility of dynamically re-configuring multi-resolution flow processing rules at line rate. These rules may be adapted based on online learning and/or sequential hypothesis testing performed at the SDN controller or other middleboxes.

If successful, this project will contribute towards defining new measurement primitives (software and hardware) for SDN or hybrid-SDN networks.

Reprinted with permission. © 2015 Netronome.

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