Ron Swartzentruber's (Senior Principal Engineer, Silicon Development at Netronome) presentation from IEEE SOCC 2016 "SoC Solutions Enabling Server-Based Networking" from September 8, 2016.
The Need for Complex Analytics from Forwarding Pipelines Netronome
Nic Viljoen, Research Engineer, (including Tom Tofigh and Bryan Sullivan form AT&T) presentation from ONS 2016 at Santa Clara Convention Center in Santa Clara, CA.
Leveraging Network Offload to Accelerate SDN and NFV DeploymentsNetronome
Ron Renwick, Director of Product Marketing and Product Line Manager, presents "Leveraging Network Offload to Accelerate SDN and NFV Deployments," at Layer123 SDN NFV World Congress 2017. Watch the video replay on the Netronome YouTube channel: https://youtu.be/V7cRv12pDsc
Using Network Acceleration for an Optimized Edge Cloud Server ArchitectureNetronome
With the rise of cloud-native principles, applications are increasingly able to take advantage of diverse, specialized and distributed infrastructure. The emergence of Edge Cloud solutions promises faster and more immersive application experiences, as well as infrastructure primitives for 5G, IoT, mobility, and more. However, this new resource comes with space and power constraints that can only be overcome by using new disaggregated architectures that leverage network acceleration and optimally sized CPUs. The session will highlight how the capabilities unleashed by hardware offload of eBPF in edge cloud microservers will enable developers to efficiently leverage the massive amounts of data on the edge and to create next-generation real-time applications.
Fully programmable SmartNICs allow new offloads like OVS, eBPF, P4 or vRouter, and the Linux kernel is changing for supporting them. Having these same offloads when using DPDK is a possibility although the implications are not clear yet. Alejandro Lucero presented Netronome’s perspective for adding such a support to DPDK mainly for OVS and eBPF.
Ron Swartzentruber's (Senior Principal Engineer, Silicon Development at Netronome) presentation from IEEE SOCC 2016 "SoC Solutions Enabling Server-Based Networking" from September 8, 2016.
The Need for Complex Analytics from Forwarding Pipelines Netronome
Nic Viljoen, Research Engineer, (including Tom Tofigh and Bryan Sullivan form AT&T) presentation from ONS 2016 at Santa Clara Convention Center in Santa Clara, CA.
Leveraging Network Offload to Accelerate SDN and NFV DeploymentsNetronome
Ron Renwick, Director of Product Marketing and Product Line Manager, presents "Leveraging Network Offload to Accelerate SDN and NFV Deployments," at Layer123 SDN NFV World Congress 2017. Watch the video replay on the Netronome YouTube channel: https://youtu.be/V7cRv12pDsc
Using Network Acceleration for an Optimized Edge Cloud Server ArchitectureNetronome
With the rise of cloud-native principles, applications are increasingly able to take advantage of diverse, specialized and distributed infrastructure. The emergence of Edge Cloud solutions promises faster and more immersive application experiences, as well as infrastructure primitives for 5G, IoT, mobility, and more. However, this new resource comes with space and power constraints that can only be overcome by using new disaggregated architectures that leverage network acceleration and optimally sized CPUs. The session will highlight how the capabilities unleashed by hardware offload of eBPF in edge cloud microservers will enable developers to efficiently leverage the massive amounts of data on the edge and to create next-generation real-time applications.
Fully programmable SmartNICs allow new offloads like OVS, eBPF, P4 or vRouter, and the Linux kernel is changing for supporting them. Having these same offloads when using DPDK is a possibility although the implications are not clear yet. Alejandro Lucero presented Netronome’s perspective for adding such a support to DPDK mainly for OVS and eBPF.
Open Ethernet: an open-source approach to modern network designAlexander Petrovskiy
The era of closed proprietary hardware platforms is coming to an end. Today, in the world of Web-scale IT, the industry is starting to adopt new approach, based on the principles of openness, scalabilty and customizability. However, in more conservative networking industry, traditional equipment and proprietary technologies from a single vendor are often being used, which limits the flexibility, prevents innovation and narrows down the choice.
The "Open Ethernet" initiative from Mellanox brings open source principles into the world of modern networking and allows customers to select the best hardware and software to design network infrastructure, based on open and standard protocols and technologies, also opening the way for broad adoption of SDN.
What architectures are best suited for today’s date center network? And how does Cumulus Networks make it easier to build networks? Dinesh Dutt (@ddcumulus), Chief Scientist at Cumulus Networks goes on to answer these questions in an entertaining and lively presentation. Customers need simple building blocks with simple L2 networking (MLAG) and L3 Clos. Cumulus Linux supports both, it supports additional functionality to simplify configuration (ex. PTM, IP unnumbered, L2 & L3 automation) and it is a platform that people can innovate on top of.
In this talk, we outline a kernel and upstream centric approach to data plane acceleration using an upstream SmartNIC BPF JIT. This allows extended Berkeley Packet Filter (eBPF) bytecode to be transparently offloaded to the SmartNIC from either the Traffic Control (TC) or Express Data Path (XDP) hooks in the kernel and could be used for applications such as DoS protection, load balancing and software switching e.g., Open vSwitch (OVS). We then follow this by outlining the proposed ICONICS OCP contribution related to an open approach for reconfiguration using directly compiled SmartNIC programs in situations where BPF bytecode alone is not sufficient to accommodate changing semantics in the network.
Erez Cohen & Aviram Bar Haim, Mellanox - Enhancing Your OpenStack Cloud With ...Cloud Native Day Tel Aviv
Erez Cohen & Aviram Bar Haim, Mellanox - Enhancing Your OpenStack Cloud With Advanced Network and Storage Interconnect Technologies, OpenStack Israel 2015
6WIND - SPEED MATTERS: The Challenge 2014 Contest Winners6WIND
Winners of SPEED MATTERS: The Challenge, DPDK Contest announced on August 26, 2014 at Google headquarters in Mountain View, California during Hot Interconnects (HOTI).
Cumulus Linux 2.5 makes it easy to adopt modern DataCenter Networking.
With new options for network architecture and validated designs, it is easier to migrate to modern data center networks.
Making it easy
– Design: Drop in switch running Cumulus Linux in existing network architecture, simplify migration with validated designs
– Procure: Making it simpler with expanded channel partners coverage (42 WW + Dell)
-- Deploy: Making it easy to support with First class Support organization –24x7 Coverage WW
Slawomir Janukowicz, Juniper Networks
Juniper Day, Praha, 13.5.2015
Jestliže SlideShare nezobrazí prezentaci korektně, můžete si ji stáhnout ve formátu .ppsx nebo .pdf (kliknutím na tlačitko v dolní liště snímků).
Summit 16: Achieving Low Latency Network Function with OpnfvOPNFV
It's challenging to have low-latency VNFs in virtualization and cloud environment. OPNFV KVM4NFV project, together with other OPNFV projects like OVSNFV, helps to achieve low latency network functionality. This session will firstly introduce KVM4NFV project. Then some DPDK workload will be used to show how the KVM4NFV project helps reducing the packet latency and compare the result with and without OPNFV environment. In the end, experience will be shared on how to setup the OPNFV environment correctly, and how to tune the OPNFV environment to meet the latency and performance requirement.
Install FD.IO VPP On Intel(r) Architecture & Test with Trex*Michelle Holley
This demo/lab will guide you to install and configure FD.io Vector Packet Processing (VPP) on Intel® Architecture (AI) Server. You will also learn to install TRex* on another AI Server to send packets to the VPP, and use some VPP commands to forward packets back to the TRex*.
Speaker: Loc Nguyen. Loc is a Software Application Engineer in Data Center Scale Engineering Team. Loc joined Intel in 2005, and has worked in various projects. Before joining the network group, Loc worked in High-Performance Computing area and supported Intel® Xeon Phi™ Product Family. His interest includes computer graphics, parallel computing, and computer networking.
OpenStack is a great way to build public, private and hybrid clouds,but deploying it at scale can be challenging. Watch this presentation to learn how:
*To install and configure your switches using the same tools used for your OpenStack servers.
*Akanda provides advanced layer 3-7 services to OpenStack VMs.
*To use OpenStack Neutron to configure VXLAN overlays for virtual layer 2 networking.
Summit 16: Optimizing OPNFV for Distributed NFV ApplicationsOPNFV
Optimizing OPNFV for Distributed NFV Applications - The concept of Distributed NFV is well established in the NFV literature, but the actual reasons for distributing network functions through the network and the mechanics of how that will be accomplished are little explored. In this presentation, Sam Fuller will present the economic case of supporting distributed NFV and what the impact of this approach will have on the OPNFV platform software and MANO infrastructure of service providers looking to deploy NFV-based solutions in their networks.
DPACC Acceleration Progress and DemonstrationOPNFV
The session provides an update to on the DPACC project within the OPNFV with a brief discussion on APIs and implementation progress. This session will review the API definition progress and follow up with a demo highlighting a common application as the vNF running on top of the DPACC defined layers. The demo will highlight the use of both hardware and software acceleration utilizing the DPACC defined acceleration layers. The demonstrationIt will highlight the progress in optimizing performance and latency characteristics of a platform to realize the vision of NFV while meeting stringent requirements, particularly for certain workloads, required by carriers.
Network Bottleneck Avoidance Using Edge RoutersAnkur Singhal
This ppt presents the novel algorithm for congestion avoidance called Network Bottleneck Avoider (NBA). NBA entails the exchange of feedback between routers at the borders of a network.
Open Ethernet: an open-source approach to modern network designAlexander Petrovskiy
The era of closed proprietary hardware platforms is coming to an end. Today, in the world of Web-scale IT, the industry is starting to adopt new approach, based on the principles of openness, scalabilty and customizability. However, in more conservative networking industry, traditional equipment and proprietary technologies from a single vendor are often being used, which limits the flexibility, prevents innovation and narrows down the choice.
The "Open Ethernet" initiative from Mellanox brings open source principles into the world of modern networking and allows customers to select the best hardware and software to design network infrastructure, based on open and standard protocols and technologies, also opening the way for broad adoption of SDN.
What architectures are best suited for today’s date center network? And how does Cumulus Networks make it easier to build networks? Dinesh Dutt (@ddcumulus), Chief Scientist at Cumulus Networks goes on to answer these questions in an entertaining and lively presentation. Customers need simple building blocks with simple L2 networking (MLAG) and L3 Clos. Cumulus Linux supports both, it supports additional functionality to simplify configuration (ex. PTM, IP unnumbered, L2 & L3 automation) and it is a platform that people can innovate on top of.
In this talk, we outline a kernel and upstream centric approach to data plane acceleration using an upstream SmartNIC BPF JIT. This allows extended Berkeley Packet Filter (eBPF) bytecode to be transparently offloaded to the SmartNIC from either the Traffic Control (TC) or Express Data Path (XDP) hooks in the kernel and could be used for applications such as DoS protection, load balancing and software switching e.g., Open vSwitch (OVS). We then follow this by outlining the proposed ICONICS OCP contribution related to an open approach for reconfiguration using directly compiled SmartNIC programs in situations where BPF bytecode alone is not sufficient to accommodate changing semantics in the network.
Erez Cohen & Aviram Bar Haim, Mellanox - Enhancing Your OpenStack Cloud With ...Cloud Native Day Tel Aviv
Erez Cohen & Aviram Bar Haim, Mellanox - Enhancing Your OpenStack Cloud With Advanced Network and Storage Interconnect Technologies, OpenStack Israel 2015
6WIND - SPEED MATTERS: The Challenge 2014 Contest Winners6WIND
Winners of SPEED MATTERS: The Challenge, DPDK Contest announced on August 26, 2014 at Google headquarters in Mountain View, California during Hot Interconnects (HOTI).
Cumulus Linux 2.5 makes it easy to adopt modern DataCenter Networking.
With new options for network architecture and validated designs, it is easier to migrate to modern data center networks.
Making it easy
– Design: Drop in switch running Cumulus Linux in existing network architecture, simplify migration with validated designs
– Procure: Making it simpler with expanded channel partners coverage (42 WW + Dell)
-- Deploy: Making it easy to support with First class Support organization –24x7 Coverage WW
Slawomir Janukowicz, Juniper Networks
Juniper Day, Praha, 13.5.2015
Jestliže SlideShare nezobrazí prezentaci korektně, můžete si ji stáhnout ve formátu .ppsx nebo .pdf (kliknutím na tlačitko v dolní liště snímků).
Summit 16: Achieving Low Latency Network Function with OpnfvOPNFV
It's challenging to have low-latency VNFs in virtualization and cloud environment. OPNFV KVM4NFV project, together with other OPNFV projects like OVSNFV, helps to achieve low latency network functionality. This session will firstly introduce KVM4NFV project. Then some DPDK workload will be used to show how the KVM4NFV project helps reducing the packet latency and compare the result with and without OPNFV environment. In the end, experience will be shared on how to setup the OPNFV environment correctly, and how to tune the OPNFV environment to meet the latency and performance requirement.
Install FD.IO VPP On Intel(r) Architecture & Test with Trex*Michelle Holley
This demo/lab will guide you to install and configure FD.io Vector Packet Processing (VPP) on Intel® Architecture (AI) Server. You will also learn to install TRex* on another AI Server to send packets to the VPP, and use some VPP commands to forward packets back to the TRex*.
Speaker: Loc Nguyen. Loc is a Software Application Engineer in Data Center Scale Engineering Team. Loc joined Intel in 2005, and has worked in various projects. Before joining the network group, Loc worked in High-Performance Computing area and supported Intel® Xeon Phi™ Product Family. His interest includes computer graphics, parallel computing, and computer networking.
OpenStack is a great way to build public, private and hybrid clouds,but deploying it at scale can be challenging. Watch this presentation to learn how:
*To install and configure your switches using the same tools used for your OpenStack servers.
*Akanda provides advanced layer 3-7 services to OpenStack VMs.
*To use OpenStack Neutron to configure VXLAN overlays for virtual layer 2 networking.
Summit 16: Optimizing OPNFV for Distributed NFV ApplicationsOPNFV
Optimizing OPNFV for Distributed NFV Applications - The concept of Distributed NFV is well established in the NFV literature, but the actual reasons for distributing network functions through the network and the mechanics of how that will be accomplished are little explored. In this presentation, Sam Fuller will present the economic case of supporting distributed NFV and what the impact of this approach will have on the OPNFV platform software and MANO infrastructure of service providers looking to deploy NFV-based solutions in their networks.
DPACC Acceleration Progress and DemonstrationOPNFV
The session provides an update to on the DPACC project within the OPNFV with a brief discussion on APIs and implementation progress. This session will review the API definition progress and follow up with a demo highlighting a common application as the vNF running on top of the DPACC defined layers. The demo will highlight the use of both hardware and software acceleration utilizing the DPACC defined acceleration layers. The demonstrationIt will highlight the progress in optimizing performance and latency characteristics of a platform to realize the vision of NFV while meeting stringent requirements, particularly for certain workloads, required by carriers.
Network Bottleneck Avoidance Using Edge RoutersAnkur Singhal
This ppt presents the novel algorithm for congestion avoidance called Network Bottleneck Avoider (NBA). NBA entails the exchange of feedback between routers at the borders of a network.
Software-defined networking and network virtualization deliver a completely new operational model that breaks through current physical legacy network barriers, allowing you to evolve to an on-demand IT infrastructure. Join us to see how HPE offers the industry’s broadest portfolio of network virtualization solutions supporting HPE Helion OpenStack; VMware NSX® and NFV use cases, to help transition to an open, standards-based, software-defined infrastructure.
The new virtualization technologies and cloud environments are a big challenge for testing network performance. We need a new approach for testing, using realistic scenarios and flexible tools that allow us to generate packets at high speed. Trex is an Open Source network generator with all these batteries included.
Disaggregation a Primer: Optimizing design for Edge Cloud & Bare Metal applic...Netronome
From the Infra//Structure Conference May 2019 by Ron Renwick of Netronome
Disaggregation a Primer:
Optimizing design for Edge Cloud & Bare Metal applications
Hyperscalers and Edge Cloud providers have recognized economic value of disaggregated infrastructure. Netronome Agilio SmartNICs enable disaggregated architectures to perform with up to 30x lower tail latency while encrypting every session using KTLS security.
The charter of the ODSA (Open Domain Specification Architecture) Workgroup is to define an open specification that enables building of Domain Specific Accelerator silicon using best-of-breed components from the industry made available as chiplet dies that can be integrated together as Lego blocks on an organic substrate packaging layer. The resulting multi-chip module (MCM) silicon can be produced at significantly lower development and manufacturing costs, and will deliver much needed performance per watt and performance per dollar efficiencies in networking, security, machine learning and other applications. The ODSA Workgroup also intends to deliver implementations of the specification as board-level prototypes, RTL code and libraries.
Flexible and Scalable Domain-Specific ArchitecturesNetronome
This talk introduces the concept of a domain-specific architecture (DSA) using the Netronome Flow Processor (NFP) as an example, it will cover the motivation, design and implementation. It will explore how this architecture’s flexibility has been leveraged in the past to handle unique platforms such as the Facebook Yosemite v2 Platform. Finally approaches for designing flexible chipsets in the future will be explored, including the value of system wide computational modeling.
Unifying Network Filtering Rules for the Linux Kernel with eBPFNetronome
At the core of fast network packet processing lies the ability to filter packets, or in other words, to apply a set of rules on packets, usually consisting of a pattern to match (L2 to L4 source and destination addresses and ports, protocols, etc.) and corresponding actions (redirect to a given queue, or drop the packet, etc.). Over the years, several filtering frameworks have been added to Linux. While at the lower level, ethtool can be used to configure N-tuple rules on the receive side for the hardware, the upper layers of the stack got equipped with rules for firewalling (Netfilter), traffic shaping (TC), or packet switching (Open vSwitch for example).
In this presentation, Quentin Monnet reviewed the needs for those filtering frameworks and the particularities of each one. Then focuses on the changes brought by eBPF and XDP in this landscape: as BPF programs allow for very flexible processing and can be attached very low in the stack—at the driver level, or even run on the NIC itself—they offer filtering capabilities with no precedent in terms of performance and versatility in the kernel. Lastly, the third part explores potential leads in order to create bridges between the different rule formats and to make it easier for users to build their filtering eBPF programs.
Massively Parallel RISC-V Processing with Transactional MemoryNetronome
In this talk, we discuss some of the background, and describe the example of a thousand RISC-V harts performing the processing required in a SmartNIC. We show how a RISC-V solution can be tailored with a suitable choice of instruction set features, privilege modes and debug methodology.
Offloading Linux LAG Devices Via Open vSwitch and TCNetronome
Converting Open vSwitch (OVS) kernel rules to TC Flower rules has become the standard way to offload the datapath to SmartNICs and other hardware devices. Binding such TC rules to 'offloadable' ports (such as SmartNIC representers) has been shown to enable the acceleration of packet processing while saving CPU resources on the hosting server. However, one scenario not yet well defined is the case where offloadable ports are bound to a higher level Link Aggregation (LAG) netdev, such as a Linux Bond or Team device, and where this netdev is added to an OVS bridge.
This talk describes an implementation that offloads rules that either ingress or egress to a LAG device. It highlights changes made to OVS (included in v2.9) as well as to core TC code and the driver layer in the Linux kernel. Rather than introduce new features into the kernel to handle LAG offload, the design expands upon recent, independently added kernel features including the concept of TC blocks. It is shown how, with slight modification, TC blocks can be used by OVS to represent LAG devices.
eBPF Debugging Infrastructure - Current TechniquesNetronome
eBPF (extended Berkeley Packet Filter), in particular with its driver-level hook XDP (eXpress Data Path), has increased in importance over the past few years. As a result, the ability to rapidly debug and diagnose problems is becoming more relevant. This talk will cover common issues faced and techniques to diagnose them, including the use of bpftool for map and program introspection, the use of disassembly to inspect generated assembly code and other methods such as using debug prints and how to apply these techniques when eBPF programs are offloaded to the hardware.
The talk will also explore where the current gaps in debugging infrastructure are and suggest some of the next steps to improve this, for example, integrations with tools such as strace, valgrind or even the LLDB debugger.
eBPF has 64-bit general purpose registers, therefore 32-bit architectures normally need to use register pair to model them and need to generate extra instructions to manipulate the high 32-bit in the pair. Some of these overheads incurred could be eliminated if JIT compiler knows only the low 32-bit of a register is interested. This could be known through data flow (DF) analysis techniques. Either the classic iterative DF analysis or "path-sensitive" version based on verifier's code path walker.
In this talk, implementations for both versions of DF analyzer will be presented. We will see how a def-use chain based classic eBPF DF analyser looks first, and will see the possibility to integrate it with previous proposed eBPF control flow graph framework to make a stand-alone eBPF global DF analyser which could potentially serve as a library. Then, another "path-sensitive" DF analyser based on the existing verifier code path walker will be presented. We will discuss how function calls, path prune, path switch affect the implementation. Finally, we will summarize pros and cons for each, and will see how could each of them be adapted to 64-bit and 32-bit architecture back-ends.
Also, eBPF has 32-bit sub-register and ALU32 instructions associated, enable them (-mattr=+alu32) in LLVM code-gen could let the generated eBPF sequences carry more 32-bit information which could potentially easy flow analyser. This will be briefly discussed in the talk as well.
eBPF (extended Berkeley Packet Filter) has been shown to be a flexible kernel construct used for a variety of use cases, such as load balancing, intrusion detection systems (IDS), tracing and many others. One such emerging use case revolves around the proposal made by William Tu for the use of eBPF as a data path for Open vSwitch. However, there are broader switching use cases developing around the use of eBPF capable hardware. This talk is designed to explore the bottlenecks that exist in generalising the application of eBPF further to both container switching as well as physical switching.
eBPF Tooling and Debugging InfrastructureNetronome
eBPF, in particular with its driver-level hook XDP, has increased in importance over the past few years. As a result, the ability to rapidly debug and diagnose problems is becoming more relevant. This session will cover common issues faced and techniques to diagnose them, including the use of bpftool for map and program introspection, the disassembling of programs to inspect generated eBPF instructions and other methods such as using debug prints and how to apply these techniques when eBPF programs are offloaded to the hardware.
The first version of eBPF hardware offload was merged into the Linux kernel in October 2016 and became part of Linux v4.9. For the last two years the project has been growing and evolving to integrate more closely with the core kernel infrastructure and enable more advanced use cases. This talk will explain the internals of the kernel architecture of the offload and how it allows seamless execution of unmodified eBPF datapaths in HW.
This slide deck focuses on eBPF JIT compilation infrastructure and how it plays an important role in the entire eBPF life cycle inside the Linux kernel. First, it does quite a number of control flow checks to reject vulnerable programs and then JIT compiles the eBPF program to either host or offloading target instructions which boost performance. However, there is little documentation about this topic which this slide deck will dive into.
Netronome's half-day tutorial on host data plane acceleration at ACM SIGCOMM 2018 introduced attendees to models for host data plane acceleration and provided an in-depth understanding of SmartNIC deployment models at hyperscale cloud vendors and telecom service providers.
Presenter Bios
Jakub Kicinski is a long term Linux kernel contributor, who has been leading the kernel team at Netronome for the last two years. Jakub’s major contributions include the creation of BPF hardware offload mechanisms in the kernel and bpftool user space utility, as well as work on the Linux kernel side of OVS offload.
David Beckett is a Software Engineer at Netronome with a strong technical background of computer networks including academic research with DDoS. David has expertise in the areas of Linux architecture and computer programming. David has a Masters Degree in Electrical, Electronic Engineering at Queen’s University Belfast and continues as a PhD student studying Emerging Application Layer DDoS threats.
Netronome's half-day tutorial on host data plane acceleration at ACM SIGCOMM 2018 introduced attendees to models for host data plane acceleration and provided an in-depth understanding of SmartNIC deployment models at hyperscale cloud vendors and telecom service providers.
Presenter Bio
Jaco Joubert is a Software Engineer at Netronome focusing on P4 and its applications on the Netronome SmartNIC. He recently started investigating network acceleration for Deep Learning on distributed systems. Prior to Netronome he worked on mobile application development and was a researcher at Telkom SA focusing on the mobile core after completing his Masters Degree in Computer, Electronic Engineering in 2014.
Host Data Plane Acceleration: SmartNIC Deployment ModelsNetronome
SIGCOMM 2018: This tutorial introduces multiple models for host data plane acceleration with SmartNICs, provides a detailed understanding of SmartNIC deployment models at hyperscale cloud vendors and telecom service providers, and introduces various open source resources available for research and product development in this space.
Presenter Bio
Simon focuses on upstream open source activities at Netronome. He is working on allowing offload of OVS offload on the Agilio platform as well as the broader question of how best to enable programming hardware offload in the Linux kernel and other upstream open source projects.
SmartNICs are a new generation of intelligent Network Interface Cards (NICs). This intelligence allows NICs to offload virtual switching or other data plane functions in high-performance cloud data center servers.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
In this session I delve into the encryption technology used in Microsoft 365 and Microsoft Purview. Including the concepts of Customer Key and Double Key Encryption.
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Generating a custom Ruby SDK for your web service or Rails API using Smithyg2nightmarescribd
Have you ever wanted a Ruby client API to communicate with your web service? Smithy is a protocol-agnostic language for defining services and SDKs. Smithy Ruby is an implementation of Smithy that generates a Ruby SDK using a Smithy model. In this talk, we will explore Smithy and Smithy Ruby to learn how to generate custom feature-rich SDKs that can communicate with any web service, such as a Rails JSON API.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
The Art of the Pitch: WordPress Relationships and SalesLaura Byrne
Clients don’t know what they don’t know. What web solutions are right for them? How does WordPress come into the picture? How do you make sure you understand scope and timeline? What do you do if sometime changes?
All these questions and more will be explored as we talk about matching clients’ needs with what your agency offers without pulling teeth or pulling your hair out. Practical tips, and strategies for successful relationship building that leads to closing the deal.