1. DPDK achieves high throughput packet processing on commodity hardware by reducing kernel overhead through techniques like polling, huge pages, and userspace drivers.
2. In Linux, packet processing involves expensive operations like system calls, interrupts, and data copying between kernel and userspace. DPDK avoids these by doing all packet processing in userspace.
3. DPDK uses techniques like isolating cores for packet I/O threads, lockless ring buffers, and NUMA awareness to further optimize performance. It can achieve throughput of over 14 million packets per second on 10GbE interfaces.
Ariel Waizel discusses the Data Plane Development Kit (DPDK), an API for developing fast packet processing code in user space.
* Who needs this library? Why bypass the kernel?
* How does it work?
* How good is it? What are the benchmarks?
* Pros and cons
Ariel worked on kernel development at the IDF, Ben Gurion University, and several companies. He is interested in networking, security, machine learning, and basically everything except UI development. Currently a Solution Architect at ConteXtream (an HPE company), which specializes in SDN solutions for the telecom industry.
FOSDEM15 SDN developer room talk
DPDK performance
How to not just do a demo with DPDK
The Intel DPDK provides a platform for building high performance Network Function Virtualization applications. But it is hard to get high performance unless certain design tradeoffs are made. This talk focuses on the lessons learned in creating the Brocade vRouter using DPDK. It covers some of the architecture, locking and low level issues that all have to be dealt with to achieve 80 Million packets per second forwarding.
DPDK (Data Plane Development Kit) Overview by Rami Rosen
* Background and short history
* Advantages and disadvantages
- Very High speed networking acceleration in L2
- How this acceleration is achieved (hugepages, optimizations)
- rte_kni (and KCP)
- VPP (and FD.io project) , providing routing and switching.
- TLDK (Transport Layer Development Kit, TCP/UDP)
* Anatomy of a simple DPDK application.
* Development and governance model
* Testpmd: DPDK CLI tool
* DDP - Dynamic Device Profiles
Rami Rosen is a Linux Kernel expert, the author of "Linux Kernel Networking", Apress, 2014.
Rami had published two articles about DPDK in the last year:
"Network acceleration with DPDK"
https://lwn.net/Articles/725254/
"Userspace Networking with DPDK"
https://www.linuxjournal.com/content/userspace-networking-dpdk
Ariel Waizel discusses the Data Plane Development Kit (DPDK), an API for developing fast packet processing code in user space.
* Who needs this library? Why bypass the kernel?
* How does it work?
* How good is it? What are the benchmarks?
* Pros and cons
Ariel worked on kernel development at the IDF, Ben Gurion University, and several companies. He is interested in networking, security, machine learning, and basically everything except UI development. Currently a Solution Architect at ConteXtream (an HPE company), which specializes in SDN solutions for the telecom industry.
FOSDEM15 SDN developer room talk
DPDK performance
How to not just do a demo with DPDK
The Intel DPDK provides a platform for building high performance Network Function Virtualization applications. But it is hard to get high performance unless certain design tradeoffs are made. This talk focuses on the lessons learned in creating the Brocade vRouter using DPDK. It covers some of the architecture, locking and low level issues that all have to be dealt with to achieve 80 Million packets per second forwarding.
DPDK (Data Plane Development Kit) Overview by Rami Rosen
* Background and short history
* Advantages and disadvantages
- Very High speed networking acceleration in L2
- How this acceleration is achieved (hugepages, optimizations)
- rte_kni (and KCP)
- VPP (and FD.io project) , providing routing and switching.
- TLDK (Transport Layer Development Kit, TCP/UDP)
* Anatomy of a simple DPDK application.
* Development and governance model
* Testpmd: DPDK CLI tool
* DDP - Dynamic Device Profiles
Rami Rosen is a Linux Kernel expert, the author of "Linux Kernel Networking", Apress, 2014.
Rami had published two articles about DPDK in the last year:
"Network acceleration with DPDK"
https://lwn.net/Articles/725254/
"Userspace Networking with DPDK"
https://www.linuxjournal.com/content/userspace-networking-dpdk
This presentation introduces Data Plane Development Kit overview and basics. It is a part of a Network Programming Series.
First, the presentation focuses on the network performance challenges on the modern systems by comparing modern CPUs with modern 10 Gbps ethernet links. Then it touches memory hierarchy and kernel bottlenecks.
The following part explains the main DPDK techniques, like polling, bursts, hugepages and multicore processing.
DPDK overview explains how is the DPDK application is being initialized and run, touches lockless queues (rte_ring), memory pools (rte_mempool), memory buffers (rte_mbuf), hashes (rte_hash), cuckoo hashing, longest prefix match library (rte_lpm), poll mode drivers (PMDs) and kernel NIC interface (KNI).
At the end, there are few DPDK performance tips.
Tags: access time, burst, cache, dpdk, driver, ethernet, hub, hugepage, ip, kernel, lcore, linux, memory, pmd, polling, rss, softswitch, switch, userspace, xeon
High-Performance Networking Using eBPF, XDP, and io_uringScyllaDB
In the networking world there are a number of ways to increase performance over naive use of basic Berkeley sockets. These techniques have ranged from polling blocking sockets, non-blocking sockets controlled by Epoll, all the way through completely bypassing the Linux kernel for maximum network performance where you talk directly to the network interface card by using something like DPDK or Netmap. All these tools have their place, and generally occupy a space from convenience to performance. But in recent years, that landscape has changed massively.. The tools available to the average Linux systems developer have improved from the creation of io_uring, to the expansion of bpf from a simple filtering language to a full-on programming environment embedded directly in the kernel. Along with that came something called XDP (express datapath). This was Linux kernel's answer to kernel-bypass networking. AF_XDP is the new socket type created by this feature, and generally works very similarly to something like DPDK. History lessons out of the way, this talk will look into, and discuss the merits of this technology, it's place in the broader ecosystem and how it can be used to attain the highest level of performance possible. This talk will dive into crucial details, such as how AF_XDP works, how it can be integrated into a larger system and finally more advanced topics such as request sharding/load balancing. There will be detailed look at the design of AF_XDP, the eBpf code used, as well as the userspace code required to drive it all. It will also include performance numbers from this setup compared to regular kernel networking. And most importantly how to put all this together to handle as much data as possible on a single modern multi-core system.
SOSCON 2019.10.17
What are the methods for packet processing on Linux? And how fast are each packet processing methods? In this presentation, we will learn how to handle packets on Linux (User space, socket filter, netfilter, tc), and compare performance with analysis of where each packet processing is done in the network stack (hook point). Also, we will discuss packet processing using XDP, an in-kernel fast-path recently added to the Linux kernel. eXpress Data Path (XDP) is a high-performance programmable network data-path within the Linux kernel. The XDP is located at the lowest level of access through SW in the network stack, the point at which driver receives the packet. By using the eBPF infrastructure at this hook point, the network stack can be expanded without modifying the kernel.
Daniel T. Lee (Hoyeon Lee)
@danieltimlee
Daniel T. Lee currently works as Software Engineer at Kosslab and contributing to Linux kernel BPF project. He has interest in cloud, Linux networking, and tracing technologies, and likes to analyze the kernel's internal using BPF technology.
USENIX LISA2021 talk by Brendan Gregg (https://www.youtube.com/watch?v=_5Z2AU7QTH4). This talk is a deep dive that describes how BPF (eBPF) works internally on Linux, and dissects some modern performance observability tools. Details covered include the kernel BPF implementation: the verifier, JIT compilation, and the BPF execution environment; the BPF instruction set; different event sources; and how BPF is used by user space, using bpftrace programs as an example. This includes showing how bpftrace is compiled to LLVM IR and then BPF bytecode, and how per-event data and aggregated map data are fetched from the kernel.
The Linux kernel is undergoing the most fundamental architecture evolution in history and is becoming a microkernel. Why is the Linux kernel evolving into a microkernel? The potentially biggest fundamental change ever happening to the Linux kernel. This talk covers how companies like Facebook and Google use BPF to patch 0-day exploits, how BPF will change the way features are added to the kernel forever, and how BPF is introducing a new type of application deployment method for the Linux kernel.
An Introduction to eBPF (and cBPF). Topics covered include history, implementation, program types & maps. Also gives a brief introduction to XDP and DPDK
LinuxCon 2015 Linux Kernel Networking WalkthroughThomas Graf
This presentation features a walk through the Linux kernel networking stack for users and developers. It will cover insights into both, existing essential networking features and recent developments and will show how to use them properly. Our starting point is the network card driver as it feeds a packet into the stack. We will follow the packet as it traverses through various subsystems such as packet filtering, routing, protocol stacks, and the socket layer. We will pause here and there to look into concepts such as networking namespaces, segmentation offloading, TCP small queues, and low latency polling and will discuss how to configure them.
eBPF is an exciting new technology that is poised to transform Linux performance engineering. eBPF enables users to dynamically and programatically trace any kernel or user space code path, safely and efficiently. However, understanding eBPF is not so simple. The goal of this talk is to give audiences a fundamental understanding of eBPF, how it interconnects existing Linux tracing technologies, and provides a powerful aplatform to solve any Linux performance problem.
Kirill Tsym discusses Vector Packet Processing:
* Linux Kernel data path (in short), initial design, today's situation, optimization initiatives
* Brief overview of DPDK, Netmap, etc.
* Userspace Networking projects comparison: OpenFastPath, OpenSwitch, VPP.
* Introduction to VPP: architecture, capabilities and optimization techniques.
* Basic Data Flow and introduction to vectors.
* VPP Single and Multi-thread modes.
* Router and switch for namespaces example.
* VPP L4 protocol processing - Transport Layer Development Kit.
* VPP Plugins.
Kiril is a software developer at Check Point Software Technologies, part of Next Generation Gateway and Architecture team, developing proof of concept around DPDK and FD.IO VPP. He has years of experience in software, Linux kernel and networking development and has worked for Polycom, Broadcom and Qualcomm before joining Check Point.
Cilium - Container Networking with BPF & XDPThomas Graf
This talk demonstrates that programmability and performance does not require user space networking, it can be achieved in the kernel by generating BPF programs and leveraging the existing kernel subsystems. We will demo an early prototype which provides fast IPv6 & IPv4 connectivity to containers, container labels based security policy with avg cost O(1), and debugging and monitoring based on the per-cpu perf ring buffer. We encourage a lively discussion on the approach taken and next steps.
This presentation introduces Data Plane Development Kit overview and basics. It is a part of a Network Programming Series.
First, the presentation focuses on the network performance challenges on the modern systems by comparing modern CPUs with modern 10 Gbps ethernet links. Then it touches memory hierarchy and kernel bottlenecks.
The following part explains the main DPDK techniques, like polling, bursts, hugepages and multicore processing.
DPDK overview explains how is the DPDK application is being initialized and run, touches lockless queues (rte_ring), memory pools (rte_mempool), memory buffers (rte_mbuf), hashes (rte_hash), cuckoo hashing, longest prefix match library (rte_lpm), poll mode drivers (PMDs) and kernel NIC interface (KNI).
At the end, there are few DPDK performance tips.
Tags: access time, burst, cache, dpdk, driver, ethernet, hub, hugepage, ip, kernel, lcore, linux, memory, pmd, polling, rss, softswitch, switch, userspace, xeon
High-Performance Networking Using eBPF, XDP, and io_uringScyllaDB
In the networking world there are a number of ways to increase performance over naive use of basic Berkeley sockets. These techniques have ranged from polling blocking sockets, non-blocking sockets controlled by Epoll, all the way through completely bypassing the Linux kernel for maximum network performance where you talk directly to the network interface card by using something like DPDK or Netmap. All these tools have their place, and generally occupy a space from convenience to performance. But in recent years, that landscape has changed massively.. The tools available to the average Linux systems developer have improved from the creation of io_uring, to the expansion of bpf from a simple filtering language to a full-on programming environment embedded directly in the kernel. Along with that came something called XDP (express datapath). This was Linux kernel's answer to kernel-bypass networking. AF_XDP is the new socket type created by this feature, and generally works very similarly to something like DPDK. History lessons out of the way, this talk will look into, and discuss the merits of this technology, it's place in the broader ecosystem and how it can be used to attain the highest level of performance possible. This talk will dive into crucial details, such as how AF_XDP works, how it can be integrated into a larger system and finally more advanced topics such as request sharding/load balancing. There will be detailed look at the design of AF_XDP, the eBpf code used, as well as the userspace code required to drive it all. It will also include performance numbers from this setup compared to regular kernel networking. And most importantly how to put all this together to handle as much data as possible on a single modern multi-core system.
SOSCON 2019.10.17
What are the methods for packet processing on Linux? And how fast are each packet processing methods? In this presentation, we will learn how to handle packets on Linux (User space, socket filter, netfilter, tc), and compare performance with analysis of where each packet processing is done in the network stack (hook point). Also, we will discuss packet processing using XDP, an in-kernel fast-path recently added to the Linux kernel. eXpress Data Path (XDP) is a high-performance programmable network data-path within the Linux kernel. The XDP is located at the lowest level of access through SW in the network stack, the point at which driver receives the packet. By using the eBPF infrastructure at this hook point, the network stack can be expanded without modifying the kernel.
Daniel T. Lee (Hoyeon Lee)
@danieltimlee
Daniel T. Lee currently works as Software Engineer at Kosslab and contributing to Linux kernel BPF project. He has interest in cloud, Linux networking, and tracing technologies, and likes to analyze the kernel's internal using BPF technology.
USENIX LISA2021 talk by Brendan Gregg (https://www.youtube.com/watch?v=_5Z2AU7QTH4). This talk is a deep dive that describes how BPF (eBPF) works internally on Linux, and dissects some modern performance observability tools. Details covered include the kernel BPF implementation: the verifier, JIT compilation, and the BPF execution environment; the BPF instruction set; different event sources; and how BPF is used by user space, using bpftrace programs as an example. This includes showing how bpftrace is compiled to LLVM IR and then BPF bytecode, and how per-event data and aggregated map data are fetched from the kernel.
The Linux kernel is undergoing the most fundamental architecture evolution in history and is becoming a microkernel. Why is the Linux kernel evolving into a microkernel? The potentially biggest fundamental change ever happening to the Linux kernel. This talk covers how companies like Facebook and Google use BPF to patch 0-day exploits, how BPF will change the way features are added to the kernel forever, and how BPF is introducing a new type of application deployment method for the Linux kernel.
An Introduction to eBPF (and cBPF). Topics covered include history, implementation, program types & maps. Also gives a brief introduction to XDP and DPDK
LinuxCon 2015 Linux Kernel Networking WalkthroughThomas Graf
This presentation features a walk through the Linux kernel networking stack for users and developers. It will cover insights into both, existing essential networking features and recent developments and will show how to use them properly. Our starting point is the network card driver as it feeds a packet into the stack. We will follow the packet as it traverses through various subsystems such as packet filtering, routing, protocol stacks, and the socket layer. We will pause here and there to look into concepts such as networking namespaces, segmentation offloading, TCP small queues, and low latency polling and will discuss how to configure them.
eBPF is an exciting new technology that is poised to transform Linux performance engineering. eBPF enables users to dynamically and programatically trace any kernel or user space code path, safely and efficiently. However, understanding eBPF is not so simple. The goal of this talk is to give audiences a fundamental understanding of eBPF, how it interconnects existing Linux tracing technologies, and provides a powerful aplatform to solve any Linux performance problem.
Kirill Tsym discusses Vector Packet Processing:
* Linux Kernel data path (in short), initial design, today's situation, optimization initiatives
* Brief overview of DPDK, Netmap, etc.
* Userspace Networking projects comparison: OpenFastPath, OpenSwitch, VPP.
* Introduction to VPP: architecture, capabilities and optimization techniques.
* Basic Data Flow and introduction to vectors.
* VPP Single and Multi-thread modes.
* Router and switch for namespaces example.
* VPP L4 protocol processing - Transport Layer Development Kit.
* VPP Plugins.
Kiril is a software developer at Check Point Software Technologies, part of Next Generation Gateway and Architecture team, developing proof of concept around DPDK and FD.IO VPP. He has years of experience in software, Linux kernel and networking development and has worked for Polycom, Broadcom and Qualcomm before joining Check Point.
Cilium - Container Networking with BPF & XDPThomas Graf
This talk demonstrates that programmability and performance does not require user space networking, it can be achieved in the kernel by generating BPF programs and leveraging the existing kernel subsystems. We will demo an early prototype which provides fast IPv6 & IPv4 connectivity to containers, container labels based security policy with avg cost O(1), and debugging and monitoring based on the per-cpu perf ring buffer. We encourage a lively discussion on the approach taken and next steps.
tunnel lining may be permanent or temporary based upon their use and requirement. design of lining is done in two parts one is temporary or initial lining design and other is permanent design of the lining. empirical and theoretical methods are major design methods.
A presentation of a precast segmental casting yard setup showing the required sequential steps. At the time, I worked for Parsons Brinckerhoff as Lead Construction Engineer.
Embedded Recipes 2019 - Introduction to JTAG debuggingAnne Nicolas
This talk introduces JTAG debugging capabilities, both for debugging hardware and software. Marek first explains what the JTAG stands for and explains the operation of the JTAG state machine. This is followed by an introduction to free software JTAG tools, OpenOCD and urJTAG. Marek shortly explains how to debug software using those tools and how that ties into the JTAG state machine. However, JTAG was designed for testing hardware. Marek explains what boundary scan testing (BST) is, what are BSDL files and their format, and practically demonstrates how to blink an LED using BST and only free software tools.
Marek Vasut
LinuxCon2009: 10Gbit/s Bi-Directional Routing on standard hardware running Linuxbrouer
This talk my 2009 updates on the progress of doing 10Gbit/s routing on standard hardware running Linux. The results are good, BUT to achieve these results, a lot of tuning is required of hardware queues, MSI interrupts and SMP affinity, together with some (now) submitted patches. I\'ll explain the concept of network hardware queues and why interrupt and SMP tuning is essential. I\'ll present results from different hardware both 10GbE netcards and CPUs (current CPUs under test is AMD phenom and Core i7). Many future challenges still exists, especially in the area of more easy tuning. A high knowledge level about the Linux kernel is required to follow all the details.
A deep dive into how computers stores bits into RAM : from the single bit storage by a transistor and a capacitor, to the kernel memory allocation and cache system, using the CPU integrated Memory Management Unit.
The presentation in great details explains how modern CPUs work, what is instruction pipeline, cache, superscalar CPUs, out of order execution, speculative execution, branch misses and what is branch predictor.
Then the presentation explains step-by-step how the spectre attack works and why it was possible.
Next it touches process isolation, system calls and privilege levels, explains step-by-step how the meltdown attack works and why it was possible.
At the very end there is a source code for Spectre-based Meltdown attack (i.e. 2-in-1) in just 99 lines of code.
Solo Prize Winner - 6WIND Speed Matters: The Challenge Contest
Ostinato is a network packet and traffic generator and analyzer with a friendly GUI. It aims to be "Wireshark in Reverse" and thus become complementary to Wireshark. It is useful for both functional and performance testing. (GPL, Linux/BSD/OSX/Win32)
Accompanying code: https://github.com/pstavirs/dpdk-ostinato
Exploring Compiler Optimization Opportunities for the OpenMP 4.x Accelerator...Akihiro Hayashi
Third Workshop on Accelerator Programming Using Directives (WACCPD2016, co-located with SC16)
While GPUs are increasingly popular for high-performance
computing, optimizing the performance of GPU programs is a time-consuming and non-trivial process in general. This complexity stems from the low abstraction level of standard
GPU programming models such as CUDA and OpenCL:
programmers are required to orchestrate low-level operations
in order to exploit the full capability of GPUs. In terms of
software productivity and portability, a more attractive approach
would be to facilitate GPU programming by providing high-level
abstractions for expressing parallel algorithms.
OpenMP is a directive-based shared memory parallel programming model and has been widely used for many years.
From OpenMP 4.0 onwards, GPU platforms are supported
by extending OpenMP’s high-level parallel abstractions with
accelerator programming. This extension allows programmers to
write GPU programs in standard C/C++ or Fortran languages,
without exposing too many details of GPU architectures.
However, such high-level parallel programming strategies generally impose additional program optimizations on compilers,
which could result in lower performance than fully hand-tuned
code with low-level programming models.To study potential
performance improvements by compiling and optimizing high-level GPU programs, in this paper, we 1) evaluate a set of
OpenMP 4.x benchmarks on an IBM POWER8 and NVIDIA
Tesla GPU platform and 2) conduct a comparable performance
analysis among hand-written CUDA and automatically-generated
GPU programs by the IBM XL and clang/LLVM compilers.
A brief talk on systems performance for the July 2013 meetup "A Midsummer Night's System", video: http://www.youtube.com/watch?v=P3SGzykDE4Q. This summarizes how systems performance has changed from the 1990's to today. This was the reason for writing a new book on systems performance, to provide a reference that is up to date, covering new tools, technologies, and methodologies.
Into the Box Keynote Day 2: Unveiling amazing updates and announcements for modern CFML developers! Get ready for exciting releases and updates on Ortus tools and products. Stay tuned for cutting-edge innovations designed to boost your productivity.
Prosigns: Transforming Business with Tailored Technology SolutionsProsigns
Unlocking Business Potential: Tailored Technology Solutions by Prosigns
Discover how Prosigns, a leading technology solutions provider, partners with businesses to drive innovation and success. Our presentation showcases our comprehensive range of services, including custom software development, web and mobile app development, AI & ML solutions, blockchain integration, DevOps services, and Microsoft Dynamics 365 support.
Custom Software Development: Prosigns specializes in creating bespoke software solutions that cater to your unique business needs. Our team of experts works closely with you to understand your requirements and deliver tailor-made software that enhances efficiency and drives growth.
Web and Mobile App Development: From responsive websites to intuitive mobile applications, Prosigns develops cutting-edge solutions that engage users and deliver seamless experiences across devices.
AI & ML Solutions: Harnessing the power of Artificial Intelligence and Machine Learning, Prosigns provides smart solutions that automate processes, provide valuable insights, and drive informed decision-making.
Blockchain Integration: Prosigns offers comprehensive blockchain solutions, including development, integration, and consulting services, enabling businesses to leverage blockchain technology for enhanced security, transparency, and efficiency.
DevOps Services: Prosigns' DevOps services streamline development and operations processes, ensuring faster and more reliable software delivery through automation and continuous integration.
Microsoft Dynamics 365 Support: Prosigns provides comprehensive support and maintenance services for Microsoft Dynamics 365, ensuring your system is always up-to-date, secure, and running smoothly.
Learn how our collaborative approach and dedication to excellence help businesses achieve their goals and stay ahead in today's digital landscape. From concept to deployment, Prosigns is your trusted partner for transforming ideas into reality and unlocking the full potential of your business.
Join us on a journey of innovation and growth. Let's partner for success with Prosigns.
How Does XfilesPro Ensure Security While Sharing Documents in Salesforce?XfilesPro
Worried about document security while sharing them in Salesforce? Fret no more! Here are the top-notch security standards XfilesPro upholds to ensure strong security for your Salesforce documents while sharing with internal or external people.
To learn more, read the blog: https://www.xfilespro.com/how-does-xfilespro-make-document-sharing-secure-and-seamless-in-salesforce/
OpenFOAM solver for Helmholtz equation, helmholtzFoam / helmholtzBubbleFoamtakuyayamamoto1800
In this slide, we show the simulation example and the way to compile this solver.
In this solver, the Helmholtz equation can be solved by helmholtzFoam. Also, the Helmholtz equation with uniformly dispersed bubbles can be simulated by helmholtzBubbleFoam.
Developing Distributed High-performance Computing Capabilities of an Open Sci...Globus
COVID-19 had an unprecedented impact on scientific collaboration. The pandemic and its broad response from the scientific community has forged new relationships among public health practitioners, mathematical modelers, and scientific computing specialists, while revealing critical gaps in exploiting advanced computing systems to support urgent decision making. Informed by our team’s work in applying high-performance computing in support of public health decision makers during the COVID-19 pandemic, we present how Globus technologies are enabling the development of an open science platform for robust epidemic analysis, with the goal of collaborative, secure, distributed, on-demand, and fast time-to-solution analyses to support public health.
Unleash Unlimited Potential with One-Time Purchase
BoxLang is more than just a language; it's a community. By choosing a Visionary License, you're not just investing in your success, you're actively contributing to the ongoing development and support of BoxLang.
Multiple Your Crypto Portfolio with the Innovative Features of Advanced Crypt...Hivelance Technology
Cryptocurrency trading bots are computer programs designed to automate buying, selling, and managing cryptocurrency transactions. These bots utilize advanced algorithms and machine learning techniques to analyze market data, identify trading opportunities, and execute trades on behalf of their users. By automating the decision-making process, crypto trading bots can react to market changes faster than human traders
Hivelance, a leading provider of cryptocurrency trading bot development services, stands out as the premier choice for crypto traders and developers. Hivelance boasts a team of seasoned cryptocurrency experts and software engineers who deeply understand the crypto market and the latest trends in automated trading, Hivelance leverages the latest technologies and tools in the industry, including advanced AI and machine learning algorithms, to create highly efficient and adaptable crypto trading bots
Gamify Your Mind; The Secret Sauce to Delivering Success, Continuously Improv...Shahin Sheidaei
Games are powerful teaching tools, fostering hands-on engagement and fun. But they require careful consideration to succeed. Join me to explore factors in running and selecting games, ensuring they serve as effective teaching tools. Learn to maintain focus on learning objectives while playing, and how to measure the ROI of gaming in education. Discover strategies for pitching gaming to leadership. This session offers insights, tips, and examples for coaches, team leads, and enterprise leaders seeking to teach from simple to complex concepts.
Why React Native as a Strategic Advantage for Startup Innovation.pdfayushiqss
Do you know that React Native is being increasingly adopted by startups as well as big companies in the mobile app development industry? Big names like Facebook, Instagram, and Pinterest have already integrated this robust open-source framework.
In fact, according to a report by Statista, the number of React Native developers has been steadily increasing over the years, reaching an estimated 1.9 million by the end of 2024. This means that the demand for this framework in the job market has been growing making it a valuable skill.
But what makes React Native so popular for mobile application development? It offers excellent cross-platform capabilities among other benefits. This way, with React Native, developers can write code once and run it on both iOS and Android devices thus saving time and resources leading to shorter development cycles hence faster time-to-market for your app.
Let’s take the example of a startup, which wanted to release their app on both iOS and Android at once. Through the use of React Native they managed to create an app and bring it into the market within a very short period. This helped them gain an advantage over their competitors because they had access to a large user base who were able to generate revenue quickly for them.
Listen to the keynote address and hear about the latest developments from Rachana Ananthakrishnan and Ian Foster who review the updates to the Globus Platform and Service, and the relevance of Globus to the scientific community as an automation platform to accelerate scientific discovery.
First Steps with Globus Compute Multi-User EndpointsGlobus
In this presentation we will share our experiences around getting started with the Globus Compute multi-user endpoint. Working with the Pharmacology group at the University of Auckland, we have previously written an application using Globus Compute that can offload computationally expensive steps in the researcher's workflows, which they wish to manage from their familiar Windows environments, onto the NeSI (New Zealand eScience Infrastructure) cluster. Some of the challenges we have encountered were that each researcher had to set up and manage their own single-user globus compute endpoint and that the workloads had varying resource requirements (CPUs, memory and wall time) between different runs. We hope that the multi-user endpoint will help to address these challenges and share an update on our progress here.
Modern design is crucial in today's digital environment, and this is especially true for SharePoint intranets. The design of these digital hubs is critical to user engagement and productivity enhancement. They are the cornerstone of internal collaboration and interaction within enterprises.
Cyaniclab : Software Development Agency Portfolio.pdfCyanic lab
CyanicLab, an offshore custom software development company based in Sweden,India, Finland, is your go-to partner for startup development and innovative web design solutions. Our expert team specializes in crafting cutting-edge software tailored to meet the unique needs of startups and established enterprises alike. From conceptualization to execution, we offer comprehensive services including web and mobile app development, UI/UX design, and ongoing software maintenance. Ready to elevate your business? Contact CyanicLab today and let us propel your vision to success with our top-notch IT solutions.
top nidhi software solution freedownloadvrstrong314
This presentation emphasizes the importance of data security and legal compliance for Nidhi companies in India. It highlights how online Nidhi software solutions, like Vector Nidhi Software, offer advanced features tailored to these needs. Key aspects include encryption, access controls, and audit trails to ensure data security. The software complies with regulatory guidelines from the MCA and RBI and adheres to Nidhi Rules, 2014. With customizable, user-friendly interfaces and real-time features, these Nidhi software solutions enhance efficiency, support growth, and provide exceptional member services. The presentation concludes with contact information for further inquiries.
Providing Globus Services to Users of JASMIN for Environmental Data AnalysisGlobus
JASMIN is the UK’s high-performance data analysis platform for environmental science, operated by STFC on behalf of the UK Natural Environment Research Council (NERC). In addition to its role in hosting the CEDA Archive (NERC’s long-term repository for climate, atmospheric science & Earth observation data in the UK), JASMIN provides a collaborative platform to a community of around 2,000 scientists in the UK and beyond, providing nearly 400 environmental science projects with working space, compute resources and tools to facilitate their work. High-performance data transfer into and out of JASMIN has always been a key feature, with many scientists bringing model outputs from supercomputers elsewhere in the UK, to analyse against observational or other model data in the CEDA Archive. A growing number of JASMIN users are now realising the benefits of using the Globus service to provide reliable and efficient data movement and other tasks in this and other contexts. Further use cases involve long-distance (intercontinental) transfers to and from JASMIN, and collecting results from a mobile atmospheric radar system, pushing data to JASMIN via a lightweight Globus deployment. We provide details of how Globus fits into our current infrastructure, our experience of the recent migration to GCSv5.4, and of our interest in developing use of the wider ecosystem of Globus services for the benefit of our user community.
Field Employee Tracking System| MiTrack App| Best Employee Tracking Solution|...informapgpstrackings
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Globus Connect Server Deep Dive - GlobusWorld 2024Globus
We explore the Globus Connect Server (GCS) architecture and experiment with advanced configuration options and use cases. This content is targeted at system administrators who are familiar with GCS and currently operate—or are planning to operate—broader deployments at their institution.
Exploring Innovations in Data Repository Solutions - Insights from the U.S. G...Globus
The U.S. Geological Survey (USGS) has made substantial investments in meeting evolving scientific, technical, and policy driven demands on storing, managing, and delivering data. As these demands continue to grow in complexity and scale, the USGS must continue to explore innovative solutions to improve its management, curation, sharing, delivering, and preservation approaches for large-scale research data. Supporting these needs, the USGS has partnered with the University of Chicago-Globus to research and develop advanced repository components and workflows leveraging its current investment in Globus. The primary outcome of this partnership includes the development of a prototype enterprise repository, driven by USGS Data Release requirements, through exploration and implementation of the entire suite of the Globus platform offerings, including Globus Flow, Globus Auth, Globus Transfer, and Globus Search. This presentation will provide insights into this research partnership, introduce the unique requirements and challenges being addressed and provide relevant project progress.
2. How fast SW has to work?
14.88 millions of 64 byte packets per second on 10G interface
1.8 GHz -> 1 cycle = 0,55 ns
1 packet -> 67.2 ns = 120 clock cycles
IFG
Pream
ble
DST
MAC
SRC
MAC
SRC
MAC
Type Payload CRC
84 Bytes
412 8 60
3. Comparative speed values
CPU to memory speed = 6-8 GBytes/s
PCI-Express x16 speed = 5 GBytes/s
Access to RAM = 200 ns
Access to L3 cache = 4 ns
Context switch ~= 1000 ns (3.2 GHz)
4. Packet processing in Linux
User space
Kernel space
NIC
App
Driver
RX/TX queues
Socket
Ring
buffers
5. Linux kernel overhead
System calls
Context switching on blocking I/O
Data copying from kernel to user space
Interrupt handling in kernel
6. Expense of sendto
Function Activity Time (ns)
sendto system call 96
sosend_dgram lock sock_buff, alloc mbuf, copy in 137
udp_output UDP header setup 57
ip_output route lookup, ip header setup 198
ether_otput MAC lookup, MAC header setup 162
ixgbe_xmit device programming 220
Total 950
7. Packet processing with DPDK
User space
Kernel space
NIC
App DPDK
Ring
buffers
UIO driver
RX/TX
queues
8. Kernel space
Updating a register in Linux
User space
HW
ioctl()
Register
syscall
VFS
copy_from_user()
iowrite()
10. What is used inside DPDK?
Processor affinity (separate cores)
Huge pages (no swap, TLB)
UIO (no copying from kernel)
Polling (no interrupts overhead)
Lockless synchronization (avoid waiting)
Batch packets handling
SSE, NUMA awareness
12. How to isolate a core for a process
To diagnose use top
“top” , press “f” , press “j”
Before boot use isolcpus
“isolcpus=2,4,6”
After boot - use cpuset
“cset shield -c 1-3”, “cset shield -k on”
17. TLB characteristics
$ cpuid | grep -i tlb
size: 12–4,096 entries
hit time: 0.5–1 clock cycle
miss penalty: 10–100 clock cycles
miss rate: 0.01–1%
It is very expensive resource!
19. Lockless ring design
Writer can preempt writer and reader
Reader can not preempt writer
Reader and writer can work simultaneously on
different cores
Barrier
CAS operation
Bulk queue/dequeue
26. NIC User space
Access to device from user space
BAR0 (Mem)
BAR1
BAR2 (IO)
BAR5
BAR4
BAR3
Vendor Id
Device Id
Command
Revision Id
Status
...
Configuration
registers
I/O and memory
regions
/sys/class/uio/uioX/maps/mapX
/sys/class/uio/uioX/portio/portX
/dev/uioX -> mmap (offset)
/sys/bus/pci/devices
41. References
Device Drivers in User Space
Userspace I/O drivers in a realtime context
The Userspace I/O HOWTO
The anatomy of a PCI/PCI Express kernel driver
From Intel® Data Plane Development Kit to Wind River Network Acceleration
Platform
DPDK Design Tips (Part 1 - RSS)
Getting the Best of Both Worlds with Queue Splitting (Bifurcated Driver)
Design considerations for efficient network applications with Intel® multi-core
processor-based systems on Linux
Introduction to Intel Ethernet Flow Director