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govindhtech · 2 months
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Utilizing llama.cpp, LLMs can be executed on Intel GPUs
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The open-source project known as llama.cpp is a lightweight LLM framework that is gaining greater and greater popularity. Given its performance and customisability, developers, scholars, and fans have formed a strong community around the project. Since its launch, GitHub has over 600 contributors, 52,000 stars, 1,500 releases, and 7,400 forks. More hardware, including Intel GPUs seen in server and consumer products, is now supported by llama.cpp as a result of recent code merges. Hardware support for GPUs from other vendors and CPUs (x86 and ARM) is now combined with Intel’s GPUs.
Georgi Gerganov designed the first implementation. The project is mostly instructional in nature and acts as the primary testing ground for new features being developed for the machine learning tensor library known as ggml library. Intel is making  AI more accessible to a wider range of customers by enabling inference on a greater number of devices with its latest releases. Because Llama.cpp is built in C and has a number of other appealing qualities, it is quick.
16-bit float compatibility
Support for integer quantisation (four-, five-, eight-, etc.)
Absence of reliance on outside parties
There are no runtime memory allocations.
Intel GPU SYCL Backend
GGM offers a number of backends to accommodate and adjust for various hardware. Since oneAPI supports GPUs from multiple vendors, Intel decided to construct the SYCL backend using their direct programming language, SYCL, and high-performance BLAS library, oneMKL. A programming model called SYCL is designed to increase hardware accelerator productivity. It is an embedded, single-source language with a domain focus that is built entirely on C++17.
All Intel GPUs can be used with the SYCL backend. Intel has confirmed with:
Flex Series and Data Centre GPU Max from Intel
Discrete GPU Intel Arc
Intel Arc GPU integrated with the Intel Core Ultra CPU
In Intel Core CPUs from Generations 11 through 13: iGPU
Millions of consumer devices can now conduct inference on Llama since llama.cpp now supports Intel GPUs. The SYCL backend performs noticeably better on Intel GPUs than the OpenCL (CLBlast) backend. Additionally, it supports an increasing number of devices, including CPUs and future processors with  AI accelerators. For information on using the SYCL backend, please refer to the llama.cpp tutorial.
Utilise the SYCL Backend to Run LLM on an Intel GPU
For SYCL, llama.cpp contains a comprehensive manual. Any Intel GPU that supports SYCL and oneAPI can run it. GPUs from the Flex Series and Intel Data Centre GPU Max can be used by server and cloud users. On their Intel Arc GPU or iGPU on Intel Core CPUs, client users can test it out. The 11th generation Core and later iGPUs have been tested by Intel. While it functions, the older iGPU performs poorly.
The memory is the only restriction. Shared memory on the host is used by the iGPU. Its own memory is used by the dGPU. For llama2-7b-Q4 models, Intel advise utilising an iGPU with 80+ EUs (11th Gen Core and above) and shared memory that is greater than 4.5 GB (total host memory is 16 GB and higher, and half memory could be assigned to iGPU).
Put in place the Intel GPU driver
There is support for Windows (WLS2) and Linux. Intel suggests Ubuntu 22.04 for Linux, and this version was utilised for testing and development.
Linux:sudo usermod -aG render username sudo usermod -aG video username sudo apt install clinfo sudo clinfo -l
Output (example):Platform #0: Intel(R) OpenCL Graphics -- Device #0: Intel(R) Arc(TM) A770 Graphics
orPlatform #0: Intel(R) OpenCL HD Graphics -- Device #0: Intel(R) Iris(R) Xe Graphics \[0x9a49\]
Set the oneAPI Runtime to ON
Install the Intel oneAPI Base Toolkit first in order to obtain oneMKL and the SYCL compiler. Turn on the oneAPI runtime next:
First, install the Intel oneAPI Base Toolkit to get the SYCL compiler and oneMKL. Next, enable the oneAPI runtime:
Linux: source /opt/intel/oneapi/setvars.sh
Windows: “C:\Program Files (x86)\Intel\oneAPI\setvars.bat\” intel64
Run sycl-ls to confirm that there are one or more Level Zero devices. Please confirm that at least one GPU is present, like [ext_oneapi_level_zero:gpu:0].
Build by one-click:
Linux: ./examples/sycl/build.sh
Windows: examples\sycl\win-build-sycl.bat
Note, the scripts above include the command to enable the oneAPI runtime.
Run an Example by One-Click
Download llama-2–7b.Q4_0.gguf and save to the models folder:
Linux: ./examples/sycl/run-llama2.sh
Windows: examples\sycl\win-run-llama2.bat
Note that the scripts above include the command to enable the oneAPI runtime. If the ID of your Level Zero GPU is not 0, please change the device ID in the script. To list the device ID:
Linux: ./build/bin/ls-sycl-device or ./build/bin/main
Windows: build\bin\ls-sycl-device.exe or build\bin\main.exe
Synopsis
All Intel GPUs are available to LLM developers and users via the SYCL backend included in llama.cpp. Kindly verify whether the Intel laptop, your gaming PC, or your cloud virtual machine have an iGPU, an Intel Arc GPU, or an Intel Data Centre GPU Max and Flex Series GPU. If so, llama.cpp’s wonderful LLM features on Intel GPUs are yours to enjoy. To add new features and optimise SYCL for Intel GPUs, Intel want developers to experiment and contribute to the backend. The oneAPI programming approach is a useful project to learn for cross-platform development.
Read more on Govindhtech.com
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artificicyai · 1 year
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news4nose · 1 year
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Amazon has set an ambitious target to have 100,000 of these cutting-edge electric delivery vans in active service by 2030. This commitment underscores Amazon’s dedication to sustainable and efficient logistics solutions. 
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quickshiftin · 1 year
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Technology needs to ease out and automate regular work, and show insights for better decision making. Quickshift LEAP has been developed with that framework where 360-degree information about the products enables brands to make effective long-term decisions.
Get a demo of Quickshift LEAP for your brand here: https://www.quickshift.in/
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akamsphonelink07 · 1 year
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What are the instruction to activate Aka Microsoft phonee link?
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Microsoft Phone Link replaces the Your Phone Buddy application and permits you to channel your notices, get calls, and utilize your versatile applications on your PC. With a refreshed plan for Windows 11, Phone Link is arriving at clients all over the planet.
The aka.ms/phonelinkqrc experience will come preinstalled on your PC with Windows 10 or Windows 11, essentially search "Phone Link" in Start menu. On the off chance that you are on Windows 10 and can't find Phone Link, you might have to refresh to a later form of Windows 10 or download Phone Link straightforwardly from the Microsoft Store.
From your PC, you can interface with Android and select Samsung and HONOR devices with these two applications:
Link to Windows (LTW) application for most Android devices.
Link to Windows (LTW) application preinstalled on select Samsung and HONOR phones.
You'll see the name Link to Windows in the Google Play Store and in the World Store. In the Microsoft Store, you'll see Phone Link. This link between your device and PC gives you moment admittance to all that you love. Peruse and answer to messages effortlessly, view late photographs from your Android device, utilize your #1 portable apps6, settle on and get decisions, and deal with your Android device's notices right on your PC.
Phone Link requires the accompanying to work:
A PC running Windows 10 May 2019 Update or later.
Assuming you're right now running the May 2019 Update, you should introduce the Phone Link application from the Microsoft Store. Any Windows rendition after the May 2019 Update will have the application preinstalled.
An Android device running Android 7.0 (Nougat) or above.
You'll find aka.ms/phonelinkqrc preinstalled assuming you have the Windows 10 October 2019 Update or later. At the point when you open the application, you'll be directed through a couple of additional means you'll have to take to wrap setting things up.
Step by step instructions to link your devices
Turn on the devices you need to link and ensure they are close enough to one another.
Determine the sort of association you need to utilize. For instance, you could utilize Bluetooth to link two phones, or Wi-Fi to interface a phone to a PC.
Make sure that the device you need to link has the essential elements and settings empowered to lay out the association. For instance, for Bluetooth linking, you should ensure that the two devices have Bluetooth turned on and are in discoverable mode.
Once the devices are prepared to interface, look for accessible devices or organizations on the device you need to link. Contingent upon the device, this could include going to the settings menu or utilizing a particular application.
When you see the device you need to link recorded, select it and follow any prompts to finish the association. This could include entering a secret word or PIN, or affirming that you need to coordinate the devices.
Once the devices are linked, you ought to have the option to utilize them together as expected. For instance, on the off chance that you linked a phone to a speaker, you ought to have the option to play music from the phone through the speaker.
Assuming that you start from your PC:
Ensure that both your PC and phone have Bluetooth abilities and they are turned on.
On your PC, open the Settings application and snap on "Devices".
Click on "Bluetooth and different devices" and ensure that the flip switch for Bluetooth is turned on.
On your phone, go to Settings and turn on Bluetooth.
On your PC, click on "Add Bluetooth or other device". A window will open, showing different device types.
Select "Bluetooth" and trust that your PC will examine for adjacent devices.
Your phone ought to show up in the rundown of accessible devices. Click on it and follow any prompts to finish the matching system.
Once your phone is matched with your PC, you can move documents between them, share your phone's web association, or utilize your phone as a remote information device.
Step by step instructions to Link Your Android device ?
Look for Link to Windows in the Google Play Store, then, at that point, download the application.
Check a QR code that is shown to you on your PC. To get to the QR code, open your PC's program and go to www.aka.ms/phone link qrc.
Utilize the in-application camera on your Android device to examine the QR code showed on your PC.
You may be provoked for a few consents subsequent to examining the QR code. aka.ms/phonelinkqrc
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ichsany · 2 years
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Logo Design: Wevlr
https://ichsanypro.blogspot.com/2019/03/wevlr.html
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sunblonderealtors · 4 months
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How Technology Is Impacting The Mumbai Real Estate Market
Properties in Mumbai, from small residential or retail spaces to large industrial or commercial business complexes, offer a wide varieties and constantly launching new projects. Technology is playing a significant role in both the residential and commercial sectors of Mumbai. Many developers are introducing smart home technologies into their new projects, allowing residents to enhance their lifestyles and fulfill their expectations. Here are the major types of technologies used in Mumbai's real estate industry:
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Reliable Power & Internet Services
With a population of around 21 million in 2024, Mumbai faces a high demand for electricity, internet, and other services. Developers in Mumbai have introduced partnerships with private sectors like Reliance Electricity, Tata Power, Airtel Internet, and Jio Fiber to meet these demands. This reliable supply of energy and services ensures residential needs are met and allows Corporates & Industries to function at their full potential.
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Go Green Technology (Reduce, Reuse & Recycle)
Over the past two decades, Mumbai has become India's most visited city and a growing population hub. This rapid growth has put a strain on resources like water and green spaces. To address this, many Mumbai projects are incorporating green features. These include the development of artificial mangroves, large-scale gardens, and lakes to preserve nature and provide a fresh environment for residents. Additionally, property developers are introducing rainwater harvesting, Water filtration plants and garbage restoration services to their communities, promoting sustainability through reduction, reuse, and recycling.
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Connectivity & Transportation Infrastructures
Mumbai is known for its fast-paced lifestyle, and large-scale property development is a constant feature. To improve connectivity, new infrastructure projects like the Worli Sea Link and Atal Setu Bridge connect major parts of the city to suburbs and prime locations. Additionally, Mumbai's new metro lines, mono trains and the prime railway network provide greater comfort and convenience for daily commuters. Modernization of the railways with new trains reduces congestion and offers safer journeys.
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Modern Engineering & Luxurious Architecture
High-volume investors demand luxury and spacious living environments. Modern designs present a challenge ie. building architectural marvels in fast-growing areas with limited land. Technologies like heavy mobile cranes, temporary concrete plants and high-speed elevators facilitate the construction of modern real estate. In the luxury segment, glass-finished projects dominate central Mumbai areas like Parel-Worli to SoBo areas Dadar-Juhu. These buildings, constructed with modern glass manufacturing technology, add a glow to the city skyline. This lightweight and durable material is low-maintenance and withstands various weather conditions. Many engineering marvels include rooftop amenities like infinity pools, helipads, and vertical parking systems, catering to the luxurious needs of residents.
here's a Conclusion Technology giving boosts to mumbai's real estate market, by growing investors attentions towards good services, modern amenities, fast transportation & Smooth Connectivity. Providing Comfort & safety to Residents & sustainablity to limited Resources.
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nonepizzaleftgirl · 1 year
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"The N-Zap 24 is truly a weapon shrouded in legend! A cross between an infamous original design and the N-Zap you know and love, this specimen was thought to be lost until its initial mold was unearthed. While this is but a replica, it is sure to feel just as good in your hands as any other N-Zap! Use the latest in light gun technoloy to nail your opponents with your Angle Shooter sub, then hit them far beyond your weapon's range with the powerful 8-bit tunes of the Killer Wail 5.1 special. If you like how the N-Zap feels but prefer to tussle with your foes directly, this hidden gem might just be the pick for you!"
My take on a Side Order N-Zap! It represents a cross between a regular N-Zap and the Video Shooting Series Light Gun, the N-Zap's predecessor on the Famicom. Now that I've finished this I do honestly kinda hope that Side Order-like weapons are how they do third kits because the style of design on them is quite cool...
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enkisstories · 3 months
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Cure routines: Morning
Rose and Armitage remembered well - and fondly - how they had fashioned brooms for the castaways not so long ago. Later Rose had  invented a stick-mounted vacuuming device. Both instances had been sources of pride for the couple, but now that they were obligated to sweep their bedroom using a broom, because the cure rules outlawed most modern technoloy, the same process of moving the brushes back and forth on a stick felt no longer like an accomplishment, but like a chore.
And under those circumstances they were supposed to maintain only positive emotions for 48 hours? That sure was a challenge!
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Armitage: "By the way, have you found my Alderaan shirt?"
Rose: "No. You should get used to the idea of getting a new one. And by that I mean a different one."
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barnbridges · 9 months
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not to be having nunanced technoloy discourse on this website, but i think you can tell how anti-intellectualist spaces are becoming by people's two singular one beat responses to ai. its either "the next craze" and you should capitalize on it or the devil and should never be explored. the truth is that artificial intelligence is not something that will sci-fi change the world more than microsoft word or excel ever did, and the real problem is shady corporations cutting corners and skirting around laws. technological advancement is a part of human development, you will never fully stifle the growth of computers or find them NOT having a role, the issue is ethics and holding companies accountable, which nobody that yells "ai bad!" really does. don't use shit like chatgpt, but to imply this is the end all be all of a conversation that we began having... since the 50s, even beyond that, is anti-intellectual.
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ssaige · 2 years
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2023
2023 is a universal year 7. the 7 is the vibration of the seeker of knowledge who needs alone-time to unpack the truths flooding in. Your aline-time is eseential year for your spiritual renewal. Things to consider:
We begin 2023 with Mercury and Mars both retrograde. Retrogrades are always a time to pause and reflect. Bc we're moving into a universal year 7, it's an especially profound time to do any inner-work you may have been putting off. Look to your Gemini/capricorn houses for clues.
In march of 2023, Saturn - the planet of restriction, karma and discipline will be leaving aquarius and moving into pisces for the next 3 years. saturn transits are profound. As saturn (restrictions) moved into saturn (freedoms) in march of 2020, that's when lockdown happend.
Also in march of 2023, pluto - the planet of transformation, death and rebirth - will be moving into aquarius for a few months, giving us a preview of the next 20 year pluto in aquarius transit, the will begin in 2024. This transit will challenge our relationship to technology.
Questions to consider: what boundaries do you need to enforce between you and technology? As the technoloy around us continues to evolve, are you happy with how you're evolving with it? How can you use technology to support your peace and not disrupt it?
2023 is bringing with it some poweful energy. Gice yourself the gift of creating some sort of sacred alone-time practice. This is a year to get serious abour your meditation. Or to schedule times where you put your phone down and just walk in nature.
2023 is the year to return back to yourself. Use the retrograde energy at the start of the year to reflect on your values and long-tern goals. Make a plan for what boundaries you need to enforce so that you can have some needed moments of isolated time. It will serve you well.
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princessofmerc · 2 years
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“Toto Wolff must have connections to a mole in the FIA”
Okay that’s funny but what if it’s Franz? Nobody will suspect him and he seems a bit unhappy with how Marko has been dealing and with the amount of money going from AT to Red Bull technoloies...
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askthewintercookies · 2 years
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you are correct the carrot thing was actually part of a major disinformation campaign during WW2 manning to both hide the Technoloy they were actually using to track the enemy in the dark and made people more willing to eat what at the time was seen as the poor class food. There is current research ongoing to try and apply the livers great healing to other organs. bones are stronger than steel via weight or woman can't make new egg cells
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Crunchy Chip: Also i.. don't have any other facts about Cookies. We aren't taught about these things, okay?! You were right in your other message though!
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xylophonetangerine · 10 days
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Laser printers are truly incredible technoloy. The prints from my mid-range monochrome laser printer are indistinguishable from professional offset printing as long as there are no grayscales of course.
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techblogsbyanonymous · 4 months
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The Digital Era’s Unwritten Rules With Codes etrueSports
This article delves into the various codes etruesports, their significance, and their impact on the gaming world.
#codesetruesports #code #sports #e_sports #live #technoloy #article #website
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upcomingtechtrends · 4 months
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Cutting-Edge Tech Advancements: New Technoloy in the Automotive Industry
Automotive technology is going through a lot of changes right now because of some important advances in this field and a shift in society’s needs. The future of mobility revolves around accessibility, flexibility, and personalization. With innovation characterizing this epoch, the automobile industry is transitioning to new ways where vehicles are more than just cars but smart devices on wheels. Let us explore the new technology in automotive industry defining this new automotive revolution. 
Exploration of Recent Technological Innovations in Automotive Industry 
They stay ahead in terms of development by constantly improving their products to meet today’s consumer requirements. Fueled by ecological, social and technological transformation, automakers have gone beyond being purveyors of mere cars through rethinking traditional vehicle construction. The integration of AI, additive manufacturing, IoT, and 5G technologies has ushered in a new era of product innovation and improved efficiency significantly affecting customer experience.  
Major Trends Impacting on Automotive Industry  
Electrification: The push for electric cars globally is driving the automotive industry due to concerns over the environment and increased demand for zero-emission vehicles. As electric vehicles continue gaining traction with better battery technology like solid-state batteries that enhance charging infrastructure for EVs, it could bring a revolution in the Electric Vehicle (EV) market. 
Autonomous Vehicles: The development of self-driving technology is a new technology in automotive industry, which opens doors to new opportunities for vehicle producers. The auto sector is still at an early stage in its journey towards fully autonomous driving, although some progress has been made toward reaching that goal over time. Autonomous vehicle testing will be more frequent from 2024 onwards, and they will gradually populate roads, opening up possibilities for an age of self-driving mobility.  
Mobility-as-a-Service (MaaS): Instead of owning a vehicle in the traditional sense, Mobility-as-a-Service offers an easy and cost-effective way to use various transportation means in the new technology in automotive industry. MaaS is revolutionizing how people move as it combines several transport modes into one platform with 5G advancements and wireless communications, improving the quality throughout. The MaaS market is expected to grow significantly in the future due to its highly connected environment and diverse range of travel options. 
Alternative Fuels: Despite electrification being a new norm, alternative fuels such as e-fuels are becoming more popular as cleaner versions of conventional fossil fuels for the new technology in automotive industry. E-kerosene, and e-methanol are some examples of e-fuels that provide sustainable paths that supplement transitioning from ICE vehicles to EVs. Consequently, there will be growing production volumes of these fuels in line with the need for greener solutions in the automotive sector.  
Conclusion  
The car industry is at the brink of a technological revolution characterized by sustainable mobility solutions that are interconnected and self-driven. Automotive manufacturers are innovating from electric vehicles to autonomous ones and advanced safety features so as to match a fast-moving market. By adopting novel technologies in line with shifting consumer preferences, this implies changing the way people move automobiles will become smarter, safer more environmentally friendly tomorrow. 
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