Code Together

Code Together

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Code Together episodes

  • Intel® Liftoff for Startups - Accelerating Innovation Through Partnerships

    Innovation is at the heart of what drives technology companies.  In an effort to foster and grow technology solutions, Intel has created the Intel Liftoff for Startups Program.  Today we will talk to the two lead engineers helping drive this program and learn a little about how they help startups reach their goals.

    Guests:       

    Rahul Nair

    Ryan Metz

    Learn More:
    Intel® Liftoff for Startups
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/liftoff.htm
     
    Intel® Developer Cloud
    https://www.intel.com/content/www/us/en/developer/tools/devcloud/services.html
     
    4th Gen Intel® Xeon® Scalable Processors with Built-In Accelerators
    https://www.intel.com/content/www/us/en/products/docs/processors/xeon-accelerated/4th-gen-xeon-scalable-processors.html
     
    Intel® Data Center GPU Max Series
    https://www.intel.com/content/www/us/en/products/details/discrete-gpus/data-center-gpu/max-series.html
     
    oneAPI
    https://www.oneapi.io/
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/overview.html
     
    HuggingFace
    https://huggingface.co/

     

     

    34 min
  • How Argonne’s Sunspot Testbed is Helping Advance Code Development for Aurora

    As software is being deployed to the Aurora exascale supercomputer at Argonne National Laboratory, we are learning more about the performance of the hardware and the potential scientific applications it can enable. Today we talk about Argonne’s new Sunspot testbed and how research teams are using it to optimize code performance in preparation for early science runs on Aurora. 

    Guests:
    Tim Williams - Deputy Director of Argonne’s Computational Science Division
    Venkat Vishwanath - Argonne Leadership Computing Facility Data Science Team Lead

    Tim Williams        

    Venkat Vishwanath

    Learn More:
    Intel eXtreme Performance Users Group (IXPUG) Presentation
    https://www.alcf.anl.gov/sites/default/files/2023-03/IXPUG-ASIA23%20_PortingSimAIDataAppsToAurora.pdf
     
    Argonne Leadership Computing Facility
    https://www.alcf.anl.gov/
     
    ALCF Early Science Program
    https://www.alcf.anl.gov/science/early-science-program
     
    Argonne Sunspot Testbed Highlights
    https://www.alcf.anl.gov/news/argonne-s-new-sunspot-testbed-provides-ramp-aurora-exascale-supercomputer
     
    Exascale Computing Project
    https://www.exascaleproject.org/
     
    4th Gen Intel® Xeon® Scalable Processors with Built-In Accelerators
    https://www.intel.com/content/www/us/en/products/docs/processors/xeon-accelerated/4th-gen-xeon-scalable-processors.html
     
    Intel® Data Center GPU Flex Series
    https://www.intel.com/content/www/us/en/products/docs/discrete-gpus/data-center-gpu/flex-series/overview.html
     
    Intel® Data Center GPU Max Series
    https://www.intel.com/content/www/us/en/products/details/discrete-gpus/data-center-gpu/max-series.html
     
    oneAPI
    https://www.oneapi.io/
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/overview.html
     
    SYCL
    https://sycl.tech
     
    Kokkos
    https://github.com/kokkos/kokkos
     
    OpenMP
    https://www.openmp.org/
     
    Distributed Asynchronous Object Storage (DAOS)
    https://docs.daos.io/v2.2/
     
    ITER Tokamak (Paris)
    https://www.iter.org/mach/Tokamak
     
    Conductive Education Center of Orlando (CECO)
    https://ceco.org
     

     

    35 min
  • Hugging Face and Intel – Driving Towards Practical, Faster, Democratized and Ethical AI solutions.

    Transformer models are the powerful neural networks that have become the standard for delivering advanced performance behind these innovations. But there is a challenge: Training these deep learning models at scale and doing inference on them requires a large amount of computing power. This can make the process time-consuming, complex, and costly.

    Today we will talk about all kinds of issues around accessible, production level AI solutions. We also talk about ethical questions around AI usage and why open, democratized AI solutions are important.

    Learn more:

    Hugging Face
    https://huggingface.co

    Hugging Face Hub

    https://huggingface.co/models

    Fast Inference on Large Language Models: BLOOMZ on Habana Gaudi2 Accelerator

    https://huggingface.co/blog/habana-gaudi-2-bloom

    Accelerating Stable Diffusion Inference on Intel CPUs

    https://huggingface.co/blog/stable-diffusion-inference-intel

    Transformer Performance with Intel & Hugging Face Webinar

    https://www.intel.com/content/www/us/en/developer/videos/optimize-end-to-end-transformer-model-performance.html#gs.pomt5k

    Intel Explainable AI Tools

    https://github.com/IntelAI/intel-xai-tools

    Intel Distribution of OpenVINO Toolkit

    https://www.intel.com/content/www/us/en/developer/tools/openvino-toolkit/overview.html

    Intel AI Analytics Toolkit (AI Kit)

    https://www.intel.com/content/www/us/en/developer/tools/oneapi/ai-analytics-toolkit.html

    Guests:

    Julien Simon – Chief Evangelist @ Hugging Face
    Ke Ding – Principal Engineer @ Intel

    41 min
  • oneAPI in Practice – How Digital Cortex is leveraging oneAPI to provide scalable, on-demand access to xPU processors

    As the world moves towards more specialized hardware like GPUs, Google TPUs, Habana Gaudi (HPU), FPGAs, etc, enabling developers to run their code on the most efficient hardware can be challenging. Intel oneAPI and xPUs are at the vanguard of this shift and Digital Cortex is leading the way forward with its comprehensive set of products built on these emerging technologies. By providing unprecedented access to compute across varying architectures and platforms, Digital Cortex is helping developers unlock new levels of performance while simplifying development processes.

    We talk to Digital Cortex CEO Charlie Wardell to learn how Digital Cortex is building on top of the oneAPI vision to bring a marketplace of compute kernels to their platform that can run anywhere. Charlie also shares his thoughts on entrepreneurship and what made him make the leap from working in a company to founding a company.

    Learn more:

    Digital Cortex
    digital-cortex.io

    oneAPI

    oneapi.io

    Intel oneAPI toolkits

    intel.com/content/www/us/en/developer/tools/oneapi/overview.html#gs.rahkwl

    Guest:

    Charlie Wardell – CEO of Digital Cortex

    38 min
  • Ray Tracing, Path Tracing & Path Guiding – Finding the Light (efficiently) with Chaos and OpenPGL

    Over the last couple of decades, the world of computer graphics has been growing at an amazing rate.  From animated movies to video games, consumers have reaped the benefits of these technological advances.  One of the latest algorithmic advances in rendering is path guiding.  Learn about path guiding and how you can take advantage of this cool technology using Chaos V-Ray and the Intel Path Guiding Library (OpenPGL)

    Learn more:

    Chaos V-Ray:
    chaos.com

    Intel Open Path Guiding Library (OpenPGL) Github

    github.com/OpenPathGuidingLibrary/openpgl
    Paper: A 5D Tree to Reduce the Variance of Monte Carlo Ray Tracing
    Author: Eric Lafortune
    researchgate.net/publication/2574746_A_5D_Tree_to_Reduce_the_Variance_of_Monte_Carlo_Ray_Tracing

    Paper: Importance driven path tracing using the photon map.

    Author: Henrik Jensen
    graphics.stanford.edu/~henrik/papers/ewr6.html
     
    Paper: Robust Fitting of Parallax-Aware Mixtures for Path Guiding
    Author: Lukas Ruppert
    dl.acm.org/doi/10.1145/3386569.3392421

    Paper: Practical Path Guiding for Efficient Light-Transport Simulation (a.k.a. Practical Path Guiding)

    Author: Thomas Müller
    dl.acm.org/doi/10.1111/cgf.13227

    Paper: Path Guiding in Production

    Author: Jikra Vorba
    cgg.mff.cuni.cz/~jirka/path-guiding-in-production/2019/index.htm

    See also:

    oneapi.com

    Guests:

    Dian Nikolov – Software Engineer @ Chaos
    Sebastian Herholz – Software Engineer @ Intel

    38 min
  • Quantum Computing, How Intel is Driving Towards a Probabilistic Future

    Quantum computing technology is becoming more viable, which means programming models are going to have to be created to harness this potentially world changing technology. To many developers, understanding the possibilities of quantum computing and moving from a binary world to a world of quantum states is challenging.

    Tony talks to Anne Matsuura, a physicist and Director of Quantum Applications and Architecture in Intel Labs about what quantum computing can do for society and how Intel is working on building hardware and software solutions to make that future a reality.

    We also talk about what a quantum computer actually looks like today (hint: it’s not a tiny flat chip).

    Learn more:

    Intel Quantum Computing Homepage
    intel.com/content/www/us/en/research/quantum-computing.html

    oneAPI

    oneapi.io
    intel.com/content/www/us/en/developer/tools/oneapi/overview.html

    Guests:

    Anne Matsuura – Director of Quantum Applications and Architecture in Intel Labs

    36 min
  • Impact from AI in 5 days – How High Schoolers Beat Professional Data Scientists

    AI is the new hot thing in business. Everyone wants to talk about how they are harnessing AI to make their business better. However this is not a trivial process, and maybe companies are left wondering what went wrong. Aible is a company devoted to providing business impact in less than 30 days.

    We talk to Arijit Sengupta, the CEO of Aible, about how Aible is able to make an impact quickly. He talks about how Aible can transform an AI solution into a business solution, using high schoolers and Aible versus data scientists to prove the point. We also discuss bias in AI, the future of AI, and how AI has the power to transform how we work and live.

    Learn more:

    Aible
    aible.com

    Aible/Intel blog

    intel.com/content/www/us/en/developer/articles/technical/30-days-to-ai-value-intel-aible-solution.html#gs.krmfw7

    Intel/Aible Performance Benchmark and Case Studies Report

    enaible.aible.com/hubfs/Intel_Aible_Benchmark.pdf

    Case Study Videos: How to guarantee impact from AI in 30 days

    aible.wistia.com/medias/2dddd6pr8i

    AI is a Waste of Money

    aible.com/ai-book

    Intel AI Analytics Toolkit

    intel.com/content/www/us/en/developer/tools/oneapi/ai-analytics-toolkit.html

    Intel Distribution of OpenVINO™ Toolkit

    intel.com/content/www/us/en/developer/tools/openvino-toolkit/overview.html

    oneAPI

    oneapi.io
    intel.com/content/www/us/en/developer/tools/oneapi/overview.html

    Guests:

    Arijit Sengupta – Aible CEO

    33 min
  • Chest-rAi, Enabling Better Patient Experiences through AI and Intel Acceleration

    As AI becomes more prevelent in society, one of the biggest questions is how can we take AI and harness it for good? One area that is extremely active is healthcare. AI is being explored across a variety of disciplines in the medical field.

    One way to use AI in healthcare is to make doctors more efficient, and that is precisely what Chest-rAi aims to do. Learn a little bit about how AI can be harnessed to make it easier for doctors to be more efficient and help more patients through use of Chest-rAi.

    Learn more:

    LTTS Chest-rAi and Intel AI Analytics and OpenVINO Toolkits blog
    intel.com/content/www/us/en/developer/articles/technical/ltts-chest-rai-and-intel-tools-redefine-radiology.html

    Chest-rAi

    ltts.com/solutions/healthcare/AI-radiography/chest-rAi

    Intel AI Analytics Toolkit

    intel.com/content/www/us/en/developer/tools/oneapi/ai-analytics-toolkit.html

    Intel Distribution of OpenVINO™ Toolkit

    intel.com/content/www/us/en/developer/tools/openvino-toolkit/overview.html

    oneAPI

    oneapi.io
    intel.com/content/www/us/en/developer/tools/oneapi/overview.html

    20 min
  • C++, SYCL, Kokkos – How C++ and Collaborative, Accelerator Programming Models Enable the Aurora Supercomputer

    The accelerator landscape has been rapidly changing over the past decade, and as super computers come online, they face the challenge of supporting the latest and greatest accelerators. Through use of C++. Kokkos and SYCL, the engineers working on the Aurora project at Argonne National Laboratory are demonstrating how to enable workloads that are performant now, while continuing to keep an eye on the future.

    Guests:

    Nevin Liber – Computer Scientist @ Argonne Leadership Computing Facility
    alcf.anl.gov/about/people/nevin-liber

    James Reinders – Technical Evangelist @ Intel

    linkedin.com/in/jamesreinders

    Learn more:

    See what next-generation scientific problems are being slated to run on Aurora
    intel.com/content/www/us/en/customer-spotlight/stories/argonne-aurora-customer-story.html

    Argonne Leadership Computing Facility and Aurora

    alcf.anl.gov
    alcf.anl.gov/aurora

    SYCL Tech

    sycl.tech

    oneAPI

    oneapi.io
    intel.com/content/www/us/en/developer/tools/oneapi/overview.html

    Kokkos

    github.com/kokkos/kokkos

    28 min
  • Intel oneAPI 2023 Toolkits and Codeplay Software – New Plug-In Support for NVIDIA and AMD GPUs

    Today, Codeplay Software announces expanding oneAPI for Nvidia and AMD GPUs, making multiarchitecture, multivendor programming much easier. This includes new plugins: oneAPI for Nvidia GPUs and oneAPI for AMD GPUs (beta).

    Software developers are increasingly looking to move away from proprietary interfaces and use open standards that are defined by the industry. This can allow them to target a broad set of platforms and architectures. oneAPI aims to bring this to reality by supporting the widest set of processors and accelerators. As a cross-industry initiative, oneAPI offers an open, standards-based, multiarchitecture programming model and specification.

    Having official plugins for Nvidia and AMD platforms is a major milestone for the oneAPI open community. The oneAPI Nvidia and AMD GPU plugins seamlessly work with the Intel oneAPI DPC++/C++ Compiler 2023 and many popular libraries, bringing open, standards-based programming to a range of processors from multiple hardware vendors. The oneAPI for Nvidia GPUs and oneAPI for AMD GPUs packages are available to download for free on the Codeplay website.

    Learn more:

    Intel oneAPI toolkits
    intel.com/content/www/us/en/developer/tools/oneapi/toolkits.html

    Codeplay

    developer.codeplay.com/home/

    oneAPI for NVIDIA GPUs

    developer.codeplay.com/products/oneapi/nvidia/home/

    oneAPI for AMD GPUs (beta)

    developer.codeplay.com/products/oneapi/amd/home/

    James’ blog on the Intel oneAPI 2023 Toolkit release

    intel.com/content/www/us/en/developer/articles/news/oneapi-2023.html

    Codeplay blog on the oneAPI for NVIDIA and AMD plugins

    codeplay.com/portal/blogs/2022/12/16/bringing-nvidia-and-amd-support-to-oneapi.html
      
    Guests:
    Gordon Brown – Codeplay oneAPI Product Manager
    James Reinders – Intel Evangelist

    17 min

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Code Together covers the rapidly changing software landscape from the perspective of developers. Listen as we talk to developers, entrepeneurs and technologists who are trying to create solutions…