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Pro Tip #14 Benchmark for Deep Learning using NVIDIA GPU Cloud and Tensorflow (Part 3): Software Setup

Posted by PNY Pro on Tue, Jul 23, 2019 @ 01:46 PM

This is going to be a long blog post, but by the end, you will have an Ubuntu environment connected to the NVIDIA GPU Cloud platform, pulling a TensorFlow container and ready to start benchmarking GPU performance. 

Let's split this into four phases:

1) Install Ubuntu 18.04 LTS and NVIDIA Graphics Driver
2) Install Docker CE and NVIDIA Docker v 2.0
3) Setup NVIDIA GPU Cloud and pull down GPU optimized docker containers
4) Run the TensorFlow benchmark

It's time to get started!

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Topics: PNY, NVIDIA, PNYPRO, CUDA, NVIDIA GPU Cloud, Pro Tip, Tensor Cores, Quadro RTX, nvidia quadro rtx, NVIDIATuring, GeForce RTX, NGC, data science, NVIDIA CUDA, Linux, Tensorflow, benchmark

PNY Pro Tip #12: Benchmark for Deep Learning using NVIDIA GPU Cloud and Tensorflow (Part 1)

Posted by PNY Pro on Fri, May 03, 2019 @ 10:31 AM

As a PC enthusiast, I love pitting hardware solutions against each other to determine their relative performance when completing a particular task.  This process is also known as “Benchmarking.”  Benchmarking results are usually considered the best tool to evaluate the merits of competing systems when making a purchase decision.

In this 3-part blog series, we’ll discuss how to build a system, with an emphasis on benchmarking GPU performance for Deep Learning using Ubuntu 18.04, NVIDIA GPU Cloud (NGC) and TensorFlow.

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Topics: Deep Learning, NVIDIA GPU, NVIDIA GPUs, NVIDIA Quadro GPUs, CUDA, NVIDIA RTX Technology, Pro Tip, Tensor Cores, Quadro RTX, NVIDIA Turing Architecture, nvidia quadro rtx, Artificial Intelligence, NVIDIATuring, GeForce RTX, Data Science Workstation, NGC, data science, RAPIDS, GPU-accelerated machine learning, NVIDIA CUDA, analytics, CUDA-X, Linux, Tensorflow, benchmark

The Quadro RTX-Powered Workstation

Posted by PNY Pro on Thu, Feb 28, 2019 @ 05:29 PM

Workstations are the epicenter of creativity and innovation for creative professionals across an array of disciplines, and the introduction of NVIDIA’s Quadro RTX GPUs is fundamentally altering the scope and type of tasks they can perform. Able to render cinematic quality images in real-time, utilize advanced AI to proactively assist in the design or creative process, and power lifelike virtual reality simulations with ease, Quadro RTX Workstations mark the pinnacle of creative potential and professional productivity.

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Topics: PNY, NVIDIA, Virtual Reality, VR, workstation, Deep Learning, AI, PNYPRO, Tensor Cores, Real-time ray tracing, nvidia quadro rtx, Artificial Intelligence, NVIDIATuring, real-time rendering

PNY Unveils NVIDIA Quadro RTX 8000

Posted by PNY Pro on Thu, Feb 21, 2019 @ 02:00 PM

PNY and NVIDIA are pleased to introduce the solution to today’s and tomorrow’s most demanding professional graphics, AI or HPC needs, the NVIDIA Quadro RTX 8000. Designed to meet the demands of customers looking to drastically improve the quality of their renderings, take advantage of breakthrough new AI-based software features, create seamless virtual reality experiences, or dramatically increase productivity by reducing the time required to perform essential and repetitive tasks, due to unmatched GPU performance and features; the Quadro RTX 8000 represents the next step in GPU-driven solutions.

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Topics: PNY, NVIDIA Quadro, PNY PRO, NVIDIA GPUs, NVIDIA Quadro GPUs, ray tracing, Tensor Cores, Real-time ray tracing, Quadro RTX, NVIDIA Turing Architecture, Artificial Intelligence, NVIDIATuring, QuadroRTX8000, NVIDIA Quadro RTX 8000

Advanced Product Design for Industry 4.0, Part 1: Product Design

Posted by PNY Technologies on Mon, Jan 28, 2019 @ 02:09 PM

The world is driven by innovation, and NVIDIA remains one of the largest contributors to the evolution of modern technology. With the advent of Industry 4.0, a world of possibilities never before considered becomes reality. Autonomous drones equipped with Deep Learning-enabled GPUs working alongside humans, “aware” of their surroundings. Vast amounts of data interpreted and quickly dissected to reach novel conclusions never before realized or inferred by human analysts that used to take days, months, or even years, saving time and resources, while delivering information vital to information age enterprises. Among these many advancements, the possibilities NVIDIA and Industry 4.0 bring to Product Design will revolutionize the future.

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Topics: PNY, Virtual Reality, NVIDIA Quadro, Digital Engineering, NVIDIA GPU, NVIDIA GPUs, PNYPRO, NVIDIA RTX Technology, Engineering, Turing, ray tracing, Tensor Cores, Quadro RTX, NVIDIA Turing Architecture, nvidia quadro rtx, Artificial Intelligence, Industry 4.0

NVIDIA reinvents computer graphics with the launch of the NVIDIA Turing GPU architecture and Quadro RTX graphics boards

Posted by PNY Pro on Fri, Aug 24, 2018 @ 04:42 PM

“Turing is NVIDIA’s most important innovation in computer graphics in more than a decade."

Jensen Huang, founder and CEO of NVIDIA

Launched at SIGGRAPH 2018, NVIDIA’s Turing GPU Architecture features new RT Cores to accelerate ray tracing and Tensor Cores for AI functionality which, together for the first time, make realtime ray tracing possible.

These two additions to the Turing architecture GPU — along with more powerful compute for simulation and enhanced rasterization — usher in a new generation of hybrid rendering to address the $250 billion visual effects industry. Hybrid rendering enables cinematic-quality interactive experiences, amazing new effects powered by RT Cores and AI (Deep Neural Networks) and fluid interactivity on highly complex models or scenes.

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Topics: AI, NVIDIA GPU, NVIDIA Quadro GPUs, SIGGRAPH 2018, PNYPRO, NVIDIA RTX Technology, Turing, RT Cores, ray tracing, Tensor Cores

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