Artificial Intelligence

GPU Workstations within the Cloud with Paperspace

August 24, 2024
roosho

We’re more than happy to announce the provision of an RStudio TensorFlow template for the Paperspace cloud desktop service.

If you happen to don’t have native entry to a contemporary NVIDIA GPU, your finest wager is usually to run GPU intensive coaching jobs within the cloud. Paperspace is a cloud service that gives entry to a completely preconfigured Ubuntu 16.04 desktop surroundings geared up with a GPU. With the addition of the RStudio TensorFlow template now you can provision a prepared to make use of RStudio TensorFlow w/ GPU workstation in only a few clicks. Preconfigured software program contains:

  • RStudio Desktop and RStudio Server

  • NVIDIA GPU libraries (CUDA 8.0 and cuDNN 6.0)

  • TensorFlow v1.4 w/ GPU

  • The R keras, tfestimators, and tensorflow packages.

  • The tidyverse suite of packages (ggplot2, dplyr, tidyr, readr, and many others.)

Getting Began

To get began, first signup for a Paperspace account (you should utilize the RSTUDIO promo code if you signal as much as obtain a $5 account credit score).

Then, create a brand new Paperspace occasion utilizing the RStudio template:

Then, select one of many Paperspace GPU cases (versus the CPU cases). For instance, right here we choose the P4000 machine sort which incorporates an NVIDIA Quadro P4000 GPU:

See the Cloud Desktop GPUs with Paperspace article on the TensorFlow for R web site for full particulars on getting began.

Coaching a Convolutional MNIST Mannequin

The efficiency good points for coaching convoluational and recurrent fashions on GPUs might be substantial. Let’s attempt coaching the Keras MNIST CNN instance on our new Paperspace occasion:

Coaching the mannequin for 12 epochs takes about 1 minute (~ 5 seconds per epoch). However, coaching the identical mannequin on CPU on a excessive finish Macbook Professional takes quarter-hour! (~ 75 seconds per epoch). Utilizing a Paperspace GPU yields a 15x efficiency acquire in mannequin coaching.

This mannequin was skilled on an NVIDIA Quadro P4000, which prices $0.40 per hour. Paperspace cases might be configured to mechanically shut down after a interval of inactivity to stop accruing cloud expenses if you aren’t really utilizing the machine.

In case you are coaching convolutional or recurrent fashions and don’t at the moment have entry to an area NVIDIA GPU, utilizing RStudio on Paperspace is a good way to speed up coaching efficiency. You need to use the RSTUDIO promo code if you join Paperspace to obtain a $5 account credit score.

Quotation

For attribution, please cite this work as

Allaire (2018, April 2). Posit AI Weblog: GPU Workstations within the Cloud with Paperspace. Retrieved from https://blogs.rstudio.com/tensorflow/posts/2018-04-02-rstudio-gpu-paperspace/

BibTeX quotation

@misc{allaire2018gpu,
  creator = {Allaire, J.J.},
  title = {Posit AI Weblog: GPU Workstations within the Cloud with Paperspace},
  url = {https://blogs.rstudio.com/tensorflow/posts/2018-04-02-rstudio-gpu-paperspace/},
  12 months = {2018}
}