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GPU-Accelerated Innovation
USING
NVIDIA GPU CLOUD CONTAINERS
ON NIMBIX CLOUD
Greg Crider
Senior Product Manager
NVIDIA
2
NVIDIA + NIMBIX PARTNERSHIP
Nimbix was the first cloud
provider to partner with NVIDIA
Has offered every NVIDIA
compute GPU, including latest
Volta V100 GPU
Only public cloud provider in the
Americas to offer NVIDIA DGX-1
systems
Working Together to Deliver Accelerated Computing
3
CHALLENGES WITH COMPLEX SOFTWARE
Current DIY GPU-accelerated
AI and HPC deployments are
complex and time consuming
to build, test and maintain
Development of software
frameworks by the community
is moving very fast
Requires high level of
expertise to manage driver,
library, framework
dependencies
NVIDIA Deep
Learning Libraries
NVIDIA Container
Runtime for Docker
NVIDIA Driver
NVIDIA GPU
Applications or
Frameworks
4
NGC DELIVERS A GPU OPTIMIZED
ENVIRONMENT
Integrates the deep learning SDK,
libraries, drivers and OS into a single
environment
Removes all the DIY complexity of
managing dependencies, updates
Stack runs in a VM locally or in
the cloud
5
WHY CONTAINERS?
Benefits of Containers:
Simplify deployment of
GPU-accelerated software,
eliminating time-consuming
software integration work
Isolate individual deep learning
frameworks and applications
Share, collaborate,
and test applications across
different environments
5
6
NVIDIA GPU CLOUD
Discover 30 GPU-Accelerated Containers
Deep learning, HPC, and partner applications
Innovate in Minutes, Not Weeks
Get up and running quickly
Access from Anywhere
Supports NVIDIA Volta or Pascal™ architecture
GPUs on NVIDIA DGX Systems and supported
cloud providers
Simple access to GPU-accelerated software
7
NGC CONTAINER REGISTRY
Deep Learning Frameworks, drivers,
OS, all pre-configured, tested, and
optimized, updated monthly
Curated HPC and third-party
applications
Updated monthly to deliver the
highest performance frameworks in
the industry
One stop shop for GPU optimized containers
8
CURRENT NGC CONTAINERS
PARAVIEW-HOLODECK
PARAVIEW-INDEX
PARAVIEW-OPTIX
INDEX
VMD
H2O
MAPD
CHAINER
PADDLEPADDLE
KINETICA
GAMESS
GROMACS
LAMMPS
NAMD
CHROMA
MILC
RELION
CANDLE
LATTICE MICROBES
CAFFE
CAFFE2
CNTK
CUDA
DIGITS
MXNET
PYTORCH
TENSORFLOW
TENSORRT
THEANO
TORCH
DEEP
LEARNING
HPC VIZ HPC PARTNER
9
MAXIMIZING PERFORMANCE ON VOLTA
Greater than 10x Performance on Volta vs K80
0
2
4
6
8
10
12
K80 V100 TC
GPU Generational Training Scaling
Frameworks on NGC have
the latest NVIDIA
optimizations for Volta
Cloud images from NVIDIA
are tuned for maximum
performance
Volta is >10x faster than K80
ResNet-152 Training, 8x K80 (16 GPUs total) compared with 8x V100 NVLink GPUs using NVIDIA 17.10 containers
10
NGC CONTAINERS RUNNING ON A CSP CLOUD
NGC Container Registry
CSP Cloud
User registers independently
with NGC and CSP Cloud
NGC
image
Cloud
Marketplace
11
DOWNLOAD NGC
CONTAINERS
CREATE A CSP CLOUD
ACCOUNT AND RUN A
GPU INSTANCE
CREATE A NGC
ACCOUNT
3 STEPS TO USING NGC ON A CSP CLOUD
User creates a free NGC
account on NVIDIA’s web
site running in the US
www.nvidia.com/ngcsignup
User running a GPU
instance in the CSP Cloud
downloads no-cost
containers from the NGC
Container Registry
User creates a CSP Cloud
account and starts a GPU
instance using the NGC image
12
NVIDIA GPU CLOUD
GPU-accelerated containers for deep learning, HPC, and HPC visualization
Innovate In Minutes,
Not Weeks
Access from
Anywhere
GPU-Accelerated
Containers
Using-NVIDIA-GPU-Cloud-Containers-on-the-Nimbix-Cloud-NVIDIA.pdf

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Using-NVIDIA-GPU-Cloud-Containers-on-the-Nimbix-Cloud-NVIDIA.pdf

  • 1. GPU-Accelerated Innovation USING NVIDIA GPU CLOUD CONTAINERS ON NIMBIX CLOUD Greg Crider Senior Product Manager NVIDIA
  • 2. 2 NVIDIA + NIMBIX PARTNERSHIP Nimbix was the first cloud provider to partner with NVIDIA Has offered every NVIDIA compute GPU, including latest Volta V100 GPU Only public cloud provider in the Americas to offer NVIDIA DGX-1 systems Working Together to Deliver Accelerated Computing
  • 3. 3 CHALLENGES WITH COMPLEX SOFTWARE Current DIY GPU-accelerated AI and HPC deployments are complex and time consuming to build, test and maintain Development of software frameworks by the community is moving very fast Requires high level of expertise to manage driver, library, framework dependencies NVIDIA Deep Learning Libraries NVIDIA Container Runtime for Docker NVIDIA Driver NVIDIA GPU Applications or Frameworks
  • 4. 4 NGC DELIVERS A GPU OPTIMIZED ENVIRONMENT Integrates the deep learning SDK, libraries, drivers and OS into a single environment Removes all the DIY complexity of managing dependencies, updates Stack runs in a VM locally or in the cloud
  • 5. 5 WHY CONTAINERS? Benefits of Containers: Simplify deployment of GPU-accelerated software, eliminating time-consuming software integration work Isolate individual deep learning frameworks and applications Share, collaborate, and test applications across different environments 5
  • 6. 6 NVIDIA GPU CLOUD Discover 30 GPU-Accelerated Containers Deep learning, HPC, and partner applications Innovate in Minutes, Not Weeks Get up and running quickly Access from Anywhere Supports NVIDIA Volta or Pascal™ architecture GPUs on NVIDIA DGX Systems and supported cloud providers Simple access to GPU-accelerated software
  • 7. 7 NGC CONTAINER REGISTRY Deep Learning Frameworks, drivers, OS, all pre-configured, tested, and optimized, updated monthly Curated HPC and third-party applications Updated monthly to deliver the highest performance frameworks in the industry One stop shop for GPU optimized containers
  • 8. 8 CURRENT NGC CONTAINERS PARAVIEW-HOLODECK PARAVIEW-INDEX PARAVIEW-OPTIX INDEX VMD H2O MAPD CHAINER PADDLEPADDLE KINETICA GAMESS GROMACS LAMMPS NAMD CHROMA MILC RELION CANDLE LATTICE MICROBES CAFFE CAFFE2 CNTK CUDA DIGITS MXNET PYTORCH TENSORFLOW TENSORRT THEANO TORCH DEEP LEARNING HPC VIZ HPC PARTNER
  • 9. 9 MAXIMIZING PERFORMANCE ON VOLTA Greater than 10x Performance on Volta vs K80 0 2 4 6 8 10 12 K80 V100 TC GPU Generational Training Scaling Frameworks on NGC have the latest NVIDIA optimizations for Volta Cloud images from NVIDIA are tuned for maximum performance Volta is >10x faster than K80 ResNet-152 Training, 8x K80 (16 GPUs total) compared with 8x V100 NVLink GPUs using NVIDIA 17.10 containers
  • 10. 10 NGC CONTAINERS RUNNING ON A CSP CLOUD NGC Container Registry CSP Cloud User registers independently with NGC and CSP Cloud NGC image Cloud Marketplace
  • 11. 11 DOWNLOAD NGC CONTAINERS CREATE A CSP CLOUD ACCOUNT AND RUN A GPU INSTANCE CREATE A NGC ACCOUNT 3 STEPS TO USING NGC ON A CSP CLOUD User creates a free NGC account on NVIDIA’s web site running in the US www.nvidia.com/ngcsignup User running a GPU instance in the CSP Cloud downloads no-cost containers from the NGC Container Registry User creates a CSP Cloud account and starts a GPU instance using the NGC image
  • 12. 12 NVIDIA GPU CLOUD GPU-accelerated containers for deep learning, HPC, and HPC visualization Innovate In Minutes, Not Weeks Access from Anywhere GPU-Accelerated Containers