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© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Altair's PBS Pro: Your Gateway to HPC Computing
Jochen Krebs • Director Enterprise Sales Central & Eastern Europe • Oct 2017
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
2500+Engineers, scientists and creative thinkers
Founded 1985
Headquartered in Troy, MI US
60,000+Users
$313M
2016 Billings
5000+Customers globally
50+
ISV partners under our unique,
patented licensing model
67offices
in 23 countries
ALTAIR AT A GLANCE
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Altair is the Only Company That…
…makes HPC middleware:
…develops HPC applications:
…and uses these to do HPC every day:
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Software & Solutions For HPC
Clusters & Clouds
Optimize HPC clusters and
clouds: ensure policies,
maximize efficiency, deliver
resilience and security via job
scheduling and data
management
Admins & Managers
Control HPC resources and
provide 360o visibility and
agility: configure, deploy,
monitor, troubleshoot, report,
simulate, optimize
Engineers & Researchers
Access HPC resources
naturally (no IT expertise): run
solvers, view progress,
manage data, and use 3D
remote visualization
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Clouds
Clusters
PBS Works
Control AccessOptimize
PBS Pro
Engineers
&
Researchers
HPC
Admins
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
PBS Professional: Optimize HPC
• Ubiquity: Open Source and commercial licensing
• Performant: faster time-to-results, better throughput and utilization
• Secure: EAL3+ security certification and MLS support
• Intelligent: policy-driven and topology-aware scheduling
• Scalable: proven to run millions of jobs per day
• Green Provisioning™: power management and control
• Robust: known in the industry for stability and support
• Open Architecture: implement virtually any new policy
Workload Management & Job Scheduling
PBS Pro schedules 250k+ cores for NASA
PBS Works chosen for Quriosity
EFFICIENT AND EFFECTIVE UTILIZATION 

OF EXPENSIVE HPC RESOURCES
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
PBS Pro: Speed, Scale, Resilience & The “Whole” HPC World
• 5x more scalable
• Tested to 50,000 nodes
• Tested to 500 concurrent portal users
• 10x faster
• Both scheduling & analytics
• 10x smaller footprint
• Analytics memory & disk
• 100% health check framework
• Dual licensing: commercial & Open Source
PBSPro.org
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Topology-aware Scheduling
Inter-node & intra-node placement
Switches, clusters, and NUMA
All networks
Infiniband, Ethernet, custom
Dynamic (runtime changeable)
All topologies
Before After
Average
runtimes
~ 45%
Faster
** actual US Customer Reported Results
Faster, Predictable Performance and Better Utilization
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
PBS Plugins (“Hooks”)
• Meet unique enterprise requirements
• Deliver site-specific and 3rd party integrations
• Support platform-specific features 

on day 1
• Build novel extensions
• Crowdsource solutions
• Share (even sell) via PBS ecosystem
Say “Yes!” to unique requests
PBS
Plugin
Plugin
Framework for Agility and Innovation
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
PBS Pro®
Dual-licensing
Commercial
The HPC World
Public Sector
Risk takers
Early adopters
Natural collaborators
Open Source
Risk avoiders
Later adopters
Natural competitors
Private Sector
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
HPC Cloud & Exascale Ecosystems
Exascale
Cloud
Computing
Power
Management
Big Data
GPUs &
Xeon Phi
Open Source
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Ecosystem: Containers
• Cgroups
• Limit, account, isolate resource use
• CPU, memory, disk I/O, network, etc.
• Enforced by PBS Pro based on allocated resources
• Docker & nvidia-docker
• Specify and run inside containers
• PBS hook-based implementation
• Big issue: security model grants root access (inside
containers)
• Singularity
• Newer container system (so not as mature)
• No security issue, as container runs as user
• Compatibility with Docker containers (via import)
• No PBS config needed – “just works”.
nvidia-docker
cgroups
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Power Management - Real Life Test Results
Customer has tested power capping per
Computer node level
Testing was done with Harmonie 1.5km
resolution job.
Harmonie is a very CPU power and
memory throughput demanding application.
During a job run all Node CPUs cores
(2*14c) nearly all the time were performing
at 100% load.
Job was run on 36*Compute nodes (1008c,
72*E5-2680v4 2.4GHz 14c, 128GB RAM
per node).
Job was repeated few times with each
specific power cap and an average result
was fixed.
Green Provisioning™
Results:
1/ Without power cap -> walltime ~885s, power consumption per
job run ~ 2,05kW
2/ Power cap 220W -> walltime increase ~2%, power consumption
decrease per job run by 10%
3/ Power cap 200W -> walltime increase ~3%, power consumption
decrease per job run by 17%.
=> Seems to be an optimal option.
4/ Power cap 180W -> walltime increase ~8%, power consumption
decrease per job run by 20%
5/ Power cap 160W -> walltime increase ~28%, power consumption
decrease per job run by 17%
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
PBS Works: Access HPC
• Novice to Expert: simple and powerful
• Same UX: desktop, web, and mobile
• Secure: protected access to HPC resources
• End-to-end: submit, monitor progress, steer,
fix, and rerun jobs
• Collaborate: shared 3D analysis
• 3D Remote Visualization
PORTAL FOR ENGINEERS & RESEARCHERS
Gateway to collaborative innovation
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
15
Simplify HPC services – no IT degree needed
Compute Manager
Run | Monitor | Manage
• Single “pane of glass” for HPC work 

(zero client install – browser only)
• Drag-and-drop input decks to submit HPC work (custom options auto-
populate)
• Watch progress & view intermediate results 

while jobs are running
• Post-process and visualize remote results 

(e.g., graph energies) without moving files
• Even fix inputs “in place” and re-run 

(without re-uploading big input files)
• Secure, unified access, anywhere… anytime
“Compute Manager is a key
enhancement to our PBS Works
environment.”
– Tower International
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
16
Key Application Integrations (by industry)
Life & Chemical Sciences Energy / Oil & Gas Manufacturing And many
more
Amber
LAMMPS
NAMD
CFX
Permas
NONMEM
OpenFOAM
• PBS Works products are integrated with the most popular and widely used software across all
vertical industries
• Hundreds of commercial, open source and proprietary code integrations
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
17
Visualize your datasets for rapid collaboration and innovation
Display Manager
Visualize | Access | Collaborate
“Display Manager is our most significant
functionality update since the move to HPC
itself. In most cases we are saving a full day
of time or more.”
– PING Golf
• Avoid commute and keep data near your compute! (consolidate
hardware and software resources)
• A secure and traceable way to access IP
• Easy and accessible collaboration tools 

for globalized infrastructure
• Reduces software maintenance and deployment costs
• Instantaneous application invocation
• Flexible application resource allocation
• Allows for instant collaboration on big data through a simple interface,
anywhere & anytime
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
PBS Works: Control HPC
• Single pane of glass: single command center
• Real-time monitoring: simplify troubleshooting and maintenance
• Reporting: PBS Analytics powered by Carriots Analytics™
• Workload simulator: simulate and optimize infrastructure sizing
• Multi-cloud bursting: burst to any cloud for peak loads
• One-click appliance deployment: effortless for public, hybrid, and private clouds
• Modern UX: drag-and-drop simplicity
Manage HPC Clusters & Cloud Appliances
Altair’s own CAE Appliances
HyperWorks Unlimited
HPC ADMINISTRATORS’ CONTROL CENTER FOR MANAGING,
OPTIMIZING AND FORECASTING HPC RESOURCES
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
PBScloud.io (SaaS offering)
• Graphical IDE: easily create HPC appliances
• Easy deployment: create once and deploy in minutes
• Multi-cloud: deploy complete appliance everywhere
• Security: customize security polices and role-based access control
• Intelligent management: appliance lifecycle management (CRUD)
• Control expenditure: quotas to optimize consumption
Democratizing HPC by providing fully configured HPC Appliances in multi-cloud environments
Democratizing HPC by providing fully configured HPC Appliance on multi clouds
A SOFTWARE-AS-SERVICE TO MODEL, CREATE, DEPLOY, 

MANAGE & MONITOR HPC APPLIANCES ON MULTIPLE CLOUDS
Learn more at: pbscloud.io
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
PBS Works: Cloud Bursting
Microsoft Azure
Amazon Web Services
…
PBS Works
On-demand use of
cloud resources to
maximize efficiency
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
• Video Cloud
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
HP Insight CMU + PBS Professional:
The Connector enables: So Users/Admins can:
Automation of common admin tasks Do their jobs faster and easier
Dynamic OS provisioning Trust that all existing OS images are being comprehended by PBS
for scheduling
Dynamic node group creation Visualize utilization and performance of jobs on nodes
Integrated PBS menus Easily register nodes, online/offline (or “drain”) nodes, perform OS
provisioning, delete jobs and much more
Automatic network topology configuration Optimize job placement
Maintenance mode for nodes Move 'bad' nodes into maintenance mode for troubleshooting
without competing with users’ jobs
One-click access to online resources Quickly and easily access PBS Professional documentation, user
forums and support
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Reimagined User Experience
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
25
PBS Analytics
Accounting & Analytics Portal for HPC
Visualize historical usage for optimized returns on HPC investments
• Allocate costs & plan for future capacity needs
• Visualize workload & historical usage
• Easily drill down to underlying data
• Filter by project, app, user, group, queue, host, …
• Canned reports out-of-the-box, and customize your own
• Aggregate data from multiple PBS Professional servers
• Analyze historical data as far back as PBS Pro 5.3
• Slideshow mode for continuous display (in lobby)
• Export to customer billing system
“Maximizing our license utilization
means we don't have to buy a 

new license, set up another
workstation, and hire another
engineer to keep up with demand.”
– Trelleborg
View | Report | Forecast
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Copyright © 2015 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
2619
Example: Users Request Too Much Memory…
Users are asking for more memory than needed. 

This could have caused some jobs to wait unnecessarily…
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
pbs_snapshot
PBS Works: Configuration
PBS Works: Analytics
Simulator
Solver
PBS Pro
Scheduler
Core
PBS Snapshot
•
• Policies
• Infrastructure
• Workload
PBS
Snapshot
Simulator Architecture
© 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
Why PBS Works?
Save Money Save Time
Gain Peace of Mind Ensure User & Admin Satisfaction
Scale Up
“Tens of millions of dollars
in upfront savings.”
–Lockheed Martin
“We are saving a full day
of time or more.”
–PING Golf
“Admin overhead is reduced
significantly.”
–IT4I
“Altair… drew on their engineering expertise
to make creative suggestions.
They are problem solvers.”
–GE Oil & Gas
“We’ll be running orders of magnitude more
cores than in the past….PBS will play a
central role in enabling us to do that well.”
–Chrysler

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Semelhante a HPC DAY 2017 | Altair's PBS Pro: Your Gateway to HPC Computing (20)

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HPC DAY 2017 | Altair's PBS Pro: Your Gateway to HPC Computing

  • 1. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Altair's PBS Pro: Your Gateway to HPC Computing Jochen Krebs • Director Enterprise Sales Central & Eastern Europe • Oct 2017
  • 2. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. 2500+Engineers, scientists and creative thinkers Founded 1985 Headquartered in Troy, MI US 60,000+Users $313M 2016 Billings 5000+Customers globally 50+ ISV partners under our unique, patented licensing model 67offices in 23 countries ALTAIR AT A GLANCE
  • 3. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Altair is the Only Company That… …makes HPC middleware: …develops HPC applications: …and uses these to do HPC every day:
  • 4. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Software & Solutions For HPC Clusters & Clouds Optimize HPC clusters and clouds: ensure policies, maximize efficiency, deliver resilience and security via job scheduling and data management Admins & Managers Control HPC resources and provide 360o visibility and agility: configure, deploy, monitor, troubleshoot, report, simulate, optimize Engineers & Researchers Access HPC resources naturally (no IT expertise): run solvers, view progress, manage data, and use 3D remote visualization
  • 5. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Clouds Clusters PBS Works Control AccessOptimize PBS Pro Engineers & Researchers HPC Admins
  • 6. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. PBS Professional: Optimize HPC • Ubiquity: Open Source and commercial licensing • Performant: faster time-to-results, better throughput and utilization • Secure: EAL3+ security certification and MLS support • Intelligent: policy-driven and topology-aware scheduling • Scalable: proven to run millions of jobs per day • Green Provisioning™: power management and control • Robust: known in the industry for stability and support • Open Architecture: implement virtually any new policy Workload Management & Job Scheduling PBS Pro schedules 250k+ cores for NASA PBS Works chosen for Quriosity EFFICIENT AND EFFECTIVE UTILIZATION 
 OF EXPENSIVE HPC RESOURCES
  • 7. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. PBS Pro: Speed, Scale, Resilience & The “Whole” HPC World • 5x more scalable • Tested to 50,000 nodes • Tested to 500 concurrent portal users • 10x faster • Both scheduling & analytics • 10x smaller footprint • Analytics memory & disk • 100% health check framework • Dual licensing: commercial & Open Source PBSPro.org
  • 8. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Topology-aware Scheduling Inter-node & intra-node placement Switches, clusters, and NUMA All networks Infiniband, Ethernet, custom Dynamic (runtime changeable) All topologies Before After Average runtimes ~ 45% Faster ** actual US Customer Reported Results Faster, Predictable Performance and Better Utilization
  • 9. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. PBS Plugins (“Hooks”) • Meet unique enterprise requirements • Deliver site-specific and 3rd party integrations • Support platform-specific features 
 on day 1 • Build novel extensions • Crowdsource solutions • Share (even sell) via PBS ecosystem Say “Yes!” to unique requests PBS Plugin Plugin Framework for Agility and Innovation
  • 10. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. PBS Pro® Dual-licensing Commercial The HPC World Public Sector Risk takers Early adopters Natural collaborators Open Source Risk avoiders Later adopters Natural competitors Private Sector
  • 11. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. HPC Cloud & Exascale Ecosystems Exascale Cloud Computing Power Management Big Data GPUs & Xeon Phi Open Source
  • 12. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Ecosystem: Containers • Cgroups • Limit, account, isolate resource use • CPU, memory, disk I/O, network, etc. • Enforced by PBS Pro based on allocated resources • Docker & nvidia-docker • Specify and run inside containers • PBS hook-based implementation • Big issue: security model grants root access (inside containers) • Singularity • Newer container system (so not as mature) • No security issue, as container runs as user • Compatibility with Docker containers (via import) • No PBS config needed – “just works”. nvidia-docker cgroups
  • 13. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Power Management - Real Life Test Results Customer has tested power capping per Computer node level Testing was done with Harmonie 1.5km resolution job. Harmonie is a very CPU power and memory throughput demanding application. During a job run all Node CPUs cores (2*14c) nearly all the time were performing at 100% load. Job was run on 36*Compute nodes (1008c, 72*E5-2680v4 2.4GHz 14c, 128GB RAM per node). Job was repeated few times with each specific power cap and an average result was fixed. Green Provisioning™ Results: 1/ Without power cap -> walltime ~885s, power consumption per job run ~ 2,05kW 2/ Power cap 220W -> walltime increase ~2%, power consumption decrease per job run by 10% 3/ Power cap 200W -> walltime increase ~3%, power consumption decrease per job run by 17%. => Seems to be an optimal option. 4/ Power cap 180W -> walltime increase ~8%, power consumption decrease per job run by 20% 5/ Power cap 160W -> walltime increase ~28%, power consumption decrease per job run by 17%
  • 14. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. PBS Works: Access HPC • Novice to Expert: simple and powerful • Same UX: desktop, web, and mobile • Secure: protected access to HPC resources • End-to-end: submit, monitor progress, steer, fix, and rerun jobs • Collaborate: shared 3D analysis • 3D Remote Visualization PORTAL FOR ENGINEERS & RESEARCHERS Gateway to collaborative innovation
  • 15. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. 15 Simplify HPC services – no IT degree needed Compute Manager Run | Monitor | Manage • Single “pane of glass” for HPC work 
 (zero client install – browser only) • Drag-and-drop input decks to submit HPC work (custom options auto- populate) • Watch progress & view intermediate results 
 while jobs are running • Post-process and visualize remote results 
 (e.g., graph energies) without moving files • Even fix inputs “in place” and re-run 
 (without re-uploading big input files) • Secure, unified access, anywhere… anytime “Compute Manager is a key enhancement to our PBS Works environment.” – Tower International
  • 16. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. 16 Key Application Integrations (by industry) Life & Chemical Sciences Energy / Oil & Gas Manufacturing And many more Amber LAMMPS NAMD CFX Permas NONMEM OpenFOAM • PBS Works products are integrated with the most popular and widely used software across all vertical industries • Hundreds of commercial, open source and proprietary code integrations
  • 17. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. 17 Visualize your datasets for rapid collaboration and innovation Display Manager Visualize | Access | Collaborate “Display Manager is our most significant functionality update since the move to HPC itself. In most cases we are saving a full day of time or more.” – PING Golf • Avoid commute and keep data near your compute! (consolidate hardware and software resources) • A secure and traceable way to access IP • Easy and accessible collaboration tools 
 for globalized infrastructure • Reduces software maintenance and deployment costs • Instantaneous application invocation • Flexible application resource allocation • Allows for instant collaboration on big data through a simple interface, anywhere & anytime
  • 18. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. PBS Works: Control HPC • Single pane of glass: single command center • Real-time monitoring: simplify troubleshooting and maintenance • Reporting: PBS Analytics powered by Carriots Analytics™ • Workload simulator: simulate and optimize infrastructure sizing • Multi-cloud bursting: burst to any cloud for peak loads • One-click appliance deployment: effortless for public, hybrid, and private clouds • Modern UX: drag-and-drop simplicity Manage HPC Clusters & Cloud Appliances Altair’s own CAE Appliances HyperWorks Unlimited HPC ADMINISTRATORS’ CONTROL CENTER FOR MANAGING, OPTIMIZING AND FORECASTING HPC RESOURCES
  • 19. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. PBScloud.io (SaaS offering) • Graphical IDE: easily create HPC appliances • Easy deployment: create once and deploy in minutes • Multi-cloud: deploy complete appliance everywhere • Security: customize security polices and role-based access control • Intelligent management: appliance lifecycle management (CRUD) • Control expenditure: quotas to optimize consumption Democratizing HPC by providing fully configured HPC Appliances in multi-cloud environments Democratizing HPC by providing fully configured HPC Appliance on multi clouds A SOFTWARE-AS-SERVICE TO MODEL, CREATE, DEPLOY, 
 MANAGE & MONITOR HPC APPLIANCES ON MULTIPLE CLOUDS Learn more at: pbscloud.io
  • 20. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. PBS Works: Cloud Bursting Microsoft Azure Amazon Web Services … PBS Works On-demand use of cloud resources to maximize efficiency
  • 21. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. • Video Cloud
  • 22. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. HP Insight CMU + PBS Professional: The Connector enables: So Users/Admins can: Automation of common admin tasks Do their jobs faster and easier Dynamic OS provisioning Trust that all existing OS images are being comprehended by PBS for scheduling Dynamic node group creation Visualize utilization and performance of jobs on nodes Integrated PBS menus Easily register nodes, online/offline (or “drain”) nodes, perform OS provisioning, delete jobs and much more Automatic network topology configuration Optimize job placement Maintenance mode for nodes Move 'bad' nodes into maintenance mode for troubleshooting without competing with users’ jobs One-click access to online resources Quickly and easily access PBS Professional documentation, user forums and support
  • 23. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Reimagined User Experience
  • 24. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.
  • 25. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved.Copyright © 2014 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. 25 PBS Analytics Accounting & Analytics Portal for HPC Visualize historical usage for optimized returns on HPC investments • Allocate costs & plan for future capacity needs • Visualize workload & historical usage • Easily drill down to underlying data • Filter by project, app, user, group, queue, host, … • Canned reports out-of-the-box, and customize your own • Aggregate data from multiple PBS Professional servers • Analyze historical data as far back as PBS Pro 5.3 • Slideshow mode for continuous display (in lobby) • Export to customer billing system “Maximizing our license utilization means we don't have to buy a 
 new license, set up another workstation, and hire another engineer to keep up with demand.” – Trelleborg View | Report | Forecast
  • 26. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Copyright © 2015 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. 2619 Example: Users Request Too Much Memory… Users are asking for more memory than needed. 
 This could have caused some jobs to wait unnecessarily…
  • 27. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. pbs_snapshot PBS Works: Configuration PBS Works: Analytics Simulator Solver PBS Pro Scheduler Core PBS Snapshot • • Policies • Infrastructure • Workload PBS Snapshot Simulator Architecture
  • 28. © 2017 Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Why PBS Works? Save Money Save Time Gain Peace of Mind Ensure User & Admin Satisfaction Scale Up “Tens of millions of dollars in upfront savings.” –Lockheed Martin “We are saving a full day of time or more.” –PING Golf “Admin overhead is reduced significantly.” –IT4I “Altair… drew on their engineering expertise to make creative suggestions. They are problem solvers.” –GE Oil & Gas “We’ll be running orders of magnitude more cores than in the past….PBS will play a central role in enabling us to do that well.” –Chrysler