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© 2017 IBM Corporation
IBM Cognitive SystemsCognitive Infrastructure for the digital
business transformation
June 2017
Dilek Sezgün
0160/90741619
AI and Cognitive Solution Infrastructure Sales Leader
© 2017 IBM Corporation
AI and Cognitive InfrastructureData
Intelligence of Machine
2
Power AI with Minsky
Mashine Learning on System z
IBM Storage and Software Defined Storage
© 2017 IBM Corporation
Data
is the new
competitive
advantage
Painpoints of the Digital Business Transformation
The digital economy is driven by big data. To deal with it, companies require more agile, flexible, and scale able tools.
Cloud
is the new
approach to agility
Open collaboration
is the new path
to innovation
3
© 2017 IBM Corporation
What's going on in the market? Open Source applications and databases are changing the enterprise
IBM Confidential Source: http://db-engines.com/en/ranking
Rank DBMS Growth (20 months)
1 Oracle -5%
2 MySQL 2%
3 MS SQL Server -10%
4 MongoDB 172%
5 PostgreSQL 40%
6 DB2 11%
7 Microsoft Access -26%
8 Cassandra 87%
9 SQLite 19%
Database Growth Rates
By 2018, more than 70% of new in-house applications will be developed
on an OSDBMS, and 50% of existing commercial RDBMS instances will have been converted or will
be in process...”
“…we now believe that the cost of managing OSDBMSs
and the availability of skills are now close to parity with those of thecommercial DBMS offerings. We therefore believe there are clear
savings in TCO for the OSDBMS. With software costs
skyrocketing, this has become a major focus of IT management and is a major impact of the OSDBMS.”
Source: The State of Open-Source RDBMSs, 2015, Gartner, Donald Feinberg, Merv Adrian, April 2015
© 2017 IBM Corporation
Client value• Lower cost, greater scale,
speed •Open source, Dev Ops model•Reduce vendor lock-in•Born on / designed for the
cloud
The Modern Data Platform
New data sources Social LocationSensorsDataServices
Transactions
b
SQL PostgreSQLcompatible
SQLMySQL
compatible
New Data ModelsNoSQL
Document, Column, Key Value, Graph,
Conventional Data Platform
note: some new data companies shown are not based on open source
RDBMS OLTPACID
Systems ofRecord
Systems of Insight
Data Warehouse & Marts
Structured Data
Structured Data
Mobile
“New” RelationalOpen Source SQL
New Transaction ServicesBlockchain
Shared, distributed ledger
New Data ModelsHadoop/Spark
Unstructured Data / Text
SQL PostgreSQLcompatible
5
© 2017 IBM Corporation
Open Source Myth and Infrastructure
Open Source DBs deliver 1.8-2X+ greater value on POWER8 and LinuxOne vs. x86……and
this is interesting for all who want to better than there competition
myth busterx86 is the best
platform for Open Source Databases
6
© 2017 IBM Corporation
IBM POWER8: Breakthrough performance for YOUR data
4XThreads per core*
4X Mem. Bandwidth*
4XMore cache*
Optimized for a broad range of Databases, BigData and Analytics Workloads
POWER8
SMT8
x86
Hyperthread
Parallel Processing
POWER8
pipe
Data flow
x86 pipe POWER8
x86POWER8 +
OpenPOWER
x86
5XFaster
7
© 2017 IBM Corporation© 2016 IBM Corporation
Power Systems
MongoDB running on POWER8 Price-Performance Guarantee
• •
IBM Power Systems guarantees the Power S822LC for Big Data system built with POWER8 delivers at least a 2X price-performance advantage vs. x86 based servers when running a customer application/workload based on MongoDB.
2X price-performance means that the customer's documented throughput performance on the S822LC POWER8 divided by the price of the system will be at least 2 times higher than the customer's documented throughput performance on the x86 based system divided by the price of the comparable
x86 system.
EX: If transactions per second on the S822LC are 20,000 and 10,000 on the x86 based system, while the price of the S822LC is $10,000, and the price ofthe x86 based system is $10,000, then the Throughput Performance Per Price would be exactly 2 times higher and the guaranty would be met."
Notes:
1. Client’s POWER8 Machine and the x86 Machine must be running at similar utilization rates.
2. Client’s POWER8 Machine’s system performance cannot be constrained by I/O subsystem. Specifically, the I/O subsystem on the POWER8 Machines must achieve greater than or equal I/O bandwidth and operations per second than the x86 Machine.
3. Client’s POWER8 Machine’s physical memory must be the same or greater than the physical memory on the x86 Machine
4. Client is responsible for demonstrating comparable real-world representative workload between the POWER8 Machine and the x86 Machine through the use of the IBM provided tools and comparable tools on x86 systems.
5. 2x guarantee is based on a list price for x86 (Dell, Cisco, HP or Lenovo) and the IBM S822LC for Big Data.
The IBM Power S822LC for Big Data server (20-core/2.92 GHz 128GB memory, 4 TB SATA Storage) must be purchased from IBM or an authorized IBM Business
Partner prior to June 30, 2017. The guarantee period is valid for three (3) months from the date of purchase. The x86 based systems must be comparably
configured branded servers from Cisco, Dell, HP, or Lenovo and the client is responsible for all MongoDB licenses.
2X throughput performance per price means that the customer's documented throughput performance on the S822LC POWER8 system based on either queries,
operations or transactions per second divided by the price of the such system will be at least 2 times higher than the customer's same documented throughput
performance on the x86 based system divided by the price of such comparable x86 system.
Remediation: IBM will provide additional performance optimization and tuning services consistent with IBM Best Practices, at no charge. If unable to reach
guaranteed level of price-performance, IBM will provide additional equally configured systems to those already purchased to reach the guaranteed level of price-
performance.
© 2017 IBM Corporation© 2016 IBM Corporation
Power Systems
EnterpriseDB on Power Systems Price-Performance Guarantee
• •
IBM Power Systems guarantees the S822LC for Big Data system built with POWER8 delivers at least a 1.8X price-performance advantage versus x86 based servers when running a virtualized customer application/workload based on EnterpriseDB Postgres 9.5.
1.8X price-performance means that the customer's documented throughput performance on the S822LC POWER8 divided by the sum of the price ofthe system and associated EnterpriseDB licenses will be at least 1.8 times that of the customer's documented throughput performance on the x86based system divided by the sum of the price of the comparable x86 system and associated EnterpriseDB licenses
EX: If transactions per second on the S822LC are 18,000 and 10,000 on the x86 based system, while the price of the S822LC and associatedEnterpriseDB licenses is $10,000, and the price of the x86 based system and associated EnterpriseDB licenses is $10,000, then the ThroughputPerformance Per Price would be exactly 1.8 times advantaged and the guaranty would be met."
Notes:
1. Client’s POWER8 Machine and the x86 Machine must be running at similar utilization rates. Eligible Machine and the Compared Machine must be partitioned with at least 4 equal sized partitions.
2. Client’s POWER8 Machine’s system performance cannot be constrained by I/O subsystem. Specifically, the I/O subsystem on the POWER8 Machines must achieve greater than or equal I/O bandwidth and operations per second than the x86 Machine.
3. Client’s POWER8 Machine’s physical memory must be the same or greater than the physical memory on the x86 Machine
4. Client is responsible for demonstrating comparable real-world representative workload between the POWER8 Machine and the x86 Machine through the use of the IBM provided tools and comparable tools on x86 systems.
5. 1.8x guarantee is based on list price for the x86 based server (Dell, Cisco,or HP) and list price for the IBM S822LC for Big Data.
6. EnterpriseDB Postgres Advanced Server 9.5 license are priced at $1750 per core - EDB 9.5 http://www.enterprisedb.com/products-services-training/subscriptions-power
The IBM Power S822LC for Big Data server (20-core/2.92 GHz 256GB memory, 4 TB SATA Storage) must be purchased from IBM or an authorized IBM Business
Partner prior to June 30, 2017. The guarantee period is valid for three (3) months from the date of purchase. The x86 based systems must be comparably
configured branded servers from Cisco, Dell, or HP and the client is responsible for all EnterpriseDB licenses.
1.8 X price-performance means that the customer's documented throughput performance on the S822LC POWER8 divided by the sum of the price of the system
and associated EnterpriseDB licenses will be at least 1.8 times that of the customer's documented throughput performance on the x86 based system divided by the
sum of the price of the comparable x86 system and associated EnterpriseDB licenses
Remediation: IBM will provide additional performance optimization and tuning services consistent with IBM Best Practices, at no charge. If unable to reach
guaranteed level of price-performance, IBM will provide additional equally configured systems to those already purchased to reach the guaranteed level of price-
performance.
© 2017 IBM Corporation© 2016 IBM Corporation
Power Systems
Hortonworks HDP running on POWER8 Price-Performance Guarantee
• •
IBM Power Systems guarantees the Power S822LC for Big Data system built with POWER8 delivers at least a 3X price-performance
advantage vs. x86 based results when running a customer application/workload with Tez/Hive LLAP on Hortonworks HDP under the
conditions noted below. A Worker Node is a server carrying out the HDP query functions, with one Worker Node per server.
3X price-performance means that the customer's documented throughput performance on the cluster of S822LC for Big Data Worker Nodes divided by the price of the cluster of Worker Nodes will be at least 3 times higher than the customer's documented throughput performance on the cluster of x86 based
Worker Nodes divided by the price of the cluster of x86 Worker Nodes.
EX: If queries per second on the cluster of S822LC Worker Nodes are 30,000 and 10,000 on the cluster of x86 based Worker Nodes, while the price of the S822LC Worker Node cluster is$10,000, and the price of the x86 based Worker Node cluster is $10,000, then the Throughput Performance Per Price would be exactly 3 times higher and the guarantee would be met."
Notes:
1. Client’s Power S822LC for BD Worker Nodes and the x86 Worker Nodes must be running at similar utilization rates of at least 50% or higher, using the same software stack as described in Note #4, and which are configured similarly.
2. Client’s Power S822LC for BD performance cannot be constrained by I/O subsystem. Specifically, the I/O subsystem on the Power S822LC for BD Worker Node must achieve greater than or equal I/O bandwidth and operations per second than
the x86 Worker Node.
3. Client’s Power S822LC for BD Worker Node’s physical memory must be the same or greater than the physical memory on the x86 Worker Node.
4. Applicable software stack is Tez/Hive LLAP on HDP 2.6 or later for both the Power S822LC and x86-based Worker Nodes.
5. Client is responsible for demonstrating comparable real-world representative workload between the Power S822LC for BD Worker Node and the x86 Worker Node through the use of the IBM provided tools and comparable tools on x86 systems.
6. 3X guarantee is based on a list price for x86 servers from Dell, Cisco, HP or Lenovo based on E5-2600 v4 or earlier processor technology and the IBM S822LC for Big Data.
The IBM Power S822LC for Big Data servers (22-core/2.89 GHz) used as Worker Nodes must be purchased from IBM or an authorized IBM Business Partner prior to
September 30, 2017. The guarantee period is valid for three (3) months from the date of purchase. The x86-based Worker Nodes must be comparably configured
branded servers from Cisco, Dell, HP, or Lenovo and the client is responsible for all Hortonworks licenses.
3X throughput performance per price means that the customer's documented throughput performance on the cluster of Power S822LC for BD Worker Nodes based on
either queries, operations or transactions per second divided by the price of the cluster of Worker Nodes will be at least 3 times higher than the customer's same
documented throughput performance on the cluster of x86 Worker Nodes divided by the price of said cluster of x86 Worker Nodes.
Remediation: IBM will provide additional performance optimization and tuning services consistent with IBM Best Practices, at no charge. If unable to reach the
guaranteed level of price-performance, IBM will provide additional equally configured Worker Nodes to those already purchased to reach the guaranteed level of price-
performance.
POP04058USEN-01
© 2017 IBM Corporation IBM Systems
ttps://www-
03.ibm.com/systems/uk/power/
hardware/linux-lc-solutions.html
Power AI
© 2017 IBM Corporation IBM Systems
The Market for Artificial Intelligence / Deep Learning
Automotive and Transportation
Security and PublicSafety
Consumer Web, Mobile, Retail
Medicine and Biology Broadcast, Media and Entertainment
• Autonomous driving• Pedestrian detection• Accident avoidance• Maintenance prediction
• Video Surveillance• Image analysis• Facial recognition and
detection
• Image tagging• Speech recognition• Natural language • Sentiment analysis
• Drug discovery• Diagnostic assistance• Cancer cell detection
• Captioning• Search• Recommendations• Real time translation
Source: NVIDIA
© 2017 IBM Corporation IBM Systems
Shallow (supervised) machine learning versus deep learning
0.34
9.34
1.45
0.01
2.55
Feature extraction learning
“Coffee Mugs”
model
Very difficult to find
robust mathematical
Representations
Done by human experts
Deep Learning in a Nutshell
0.26
2.12
0.75
3.21
1.25
5.45
0.94
Feature extraction modeling
Done by deep
Neural Networks
Unstructured Data
© 2017 IBM Corporation IBM Systems
The (R)evolution of Infrastructure for Deep Learning
Google Brain 2012
16.000 Servers
~ 8 MW
~ 50 TFLOPS
3 NVIDIA PASCAL GPUs
~ 0,9kW
~ 62 TFLOPS
© 2017 IBM Corporation IBM Systems
Power AI includes all relevant Deep Learning Frameworks andenables NVIDIA P100 to maximize its Performance for AI Workloads
Power S822LC for HPC (aka Minksy)
© 2017 IBM Corporation IBM Systems
Weitere Informationem zu den Themen, der Agenda und Anmeldung für den 11.
und 12.07. finden Sie unter:
https://www-
01.ibm.com/events/wwe/grp/grp308.nsf/Agenda.xsp?openform&seminar=A98AJK
ES&locale=de_DE
Die Anmeldung zum DLI-Workshop am 13.07. ist nur per Mail möglich! Bitte
schreiben Sie eine E-Mail mit dem Subject "Anmeldung DLI Workshop" an
folgende E-Mail-Adresse: [email protected]
© 2017 IBM Corporation
Thank You!