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Opening the
Door for Big
Memory
Presentation Team
Joe Barnes
Director
MemVerge
Eric Burgener
VP
IDC
Kristie Mann
Sr. Director
Intel
Charles Fan
CEO
MemVerge
Kevin Tubbs
Sr. VP
Penguin Computing
Darrell Westbury
Sr. Director
Credit Suisse
Brett Roscoe
VP
NetApp
Agenda
Time Topic Presenter
9:00 – 9:05 Introductions Joe Barnes, MemVerge
9:05 – 9:15 New “Big Memory” Category Eric Burgener, IDC
9:15 – 9:25 Re-Architecting The Data Landscape Kristie Mann, Intel
9:25 – 9:35 Big Memory Software: Memory Machine Charles Fan, MemVerge
9:35 – 9:45 Why MemVerge? Brett Roscoe, NetApp
9:45 – 9:55 Big Memory: A Case Study Kevin Tubbs, Penguin Computing
9:55 – 10:05 Customer PoV: Where Big Memory Fits Darrell Westbury, Credit Suisse
10:05 – 10:15 Q&A Joe Barnes, MemVerge
Digital Transformation Driving New “Big Memory” Requirements
Eric Burgener, Research Vice President
Infrastructure Systems, Platforms and Technologies Group
May 2020
© IDC
© IDC 5
What Is Digital Transformation (DX)?
The digitization of
business models,
processes, products and
services
Sets enterprises up to
optimally take advantage
of big data analytics
© IDC 6
91.1% of enterprises undergoing DX
in the next three years
More data-centric business models
will drive AI/ML-infused analytics
Performance and availability
implications for enterprise storage
Market evolution will drive demand
for persistent memory technologies
Digital Transformation is Widespread
DX Maturity Distribution
© IDC 7
35
30
25
20
15
10
5
0
Worldwide, data is
growing at a 26.0%
CAGR, and in 2024
there will be 143
zettabytes of data
created
By 2021, 60-70% of the
Global 2000 will have
at least one mission-
critical real-time
workload
Real-Time Workloads Are On The Rise
© IDC 8
PM Revenue Forecast, 2019 - 2023
$0.00
$500.00
$1,000.00
$1,500.00
$2,000.00
$2,500.00
$3,000.00
Revneue ($M)
2019 2020 2021 2022 2023
REVENUE($M) $2609M248% CAGR
2019-2023
$65M
© IDC 9
CONFLUENCE OF
AVAILABLE TECHNOLOGIES
▪ Artificial intelligence and machine learning
▪ More concentrated compute power than ever before
▪ Emerging persistent memory technologies
▪ Memory virtualization with intelligent data placement
MARKET EVOLUTION
TO REAL-TIME
▪ Upping the ante: massive data sets, real-time orientation
▪ For accelerated computing, storage is still the bottleneck
▪ Value propositions include competitive differentiation, increased revenue
Business Drivers
TARGET
WORKLOADS
▪ Latency-sensitive transactional workloads (trading floor apps, etc.)
▪ Real-time big data analytics in financial services, healthcare, retail, etc.
▪ AI/ML analytics and inferencing (fraud analytics, social media, etc.)
© IDC 10
Defining “Big Memory Computing”
▪ Enables the ability to run applications in
memory for improved performance and
efficiency
▪ Leverages byte addressable memory media
▪ Includes enterprise-class data services to handle
tier 1 availability and management
requirements
▪ Runs on a software-based memory virtualization
layer on industry standard hardware without
application modification
▪ The technology enabler for mission-critical real-
time computing
CAPACITY STORAGE
BIG MEMORY
(DRAM, PM)
COMPUTE
CAPACITY STORAGE
MEMORY
COMPUTE
PERFORMANCE
STORAGE
OLD MODEL BIG MEMORY
COMPUTING
Kristie Mann
Sr. Director of Products
11
Density
Computedemandaccelerating Dramisnotscaling
ADAPTINGTOTHECHANGINGDATALANDSCAPE
Source: Intel estimates; ”3D NAND Technology – Implications for Enterprise Storage Applications” by J.Yoon (IBM), 2015 Flash Memory Summit; “DRAM Market Monitor Q1-20" by
Yole Development
121Mb
4Mb
64Mb
16Mb
128Mb
256Mb
512Mb
1Gb
2Gb
4Gb
8Gb
16Gb
Phase3
Density increase
~2X/4years
Phase2
Density increase
~2X/2years
Phase1
Density increase
~4X/3years
1980 1985 1995 2000 2005 2010 2015 2020
Density
Largememorysystemsgrowing
2020 2021 2022 2023 2024 2025
<512GB >512GB
13
GapsintheMemory/StorageHierarchy
14
THEBESTOFMEMORYANDSTORAGEWITHPERSISTENTMEMORY
10s GB <100 nanoseconds
10s TB <100 microseconds
10s TB <10 milliseconds
100s GB <1 microsecond
1s TB <10 microseconds
15
Intel®Optane™PersistentMemoryisunique
Revolutionary
material
Most significant memory
and storage advancement
in the last 20 years
Writeinplace
Set or reset data as
needed, no need to erase
media
lowlatency
…together delivering
remarkably fast media
BYTEADDRESSABLE
Every memory cell can
be individually
addressed
Thebestofmemoryandstorage
16
TheOpportunityisImmense
In-Memory
Database
Advanced
analytics
cloudworkloadVirtualized and Hybrid
Yettobe
Discovered
HCI
Compute
Speedtime-to-Valueandinsightfor
Data-intensiveworkloads
17
SoftwareOptimizationDrivesValueforcustomersApplicationModificationEffort
Utilization of PMem Capabilities
OptimizedSoftware–Soyoudon’thaveto
• Virtualized pools of memory
• Byte-addressable persistence without code
changes
• Data Services for High Availability and Durability
• Super-charged performance and flexibility in
memory
Storage Over AD
Big Memory Software:
Memory Machine
Charles Fan
➢ New Big Memory Computing category
➢ New round of $19M investment led by Intel Capital, joined by Cisco
Investments, NetApp and SK hynix
➢ Memory Machine™ software available via Early Access Program
What We Announced on May 12
19
Our BIG MEMORY vision
All applications live in memory
20
Bringing Mission Critical Apps to Big Memory
Data Services
Quick crash recovery
Plug-and-play
No App rewrite needed
Scale Memory
Beyond a single server
22
MemVerge Memory Machine™
Software
Subscription
Low Latency
PMEM over RDMA
Virtualizes
DRAM & PMEM
Plug Compatible
No re-writes
Replication
23
Memory
Machine
Memory
Machine
Memory
Data Services
ZeroIO™ Snapshot Tiering
Uses Cases: Real-Time Workloads
AI/ML analytics and
inferencing like fraud
detection and social media
Latency-sensitive
transactional workloads such
as trading applications
According to IDC, by 2021, 60-70% of the Global 2000 organizations will have at least one mission-critical real-
time workload. Below are just a few examples of use cases that are implementing Big Memory now.
Real-time big data analytics
in financial services,
healthcare, and retail
Our mission
Open the door to Big Memory
A world of abundance,
persistence and high availability
25
NetApp and MemVerge:
Continued innovation to accelerate business
© 2020 NetApp, Inc. All rights reserved. — NETAPP CONFIDENTIAL —
Brett Roscoe
Vice President of Product Management, HCI
May 19, 2020
27 © 2020 NetApp, Inc. All rights reserved. — NETAPP CONFIDENTIAL —
RELENTLESS
INNOVATION
Over 27 Years of Customer-Focused
© 2020 NetApp, Inc. All rights reserved.28
1993
1st NAS
Appliance
Snapshots
1996
Network Based
Backup Protocol
Multiprotocol NAS
Appliance
NFSv2
AutoSupport
1997
Database
Solutions
HA NAS
2002
Unified NAS/SAN
SnapVault
SnapLock
NearStore
Native Infiniband
Direct Access File
System (DAFS)
2004
Data ONTAP 7G
FlexVol
FlexClone
Thin Provisioning
2005
MetroCluster
SM for SQL
NFSv4
FAS3020/3050
w/ATA
Decru Acquisition
2006
Scale Out
Data ONTAP® GX
SnapManager for Oracle
FlexShare & MultiStore
Kilo Client Lab in RTP
(Genesis of FlexPod)
2007
Deduplication for
Tier 1 & 2
Rapid RAID
Recovery
1992
Write
Anywher
e
File
Layout
1999
SnapRestor
e
SnapMirror
200
0
SnapManage
r Exchange
2003
iSCSI
V-Series
RAID-DP®
Data ONTAP 8
Data Motion
FlexPod
Bycast/StorageGRID
Acquisition
SSD Aggregates
2010
History of NetApp
2011
Flash Cache II
FAS Compression
Flash Pool
Engenio/E-Series
Acquisition
Akorri/OCI & OPM
Acquisition
2013
EF540 Flash Array
UTA
NPS for Azure & IBM
SoftLayer
QoS
2016
Data ONTAP 9
NVMe
Inline Data
Compaction
RAID-TEC
FlexGroups
Volume Encryption
40GbE & 32Gb FC
Trident - Storage
Orchestrator for
Containers
2015
SolidFire Acquisition
Erasure Coding
Data Fabric
AFF enhancements, In-line
zero block dedupe, adaptive
compression, deduplication
2017
FabricPool/Cloud Tiering
Active IQ
Azure NetApp Files
NPS for Google Cloud
NetApp HCI
SaaS Backup for Office
365
Cloud Sync
27 Years of Customer-Focused Storage Innovation
2009
Flash Cache I
FCoE
Protection Manager
File Level FlexClone
2008
PAM
SM for VMware,
Hyper-V,
SharePoint, SAP
Onaro/OnCommand
Insight Acquisition
2014
FAS2500
FAS8000
All Flash FAS (AFF)
StorageGRID WebScale
ONTAP Cloud
2012
Clustered Data ONTAP
Flash Pool
ONTAP Edge
NPS for AWS
Dynamic Disk Pools
201
8
1st End To End NVMe/FC Host to Flash Array
1st 100GbE connectivity
NetApp ONTAP AI w/NVIDIA
Azure NetApp Files & CVS for AWS & Google
Ansible Modules, Cloud Insights & MAX Data
MCC 100GbE IP, 100GbE NVMe/RoCE
2019
200th Flash Patent
Second Generation End to End NVMe Array
Keystone Subscription/Ownership
All SAN Array with Symmetric Active/Active
Low End MetroCluster
NKS/Trident for HCME
Flash Based StorageGrid
HCI w/GPUs for AI/VDI
NDAS – Cloud Backup/Snapshots
CVO for GCP
Cloud Insight & CloudSecure
ONTAP REST APIs & Revamped System
Manager
NetApp’s Innovation Continues into the Public Clouds
Only NetApp provides a cloud native shared storage experience on the cloud of your choice​
The #1 Platform for Shared Storage, Modern
Workplace, and Continuous Optimization on the
cloud of your choice
▪ #1 Platform for SAP Hana with >200 deployments on Azure and Google Cloud Platform​
▪ #1 platform for WVD Enterprise (deployments >200 users)​
▪ #1 platform for High Performance Compute​
▪ Azure NetApp Files (ANF) is faster than block based premium SSD's
NetApp and MemVerge: Continuing our history of innovation
The next evolution in innovation in application and data acceleration
▪ NetApp has a long-term industry view
▪ We constantly leverage in-house and industry innovations
to accelerate the data we manage and the businesses it
drives
▪ The market and competitive transitions are accelerating
with COVID-19
▪ NetApp has been working to accelerate applications that
are data centric including AI and machine learning
▪ Near zero latency will drive another round of innovation in
data centric applications
▪ MemVerge is bringing lightning-fast, in-memory support of
tier 1 applications that promises to deliver another
disruption in performance and capabilities
RELENTLESS
INNOVATION
31 © 2018 NetApp, Inc. All rights reserved. — NETAPP CONFIDENTIAL —
MAAKETERMA KASIH RAIBH MAITH AGAT
GRACIAS MULTUMESC
MERCI
MOCHCHAKKERAM
GRAZIE
CHOKRANE
CHOKRANE
MATUR NUWUN
MATONDOUA TSAUG RAUKOJ
DANK JERAIBH MAITH AGAT
SPASIBO
MAAKE
OBRIGADO
WELALINSPASIBO
ARIGATOMOCHCHAKKERAM
OBRIGADO
SPASIBO
DANKON
MOCHCHAKKERAM
KIITOS
NIRRINGRAZZJAK
MULTUMESC
NIRRINGRAZZJAK
VINAKA
MAMANA
DANK JE
OBRIGADO
GRACIAS
MOCHCHAKKERAM
UA TSAUG RAU KOJ
ASANTE
MOCHCHAKKERAMOBRIGADO
MERCIRAIBH MAITH AGAT
CAM ON BAN
SALAMAT
MULTUMESC
JUSPAXAR
CHOKRANE
KIAORA
OBRIGADO
MATONDO
KIITOS
MOCHCHAKKERAM
SALAMAT
THANK
MERCI
YOUMATONDO
Big Memory:
Case Study
Kevin Tubbs
Deep Learning Recommendation on Persistent
Memory
Motivation Facebook DLRM
DLRM: An advanced, open source deep learning recommendation model
https://ai.facebook.com/blog/dlrm-an-advanced-open-source-deep-learning-recommendation-model/
Market Trends
• Hardware Abstraction
& Workload Driven
Architectures
• Software Defined
Architectures
• AI / Machine Learning,
Advanced Analytics &
Real-time workloads
• Workload Portability &
Cloud Native
Technologies
Datacenter and Cloud
Scale Computing
Embedded Computing
Wireless Computing
Compute Anywhere – Edge to Core Technology
Core Near Edge Far Edge
( Real-time
Workloads )
(Advanced
Analytics)
(AI / ML)
Customer Dynamics
Current Trends & Requirements
Solution
Large model & embedding table size
• Model size to GB level, embedding table
size to TB level
• Multiple models on single server
Fast for online inference service
• Need be finished in tens of цs
Put models and embedding tables into DRAM
цs
Model Size GB
Embedding Table Size TB
Customer Dynamics
Limitations
Solution
High TCO Limited DRAM Space Volatile
Models and embedding tables in DRAM + PMEM
DRAM PMEM
Case Study: AI / Machine Learning – Facebook’s DLRM
Context:
• Scalable Model and Data Capabilities
• Enterprise Class Data Services
• Big Memory Computing Performance
Demands
➢ Deep learning recommendation model for personalization and recommendation systems
• Consists of dense and sparse features
• Dense feature: a vector of floating-point values
• Sparse feature: a list of sparse indices into embedding tables
• Open source:
Background Penguin, MemVerge and Intel Solution
Business Challenge:
• Dynamic and Scalable Production Inferencing
Customer Type: AL / ML Customer
Background
Business Challenge:
• Dynamic and Scalable Production Inferencing
Result:
• Customer has state of the art AI/ML Big Memory Platform that is can scale and deliver
performance when Data is Greater than Memory
• Achieved flexible software defined platform Big Memory Computing capabilities and poised
for future dynamic model and data growth
Case Study: AI / Machine Learning – Facebook’s DLRM
Customer Type: AL / ML Customer
Platform:
• Innovative Big Memory Computing platform
for leveraging persistent memory for real-
time, AI/ML and Advanced Analytics and
extensible to all memory – Centric
workloads.
Software:
• Software Defined Architecture extracting
performance benefits of cutting edge
hardware supporting workload portability to
truly compute anywhere with the memory
speeds.
TotalInferenceTime(ms)
Penguin, MemVerge and Intel Solution
~400GB swap on NVMe is on, 20480 samples evaluated
• How to improve the fault tolerance of new model publishing?
• Pushing new model into production is risky
• If failed, revert to last workable version ASAP
• Rollback/Model reloading takes time (for large models) due to slow I/O
• Leveraging PMEM’s persistence
• Take a snapshot of the model serving application
• Restore a snapshot without reloading from disk or remote storage
• Snapshot can be published to many serving nodes through our fast pub/sub service
• Solution
• Instantaneous snapshot without interrupting online inference
• Instantaneous rollback without loading and publishing time
• Snapshot, rollback, and recovery are within 1 second
Instant Model Snapshot and Rollback/Recovery for Online Serving
Snapshot
Rollback
Recovery
1 Second
Customer PoV:
Where Big
Memory Fits
Darrell Westbury
Gradients of Memory and Storage
Balancing the Cost of Performance and Density
Type Approx. Latency Density Scale Relative Cost
CPU
Registers 1 clock cycle Bytes N/A (within CPU die)
CPU Cache
L1 Cache 4 clock cycles Kilobytes (210) N/A (within CPU die)
L2 Cache 10 clock cycles Kilobytes (210) N/A (within CPU die)
L3 Cache 20 clock cycles Megabytes (220) Premium (Special CPU SKU)
Main Memory
DRAM 100 nanoseconds (10-9) Gigabytes (230) High
3D XPoint 250 nanoseconds (10-9) Gigabytes (230) Medium-High
Primary Storage
NVMe SSD 150 microseconds (10-6) Terabytes (240) Moderate
SAS SSD 500 microseconds (10-6) Terabytes (240) Reasonable
SAS HDD 3 milliseconds (10-3) Terabytes (240) Low
BETTERPERFORMANCE
HIGHERDENSITY
LOWERCOST
Big Memory Lakes are now possible
Aided by ultra-low
latency network
such as RDMA
and/or PCIe bridging
technologies
PMEM
DRAM
Big Memory SW
PMEM
DRAM
PMEM
DRAM
RDMA
Big Memory SW Big Memory SW
RDMA
Enterprise-Class Data Services
MemVerge software
enables memory
pooling and real-
time replication
What’s magical and becomes possible in the
near future:
Instantaneous snapshots of
memory, combined with CXL, will
make the dream of dynamically
composable infrastructure
possible.
Pools of Disaggregated Resources
Memory bus technologies,
such as Intel’s Compute
Express Link (CXL) will
further reduce inter-server
latency
Thank-you
Try it
Contact andrew.degnan@memverge.com to sign-up for a PoC
Download this presentation at:
https://www.memverge.com/opening-the-door-to-big-memory/
View this webinar on the MemVerge YouTube Channel
https://www.youtube.com/channel/UCLT4fehLcQiW4bfQgrHIlpg/featured
Q&A
What happens in memory
stays in memory…

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Big Memory Webcast

  • 1. Opening the Door for Big Memory
  • 2. Presentation Team Joe Barnes Director MemVerge Eric Burgener VP IDC Kristie Mann Sr. Director Intel Charles Fan CEO MemVerge Kevin Tubbs Sr. VP Penguin Computing Darrell Westbury Sr. Director Credit Suisse Brett Roscoe VP NetApp
  • 3. Agenda Time Topic Presenter 9:00 – 9:05 Introductions Joe Barnes, MemVerge 9:05 – 9:15 New “Big Memory” Category Eric Burgener, IDC 9:15 – 9:25 Re-Architecting The Data Landscape Kristie Mann, Intel 9:25 – 9:35 Big Memory Software: Memory Machine Charles Fan, MemVerge 9:35 – 9:45 Why MemVerge? Brett Roscoe, NetApp 9:45 – 9:55 Big Memory: A Case Study Kevin Tubbs, Penguin Computing 9:55 – 10:05 Customer PoV: Where Big Memory Fits Darrell Westbury, Credit Suisse 10:05 – 10:15 Q&A Joe Barnes, MemVerge
  • 4. Digital Transformation Driving New “Big Memory” Requirements Eric Burgener, Research Vice President Infrastructure Systems, Platforms and Technologies Group May 2020 © IDC
  • 5. © IDC 5 What Is Digital Transformation (DX)? The digitization of business models, processes, products and services Sets enterprises up to optimally take advantage of big data analytics
  • 6. © IDC 6 91.1% of enterprises undergoing DX in the next three years More data-centric business models will drive AI/ML-infused analytics Performance and availability implications for enterprise storage Market evolution will drive demand for persistent memory technologies Digital Transformation is Widespread DX Maturity Distribution
  • 7. © IDC 7 35 30 25 20 15 10 5 0 Worldwide, data is growing at a 26.0% CAGR, and in 2024 there will be 143 zettabytes of data created By 2021, 60-70% of the Global 2000 will have at least one mission- critical real-time workload Real-Time Workloads Are On The Rise
  • 8. © IDC 8 PM Revenue Forecast, 2019 - 2023 $0.00 $500.00 $1,000.00 $1,500.00 $2,000.00 $2,500.00 $3,000.00 Revneue ($M) 2019 2020 2021 2022 2023 REVENUE($M) $2609M248% CAGR 2019-2023 $65M
  • 9. © IDC 9 CONFLUENCE OF AVAILABLE TECHNOLOGIES ▪ Artificial intelligence and machine learning ▪ More concentrated compute power than ever before ▪ Emerging persistent memory technologies ▪ Memory virtualization with intelligent data placement MARKET EVOLUTION TO REAL-TIME ▪ Upping the ante: massive data sets, real-time orientation ▪ For accelerated computing, storage is still the bottleneck ▪ Value propositions include competitive differentiation, increased revenue Business Drivers TARGET WORKLOADS ▪ Latency-sensitive transactional workloads (trading floor apps, etc.) ▪ Real-time big data analytics in financial services, healthcare, retail, etc. ▪ AI/ML analytics and inferencing (fraud analytics, social media, etc.)
  • 10. © IDC 10 Defining “Big Memory Computing” ▪ Enables the ability to run applications in memory for improved performance and efficiency ▪ Leverages byte addressable memory media ▪ Includes enterprise-class data services to handle tier 1 availability and management requirements ▪ Runs on a software-based memory virtualization layer on industry standard hardware without application modification ▪ The technology enabler for mission-critical real- time computing CAPACITY STORAGE BIG MEMORY (DRAM, PM) COMPUTE CAPACITY STORAGE MEMORY COMPUTE PERFORMANCE STORAGE OLD MODEL BIG MEMORY COMPUTING
  • 11. Kristie Mann Sr. Director of Products 11
  • 12. Density Computedemandaccelerating Dramisnotscaling ADAPTINGTOTHECHANGINGDATALANDSCAPE Source: Intel estimates; ”3D NAND Technology – Implications for Enterprise Storage Applications” by J.Yoon (IBM), 2015 Flash Memory Summit; “DRAM Market Monitor Q1-20" by Yole Development 121Mb 4Mb 64Mb 16Mb 128Mb 256Mb 512Mb 1Gb 2Gb 4Gb 8Gb 16Gb Phase3 Density increase ~2X/4years Phase2 Density increase ~2X/2years Phase1 Density increase ~4X/3years 1980 1985 1995 2000 2005 2010 2015 2020 Density Largememorysystemsgrowing 2020 2021 2022 2023 2024 2025 <512GB >512GB
  • 14. 14 THEBESTOFMEMORYANDSTORAGEWITHPERSISTENTMEMORY 10s GB <100 nanoseconds 10s TB <100 microseconds 10s TB <10 milliseconds 100s GB <1 microsecond 1s TB <10 microseconds
  • 15. 15 Intel®Optane™PersistentMemoryisunique Revolutionary material Most significant memory and storage advancement in the last 20 years Writeinplace Set or reset data as needed, no need to erase media lowlatency …together delivering remarkably fast media BYTEADDRESSABLE Every memory cell can be individually addressed Thebestofmemoryandstorage
  • 17. 17 SoftwareOptimizationDrivesValueforcustomersApplicationModificationEffort Utilization of PMem Capabilities OptimizedSoftware–Soyoudon’thaveto • Virtualized pools of memory • Byte-addressable persistence without code changes • Data Services for High Availability and Durability • Super-charged performance and flexibility in memory Storage Over AD
  • 18. Big Memory Software: Memory Machine Charles Fan
  • 19. ➢ New Big Memory Computing category ➢ New round of $19M investment led by Intel Capital, joined by Cisco Investments, NetApp and SK hynix ➢ Memory Machine™ software available via Early Access Program What We Announced on May 12 19
  • 20. Our BIG MEMORY vision All applications live in memory 20
  • 21.
  • 22. Bringing Mission Critical Apps to Big Memory Data Services Quick crash recovery Plug-and-play No App rewrite needed Scale Memory Beyond a single server 22
  • 23. MemVerge Memory Machine™ Software Subscription Low Latency PMEM over RDMA Virtualizes DRAM & PMEM Plug Compatible No re-writes Replication 23 Memory Machine Memory Machine Memory Data Services ZeroIO™ Snapshot Tiering
  • 24. Uses Cases: Real-Time Workloads AI/ML analytics and inferencing like fraud detection and social media Latency-sensitive transactional workloads such as trading applications According to IDC, by 2021, 60-70% of the Global 2000 organizations will have at least one mission-critical real- time workload. Below are just a few examples of use cases that are implementing Big Memory now. Real-time big data analytics in financial services, healthcare, and retail
  • 25. Our mission Open the door to Big Memory A world of abundance, persistence and high availability 25
  • 26. NetApp and MemVerge: Continued innovation to accelerate business © 2020 NetApp, Inc. All rights reserved. — NETAPP CONFIDENTIAL — Brett Roscoe Vice President of Product Management, HCI May 19, 2020
  • 27. 27 © 2020 NetApp, Inc. All rights reserved. — NETAPP CONFIDENTIAL — RELENTLESS INNOVATION Over 27 Years of Customer-Focused
  • 28. © 2020 NetApp, Inc. All rights reserved.28 1993 1st NAS Appliance Snapshots 1996 Network Based Backup Protocol Multiprotocol NAS Appliance NFSv2 AutoSupport 1997 Database Solutions HA NAS 2002 Unified NAS/SAN SnapVault SnapLock NearStore Native Infiniband Direct Access File System (DAFS) 2004 Data ONTAP 7G FlexVol FlexClone Thin Provisioning 2005 MetroCluster SM for SQL NFSv4 FAS3020/3050 w/ATA Decru Acquisition 2006 Scale Out Data ONTAP® GX SnapManager for Oracle FlexShare & MultiStore Kilo Client Lab in RTP (Genesis of FlexPod) 2007 Deduplication for Tier 1 & 2 Rapid RAID Recovery 1992 Write Anywher e File Layout 1999 SnapRestor e SnapMirror 200 0 SnapManage r Exchange 2003 iSCSI V-Series RAID-DP® Data ONTAP 8 Data Motion FlexPod Bycast/StorageGRID Acquisition SSD Aggregates 2010 History of NetApp 2011 Flash Cache II FAS Compression Flash Pool Engenio/E-Series Acquisition Akorri/OCI & OPM Acquisition 2013 EF540 Flash Array UTA NPS for Azure & IBM SoftLayer QoS 2016 Data ONTAP 9 NVMe Inline Data Compaction RAID-TEC FlexGroups Volume Encryption 40GbE & 32Gb FC Trident - Storage Orchestrator for Containers 2015 SolidFire Acquisition Erasure Coding Data Fabric AFF enhancements, In-line zero block dedupe, adaptive compression, deduplication 2017 FabricPool/Cloud Tiering Active IQ Azure NetApp Files NPS for Google Cloud NetApp HCI SaaS Backup for Office 365 Cloud Sync 27 Years of Customer-Focused Storage Innovation 2009 Flash Cache I FCoE Protection Manager File Level FlexClone 2008 PAM SM for VMware, Hyper-V, SharePoint, SAP Onaro/OnCommand Insight Acquisition 2014 FAS2500 FAS8000 All Flash FAS (AFF) StorageGRID WebScale ONTAP Cloud 2012 Clustered Data ONTAP Flash Pool ONTAP Edge NPS for AWS Dynamic Disk Pools 201 8 1st End To End NVMe/FC Host to Flash Array 1st 100GbE connectivity NetApp ONTAP AI w/NVIDIA Azure NetApp Files & CVS for AWS & Google Ansible Modules, Cloud Insights & MAX Data MCC 100GbE IP, 100GbE NVMe/RoCE 2019 200th Flash Patent Second Generation End to End NVMe Array Keystone Subscription/Ownership All SAN Array with Symmetric Active/Active Low End MetroCluster NKS/Trident for HCME Flash Based StorageGrid HCI w/GPUs for AI/VDI NDAS – Cloud Backup/Snapshots CVO for GCP Cloud Insight & CloudSecure ONTAP REST APIs & Revamped System Manager
  • 29. NetApp’s Innovation Continues into the Public Clouds Only NetApp provides a cloud native shared storage experience on the cloud of your choice​ The #1 Platform for Shared Storage, Modern Workplace, and Continuous Optimization on the cloud of your choice ▪ #1 Platform for SAP Hana with >200 deployments on Azure and Google Cloud Platform​ ▪ #1 platform for WVD Enterprise (deployments >200 users)​ ▪ #1 platform for High Performance Compute​ ▪ Azure NetApp Files (ANF) is faster than block based premium SSD's
  • 30. NetApp and MemVerge: Continuing our history of innovation The next evolution in innovation in application and data acceleration ▪ NetApp has a long-term industry view ▪ We constantly leverage in-house and industry innovations to accelerate the data we manage and the businesses it drives ▪ The market and competitive transitions are accelerating with COVID-19 ▪ NetApp has been working to accelerate applications that are data centric including AI and machine learning ▪ Near zero latency will drive another round of innovation in data centric applications ▪ MemVerge is bringing lightning-fast, in-memory support of tier 1 applications that promises to deliver another disruption in performance and capabilities RELENTLESS INNOVATION
  • 31. 31 © 2018 NetApp, Inc. All rights reserved. — NETAPP CONFIDENTIAL — MAAKETERMA KASIH RAIBH MAITH AGAT GRACIAS MULTUMESC MERCI MOCHCHAKKERAM GRAZIE CHOKRANE CHOKRANE MATUR NUWUN MATONDOUA TSAUG RAUKOJ DANK JERAIBH MAITH AGAT SPASIBO MAAKE OBRIGADO WELALINSPASIBO ARIGATOMOCHCHAKKERAM OBRIGADO SPASIBO DANKON MOCHCHAKKERAM KIITOS NIRRINGRAZZJAK MULTUMESC NIRRINGRAZZJAK VINAKA MAMANA DANK JE OBRIGADO GRACIAS MOCHCHAKKERAM UA TSAUG RAU KOJ ASANTE MOCHCHAKKERAMOBRIGADO MERCIRAIBH MAITH AGAT CAM ON BAN SALAMAT MULTUMESC JUSPAXAR CHOKRANE KIAORA OBRIGADO MATONDO KIITOS MOCHCHAKKERAM SALAMAT THANK MERCI YOUMATONDO
  • 33. Deep Learning Recommendation on Persistent Memory Motivation Facebook DLRM DLRM: An advanced, open source deep learning recommendation model https://ai.facebook.com/blog/dlrm-an-advanced-open-source-deep-learning-recommendation-model/
  • 34. Market Trends • Hardware Abstraction & Workload Driven Architectures • Software Defined Architectures • AI / Machine Learning, Advanced Analytics & Real-time workloads • Workload Portability & Cloud Native Technologies Datacenter and Cloud Scale Computing Embedded Computing Wireless Computing Compute Anywhere – Edge to Core Technology Core Near Edge Far Edge ( Real-time Workloads ) (Advanced Analytics) (AI / ML)
  • 35. Customer Dynamics Current Trends & Requirements Solution Large model & embedding table size • Model size to GB level, embedding table size to TB level • Multiple models on single server Fast for online inference service • Need be finished in tens of цs Put models and embedding tables into DRAM цs Model Size GB Embedding Table Size TB
  • 36. Customer Dynamics Limitations Solution High TCO Limited DRAM Space Volatile Models and embedding tables in DRAM + PMEM DRAM PMEM
  • 37. Case Study: AI / Machine Learning – Facebook’s DLRM Context: • Scalable Model and Data Capabilities • Enterprise Class Data Services • Big Memory Computing Performance Demands ➢ Deep learning recommendation model for personalization and recommendation systems • Consists of dense and sparse features • Dense feature: a vector of floating-point values • Sparse feature: a list of sparse indices into embedding tables • Open source: Background Penguin, MemVerge and Intel Solution Business Challenge: • Dynamic and Scalable Production Inferencing Customer Type: AL / ML Customer
  • 38. Background Business Challenge: • Dynamic and Scalable Production Inferencing Result: • Customer has state of the art AI/ML Big Memory Platform that is can scale and deliver performance when Data is Greater than Memory • Achieved flexible software defined platform Big Memory Computing capabilities and poised for future dynamic model and data growth Case Study: AI / Machine Learning – Facebook’s DLRM Customer Type: AL / ML Customer Platform: • Innovative Big Memory Computing platform for leveraging persistent memory for real- time, AI/ML and Advanced Analytics and extensible to all memory – Centric workloads. Software: • Software Defined Architecture extracting performance benefits of cutting edge hardware supporting workload portability to truly compute anywhere with the memory speeds. TotalInferenceTime(ms) Penguin, MemVerge and Intel Solution ~400GB swap on NVMe is on, 20480 samples evaluated
  • 39. • How to improve the fault tolerance of new model publishing? • Pushing new model into production is risky • If failed, revert to last workable version ASAP • Rollback/Model reloading takes time (for large models) due to slow I/O • Leveraging PMEM’s persistence • Take a snapshot of the model serving application • Restore a snapshot without reloading from disk or remote storage • Snapshot can be published to many serving nodes through our fast pub/sub service • Solution • Instantaneous snapshot without interrupting online inference • Instantaneous rollback without loading and publishing time • Snapshot, rollback, and recovery are within 1 second Instant Model Snapshot and Rollback/Recovery for Online Serving Snapshot Rollback Recovery 1 Second
  • 40. Customer PoV: Where Big Memory Fits Darrell Westbury
  • 41. Gradients of Memory and Storage Balancing the Cost of Performance and Density Type Approx. Latency Density Scale Relative Cost CPU Registers 1 clock cycle Bytes N/A (within CPU die) CPU Cache L1 Cache 4 clock cycles Kilobytes (210) N/A (within CPU die) L2 Cache 10 clock cycles Kilobytes (210) N/A (within CPU die) L3 Cache 20 clock cycles Megabytes (220) Premium (Special CPU SKU) Main Memory DRAM 100 nanoseconds (10-9) Gigabytes (230) High 3D XPoint 250 nanoseconds (10-9) Gigabytes (230) Medium-High Primary Storage NVMe SSD 150 microseconds (10-6) Terabytes (240) Moderate SAS SSD 500 microseconds (10-6) Terabytes (240) Reasonable SAS HDD 3 milliseconds (10-3) Terabytes (240) Low BETTERPERFORMANCE HIGHERDENSITY LOWERCOST
  • 42. Big Memory Lakes are now possible Aided by ultra-low latency network such as RDMA and/or PCIe bridging technologies PMEM DRAM Big Memory SW PMEM DRAM PMEM DRAM RDMA Big Memory SW Big Memory SW RDMA Enterprise-Class Data Services MemVerge software enables memory pooling and real- time replication
  • 43. What’s magical and becomes possible in the near future: Instantaneous snapshots of memory, combined with CXL, will make the dream of dynamically composable infrastructure possible. Pools of Disaggregated Resources Memory bus technologies, such as Intel’s Compute Express Link (CXL) will further reduce inter-server latency
  • 44.
  • 45. Thank-you Try it Contact andrew.degnan@memverge.com to sign-up for a PoC Download this presentation at: https://www.memverge.com/opening-the-door-to-big-memory/ View this webinar on the MemVerge YouTube Channel https://www.youtube.com/channel/UCLT4fehLcQiW4bfQgrHIlpg/featured
  • 46. Q&A
  • 47. What happens in memory stays in memory…