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CXL: The Dawn of Big Memory
Charles Fan
Co-founder & CEO
MemVerge
The Rise of Modern Data-Centric Applications
2
EDA Simulation
AI/ML Video Rendering
Geophysical
Genomics Risk Analysis
CFD
Financial Analytics
Opening the Door to the
Era of Big Memory
3
Abundant
Composable
Available
What happened 30+ years ago
4
Just Bunch
of Disks
Storage Area
Network (SAN)
Advanced
Storage Services
Fiber Channel Storage Data Services
Where We Are Going…
5
Just Bunch
of Disks
New
Memory
Storage Area
Network (SAN)
Pooled Memory
Advanced
Storage Services
Memory-as-
a-Service
Fiber Channel Storage Data Services
CXL Memory Data Services
Disaggregated & Pooled Memory
Memory Pool
Computing Servers
Pool Manager
CXL Switch
Dynamic Memory Expansion
Reduces Stranded Memory
Before CXL
Use Case #1
Used Memory Memory not used
* H. Li et. Al. First-generation Memory Disaggregation for Cloud Platforms.
arXiv:2203.00241v2 [cs.OS], March 5, 2022
Azure Paper*:
• Up to 50% of server costs is from DRAM alone
• Up to 25% of memory is stranded
• 50% of all VMs never touch 50% of their rented memory
Dynamic Memory Expansion
Reduces Stranded Memory
After CXL
Used Memory Memory not used
Use Case #1
Memory disaggregation can save billions of dollars per year.
Memory Auto-healing
With Transparent Migration
2. Provision a new memory
region from the pool
1. A memory module is becoming bad:
error rate going up.
3. Transparent
migration of
memory data
4. Memory Auto-healing
complete
Use Case #2
Distributed Data Shuffling
Local
SSD
Use Case #3
Before CXL
Local
SSD
Local
SSD
Network Network
Storage I/O w/
Serialization
Deserialization
Using Shared Memory Read
Use Case #3
After CXL
S. Chen, et. Al. Optimizing Performance and Computing Resource Management of
in-memory Big Data Analytics with Disaggregated Persistent Memory. CCGRID'19
Project Splash is open source: https://github.com/MemVerge/splash
Key Software Components
12
Memory
Snapshot
Memory
Tiering
Resource
management
Transparent Memory Service
Operating Systems
App App App App
CXL Switch
CXL
Computing Hosts Memory Pool
Memory Provisioning &
Sharing
Capacity Optimization
Global Insights
Security
Data
Protection
Memory Machine Pool Manager
Operating System
Pool Server
Memory
Viewer
App profiler
Hardware API Integration
Memory
Sharing
13
Memory Capacity Expansion
• Software-defined Memory Pool
with intelligent Auto-tiering
• No application change required
Accelerate Time-to-discovery
• Transparent checkpointing
• Roll-back, restore and clone
anywhere any time
Reduce Cloud Cost by up to 70%
• Enable long-running applications
to use low-cost Spot instances
• Integration with cloud automation
and scheduler to auto-recover
from CSP preemptions
Memory Machine™
Memory Snapshot Service Memory Tiering Service System & Cloud
Orchestration Service
Transparent Memory Service
Linux
Compute Memory Storage
HBM
DDR
CXL
Genomics EDA Geophysics Risk Analysis Video Rendering Others
CPU GPU xPU
SSD
HDD
Announcing Memory Machine Cloud Edition
14
Memory Machine™
Memory Snapshot Service Memory Tiering Service System & Cloud
Orchestration Service
Transparent Memory Service
Linux
64GB of DDR5 DRAM 64GB of CXL DRAM Expander Card
(Montage Technologies)
MLC
Memory Latency Checking
Early Results Running Memory Machine on CXL
Next-Gen Server
Streams
Microbenchmark
Application
Redis
Early Results Running Memory Machine on CXL
15
0
5
10
15
20
25
30
35
40
45
ALL Reads 3:1 Reads-
Writes
2:1 Reads-
Writes
1:1 Reads-
Writes
Stream-triad
like
Throughput
(GB/S)
Workload Types
MLC (Memory Latency Checker) Results
DDR5 Only CXL Only DDR+CXL Memory Machine Auto-Tiering
0
5
10
15
20
25
Copy: Scale: Add: Triad:
Throughput
(GB/s)
Workload Types
Stream Results
DDR5 Only CXL Only DDR+CXL Memory Machine Auto-Tiering
Live Demos at MemVerge Booth
16
Key Software Components
17
Memory
Snapshot
Memory
Tiering
Resource
management
Transparent Memory Service
Linux
App App App App
CXL Switch
CXL
Computing Hosts Memory Pool
Memory Provisioning &
Sharing
Capacity Optimization
Global Insights
Security
Data
Protection
Memory Machine Pool Manager
Linux
Pool Server
Memory
Viewer
App profiler
Hardware API Integration
18
Announcing MemoryViewer
19
Application Memory Heatmap
Memory Viewer Free Download:
http://www.memverge.com/MemoryViewer
Software Partner to the CXL Ecosystem
20
Founded in 2017 to develop Big Memory software
Memory
Snapshot
Memory
Tiering
Resource
management
Transparent Memory Service
Memory Provisioning & Sharing Capacity Optimization
Global Insights
Security
Data Protection
Memory Machine Pool Manager
Memory
Viewer
App profiler
Hardware API Integration
Memory
Sharing
Big Memory Software
Processors:
Servers:
Switches:
Memory
Systems:
Clouds
Big Memory Apps
Standards Bodies
Memorize the future.
Please visit our booth for the live demos

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MemVerge - The Dawn of Big Memory

  • 1. CXL: The Dawn of Big Memory Charles Fan Co-founder & CEO MemVerge
  • 2. The Rise of Modern Data-Centric Applications 2 EDA Simulation AI/ML Video Rendering Geophysical Genomics Risk Analysis CFD Financial Analytics
  • 3. Opening the Door to the Era of Big Memory 3 Abundant Composable Available
  • 4. What happened 30+ years ago 4 Just Bunch of Disks Storage Area Network (SAN) Advanced Storage Services Fiber Channel Storage Data Services
  • 5. Where We Are Going… 5 Just Bunch of Disks New Memory Storage Area Network (SAN) Pooled Memory Advanced Storage Services Memory-as- a-Service Fiber Channel Storage Data Services CXL Memory Data Services
  • 6. Disaggregated & Pooled Memory Memory Pool Computing Servers Pool Manager CXL Switch
  • 7. Dynamic Memory Expansion Reduces Stranded Memory Before CXL Use Case #1 Used Memory Memory not used * H. Li et. Al. First-generation Memory Disaggregation for Cloud Platforms. arXiv:2203.00241v2 [cs.OS], March 5, 2022 Azure Paper*: • Up to 50% of server costs is from DRAM alone • Up to 25% of memory is stranded • 50% of all VMs never touch 50% of their rented memory
  • 8. Dynamic Memory Expansion Reduces Stranded Memory After CXL Used Memory Memory not used Use Case #1 Memory disaggregation can save billions of dollars per year.
  • 9. Memory Auto-healing With Transparent Migration 2. Provision a new memory region from the pool 1. A memory module is becoming bad: error rate going up. 3. Transparent migration of memory data 4. Memory Auto-healing complete Use Case #2
  • 10. Distributed Data Shuffling Local SSD Use Case #3 Before CXL Local SSD Local SSD Network Network Storage I/O w/ Serialization Deserialization
  • 11. Using Shared Memory Read Use Case #3 After CXL S. Chen, et. Al. Optimizing Performance and Computing Resource Management of in-memory Big Data Analytics with Disaggregated Persistent Memory. CCGRID'19 Project Splash is open source: https://github.com/MemVerge/splash
  • 12. Key Software Components 12 Memory Snapshot Memory Tiering Resource management Transparent Memory Service Operating Systems App App App App CXL Switch CXL Computing Hosts Memory Pool Memory Provisioning & Sharing Capacity Optimization Global Insights Security Data Protection Memory Machine Pool Manager Operating System Pool Server Memory Viewer App profiler Hardware API Integration Memory Sharing
  • 13. 13 Memory Capacity Expansion • Software-defined Memory Pool with intelligent Auto-tiering • No application change required Accelerate Time-to-discovery • Transparent checkpointing • Roll-back, restore and clone anywhere any time Reduce Cloud Cost by up to 70% • Enable long-running applications to use low-cost Spot instances • Integration with cloud automation and scheduler to auto-recover from CSP preemptions Memory Machine™ Memory Snapshot Service Memory Tiering Service System & Cloud Orchestration Service Transparent Memory Service Linux Compute Memory Storage HBM DDR CXL Genomics EDA Geophysics Risk Analysis Video Rendering Others CPU GPU xPU SSD HDD Announcing Memory Machine Cloud Edition
  • 14. 14 Memory Machine™ Memory Snapshot Service Memory Tiering Service System & Cloud Orchestration Service Transparent Memory Service Linux 64GB of DDR5 DRAM 64GB of CXL DRAM Expander Card (Montage Technologies) MLC Memory Latency Checking Early Results Running Memory Machine on CXL Next-Gen Server Streams Microbenchmark Application Redis
  • 15. Early Results Running Memory Machine on CXL 15 0 5 10 15 20 25 30 35 40 45 ALL Reads 3:1 Reads- Writes 2:1 Reads- Writes 1:1 Reads- Writes Stream-triad like Throughput (GB/S) Workload Types MLC (Memory Latency Checker) Results DDR5 Only CXL Only DDR+CXL Memory Machine Auto-Tiering 0 5 10 15 20 25 Copy: Scale: Add: Triad: Throughput (GB/s) Workload Types Stream Results DDR5 Only CXL Only DDR+CXL Memory Machine Auto-Tiering
  • 16. Live Demos at MemVerge Booth 16
  • 17. Key Software Components 17 Memory Snapshot Memory Tiering Resource management Transparent Memory Service Linux App App App App CXL Switch CXL Computing Hosts Memory Pool Memory Provisioning & Sharing Capacity Optimization Global Insights Security Data Protection Memory Machine Pool Manager Linux Pool Server Memory Viewer App profiler Hardware API Integration
  • 19. 19 Application Memory Heatmap Memory Viewer Free Download: http://www.memverge.com/MemoryViewer
  • 20. Software Partner to the CXL Ecosystem 20 Founded in 2017 to develop Big Memory software Memory Snapshot Memory Tiering Resource management Transparent Memory Service Memory Provisioning & Sharing Capacity Optimization Global Insights Security Data Protection Memory Machine Pool Manager Memory Viewer App profiler Hardware API Integration Memory Sharing Big Memory Software Processors: Servers: Switches: Memory Systems: Clouds Big Memory Apps Standards Bodies
  • 21. Memorize the future. Please visit our booth for the live demos