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Micron Confidential
Micron Confidential
Memory Expansion with CXL Modules:
Benefits, Use Cases and Enriching the CXL
Ecosystem
Micron Confidential
Micron Confidential
Memory Expansion with CXL Modules:
Benefits, Use Cases and Enriching the CXL
Ecosystem
Poorna Kale, Distinguished Member of Technical Staff, Micron Technology
Micron Confidential
Micron Confidential
CXL Use Cases
Increasing
latency
and
capacity
Increasing
bandwidth
Capacity storage
Fast storage
Capacity and
bandwidth expansion
Archival storage
DDR
In
package
memory
Storage
Direct
attached
using CXL
HBM
Use cases for CXL-based
memory expansion
Data center
workloads
Capacity
expansion
Bandwidth
expansion
AI/ML
In-memory
database
Data analytics
General purpose
compute
High performance
compute
Micron Confidential
Micron Confidential
Capacity Expansion
• Direct Attached Memory Tiering
• Application Transparent
• OS Managed, User Space Library, 2LM
Mode
• Application Managed
• Application Aware (ex: libnuma)
• Modified (ex: libmemkind)
• CXL Switch / Fabric attached Memory
Tiering
• Another Memory tier added to the
system with higher latencies
• Micron taking a leadership role in
enabling the AI and data science
toolchains to share data in fabric-
attached memory
Ways to deploy CXL
Bandwidth Expansion
• CXL Heterogenous interleave solutions
1. Hardware based interleave
2. Software and HW heterogenous
interleave
3. Software based NUMA interleave
4. Micron actively collaborating on
introducing ratio-based memory
interleaving capabilities for the
Linux kernel
Micron Confidential
Micron Confidential
CZ120 Memory Expansion
Performance
24% more memory
bandwidth
DDR5 (768GB) DDR5 + CXL (1,792GB)
Total memory bandwidth (GB/s)
24%
24% more memory bandwidth3
DDR5 (768GB) DDR5 + CXL (1,792GB)
MSSQL TPC-H (3000 scale factor)
queries per day
96%
96% more queries/day
128GB/256GB
Up to 2TB incremental server capacity1 supporting CXL 2.0
Upto36GB/s 2
Up to 24% increased server memory read/write bandwidth
E3.S2TPCIeGen5x8
Industry-standard form factor for broad deployment
1. By adding 8x256GB CZ120s, system limitations may apply.
2. Measured by running MLC workload with 2:1 read/write ratio on a single CZ120 module.
3. MLC bandwidth using 12-channel 4800MT/s RDIMM + 4x256GB CZ120 vs. RDIMM only.
Micron Confidential
Micron Confidential
Micron
CZ120
Enablers
OEMs
OS/SW
ISVs/SW
Solns
ASIC
Vendors
Test
Vendors
Switch/
CM
Vendors
Enriching the CXL Ecosystem with
CZ120
Micron Confidential
Micron Confidential
• Activities: Validation,
Compatibility, Qualification
• Objective: Achieve Timely
Qualification by CPU Launch
Enriching the CXL Ecosystem with
CZ120
Micron Enablers
Micron Confidential
Micron Confidential
• Activities: Validation,
Compatibility, Power, Thermal,
EVT, Optimization CXL
Configuration, and Qualification
• Objective: Achieve Timely
Qualification by CPU Launch
Enriching the CXL Ecosystem with
CZ120
Micron OEMs
Micron Confidential
Micron Confidential
• Activities: Validation, Signal Integrity,
Compliance, Across multiple DIMMs/DRAMs,
Optimization of Power and Performance
• Objectives: Ensure wider ASIC choices for CXL
deployment, Seamless and easier CXL
adoption without having to know DRAM,
Choice of FFs
Enriching the CXL Ecosystem with
CZ120
Micron
CXL
ASIC
Vendors
Micron Confidential
Micron Confidential
• Activities: SW compatibility Testing,
Contributing to SW interleaving ecosystem,
Linux patches, Joint Validation with OS and
Hypervisors
• Objectives: Ensure wider ASIC choices for CXL
deployment, Seamless and easier CXL
adoption without having to know DRAM,
Choice of FFs
Enriching the CXL Ecosystem with
CZ120
Micron OS/SW
Micron Confidential
Micron Confidential
• Activities: Early validation, Proof points / POCs ,
Joint customer engagements, Integration of
CXL APIs into their platforms, Certification for
production with OEMs.
• Objectives: Ensure wider ASIC choices for CXL
deployment, Seamless and easier CXL
adoption without having to know DRAM,
Choice of FFs
Enriching the CXL Ecosystem with
CZ120
Micron
ISVs/SW
Vendors
Micron Confidential
Micron Confidential
• Activities: Deep collaboration with Early
Validation, Compliance Testing and Joint
Validation
• Objectives: : Mature CXL Test EcoSystem
Enriching the CXL Ecosystem with
CZ120
Micron
Test
Vendors
Micron Confidential
Micron Confidential
• Activities: Proof Points / POCs, Validation for
different applications
• Objectives: Identify pooling , fabric attached
use cases
Enriching the CXL Ecosystem with
CZ120
Micron
Switch &
Composable
Memory Vendors
Micron Confidential
Micron Confidential
Micron Confidential
Micron Confidential
Memory solutions to meet data center infrastructure demands
HBM3 Gen2
24GB
Micron Confidential
2023 2024 2025 2026
Bandwidth HBM3 Gen2
36GB
HBM Next
36GB-64GB
Prior Gen HBM
16GB
GDDR6x
16Gb
GDDR7
16-24Gb
High capacity
Power
RDIMM
Up to 96GB
RDIMM,MRDIMM,CXL™
128GB+
RDIMM, MRDIMM, CXL™
192GB+
LPDRAM
0.3X energy/bit to RDIMM
Not all Products are POR and shown for conceptual discussion purposes
Left edge of bar denotes approximate availability, right edge does NOT represent End of Life
RDIMM, MRDIMM, CXL™
256GB+
Monolithic 32Gb, 128GB
Micron Confidential
Micron Confidential
Thank you!

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Micron: Memory Expansion with CXL Modules: Benefits, Use Cases and Enriching the CXL Ecosystem

  • 1. Micron Confidential Micron Confidential Memory Expansion with CXL Modules: Benefits, Use Cases and Enriching the CXL Ecosystem
  • 2. Micron Confidential Micron Confidential Memory Expansion with CXL Modules: Benefits, Use Cases and Enriching the CXL Ecosystem Poorna Kale, Distinguished Member of Technical Staff, Micron Technology
  • 3. Micron Confidential Micron Confidential CXL Use Cases Increasing latency and capacity Increasing bandwidth Capacity storage Fast storage Capacity and bandwidth expansion Archival storage DDR In package memory Storage Direct attached using CXL HBM Use cases for CXL-based memory expansion Data center workloads Capacity expansion Bandwidth expansion AI/ML In-memory database Data analytics General purpose compute High performance compute
  • 4. Micron Confidential Micron Confidential Capacity Expansion • Direct Attached Memory Tiering • Application Transparent • OS Managed, User Space Library, 2LM Mode • Application Managed • Application Aware (ex: libnuma) • Modified (ex: libmemkind) • CXL Switch / Fabric attached Memory Tiering • Another Memory tier added to the system with higher latencies • Micron taking a leadership role in enabling the AI and data science toolchains to share data in fabric- attached memory Ways to deploy CXL Bandwidth Expansion • CXL Heterogenous interleave solutions 1. Hardware based interleave 2. Software and HW heterogenous interleave 3. Software based NUMA interleave 4. Micron actively collaborating on introducing ratio-based memory interleaving capabilities for the Linux kernel
  • 5. Micron Confidential Micron Confidential CZ120 Memory Expansion Performance 24% more memory bandwidth DDR5 (768GB) DDR5 + CXL (1,792GB) Total memory bandwidth (GB/s) 24% 24% more memory bandwidth3 DDR5 (768GB) DDR5 + CXL (1,792GB) MSSQL TPC-H (3000 scale factor) queries per day 96% 96% more queries/day 128GB/256GB Up to 2TB incremental server capacity1 supporting CXL 2.0 Upto36GB/s 2 Up to 24% increased server memory read/write bandwidth E3.S2TPCIeGen5x8 Industry-standard form factor for broad deployment 1. By adding 8x256GB CZ120s, system limitations may apply. 2. Measured by running MLC workload with 2:1 read/write ratio on a single CZ120 module. 3. MLC bandwidth using 12-channel 4800MT/s RDIMM + 4x256GB CZ120 vs. RDIMM only.
  • 7. Micron Confidential Micron Confidential • Activities: Validation, Compatibility, Qualification • Objective: Achieve Timely Qualification by CPU Launch Enriching the CXL Ecosystem with CZ120 Micron Enablers
  • 8. Micron Confidential Micron Confidential • Activities: Validation, Compatibility, Power, Thermal, EVT, Optimization CXL Configuration, and Qualification • Objective: Achieve Timely Qualification by CPU Launch Enriching the CXL Ecosystem with CZ120 Micron OEMs
  • 9. Micron Confidential Micron Confidential • Activities: Validation, Signal Integrity, Compliance, Across multiple DIMMs/DRAMs, Optimization of Power and Performance • Objectives: Ensure wider ASIC choices for CXL deployment, Seamless and easier CXL adoption without having to know DRAM, Choice of FFs Enriching the CXL Ecosystem with CZ120 Micron CXL ASIC Vendors
  • 10. Micron Confidential Micron Confidential • Activities: SW compatibility Testing, Contributing to SW interleaving ecosystem, Linux patches, Joint Validation with OS and Hypervisors • Objectives: Ensure wider ASIC choices for CXL deployment, Seamless and easier CXL adoption without having to know DRAM, Choice of FFs Enriching the CXL Ecosystem with CZ120 Micron OS/SW
  • 11. Micron Confidential Micron Confidential • Activities: Early validation, Proof points / POCs , Joint customer engagements, Integration of CXL APIs into their platforms, Certification for production with OEMs. • Objectives: Ensure wider ASIC choices for CXL deployment, Seamless and easier CXL adoption without having to know DRAM, Choice of FFs Enriching the CXL Ecosystem with CZ120 Micron ISVs/SW Vendors
  • 12. Micron Confidential Micron Confidential • Activities: Deep collaboration with Early Validation, Compliance Testing and Joint Validation • Objectives: : Mature CXL Test EcoSystem Enriching the CXL Ecosystem with CZ120 Micron Test Vendors
  • 13. Micron Confidential Micron Confidential • Activities: Proof Points / POCs, Validation for different applications • Objectives: Identify pooling , fabric attached use cases Enriching the CXL Ecosystem with CZ120 Micron Switch & Composable Memory Vendors
  • 14. Micron Confidential Micron Confidential Micron Confidential Micron Confidential Memory solutions to meet data center infrastructure demands HBM3 Gen2 24GB Micron Confidential 2023 2024 2025 2026 Bandwidth HBM3 Gen2 36GB HBM Next 36GB-64GB Prior Gen HBM 16GB GDDR6x 16Gb GDDR7 16-24Gb High capacity Power RDIMM Up to 96GB RDIMM,MRDIMM,CXL™ 128GB+ RDIMM, MRDIMM, CXL™ 192GB+ LPDRAM 0.3X energy/bit to RDIMM Not all Products are POR and shown for conceptual discussion purposes Left edge of bar denotes approximate availability, right edge does NOT represent End of Life RDIMM, MRDIMM, CXL™ 256GB+ Monolithic 32Gb, 128GB

Editor's Notes

  • #15: Highlight Capacity on this slide or zoom in and dim down bandwidth and power a bit