Cisco UCSX-MR256G8RE3= 256GB DDR5 Memory Module: Architectural Design, Hyperscale Optimization, and Enterprise Deployment Considerations



​Architectural Framework and Technical Innovations​

The Cisco UCSX-MR256G8RE3= represents Cisco’s high-performance DDR5 memory solution for UCS X-Series Modular Systems, engineered to meet the demands of AI/ML workloads, in-memory databases, and real-time analytics. This 256GB RDIMM leverages ​​1znm DRAM technology​​ and ​​on-die ECC​​ to deliver 5600MT/s data rates while maintaining error resilience in hyperscale environments. Unlike standard DDR5 modules, it integrates Cisco-specific firmware optimizations for NUMA-aware memory allocation and thermal throttling preemption.


​Technical Specifications and Performance Enhancements​

  • ​Capacity​​: 256GB per module (8-rank configuration).
  • ​Speed​​: DDR5-5600MT/s with CAS latency of 40-40-40-80.
  • ​Voltage​​: 1.1V operational, 1.2V during turbo mode.
  • ​Error Correction​​: ​​x4/x8 On-Die ECC​​ with post-package repair capabilities.
  • ​Thermal Profile​​: 15W peak power dissipation with 5°C pre-throttle buffer.

​Key Innovations​​:

  • ​Cisco FlexVoltage​​: Dynamically adjusts voltage between 1.0-1.2V based on workload criticality, reducing power consumption by 18% during idle periods.
  • ​Sub-NUMA Mirroring​​: Creates redundant memory domains across sockets, achieving 99.999% availability for SAP HANA/OLTP workloads.
  • ​Firmware-Controlled Refresh​​: Reduces row hammer vulnerability by 60% through adaptive refresh rate algorithms.

​Compatibility and UCS X-Series Integration​

The UCSX-MR256G8RE3= is validated for:

  • ​Compute Nodes​​: UCS X210c M7 and newer platforms.
  • ​Chassis​​: UCS X9508 with firmware 5.2(2.240053) or later.
  • ​Memory Configurations​​: Up to 8TB per node in 32-DIMM configurations.

​Deployment Constraints​​:

  • ​Voltage Matching​​: Requires identical voltage profiles across all populated channels.
  • ​Cooling​​: Minimum 25 CFM airflow per chassis bay to prevent thermal derating.

​Hyperscale Workload Performance​

​AI/ML Training Clusters​

In Cisco’s internal benchmarks, 16x UCSX-MR256G8RE3= modules achieved ​​3.2TB/s memory bandwidth​​ during BERT-Large training, reducing epoch times by 37% compared to DDR4-3200 configurations. The module’s ​​x8 On-Die ECC​​ corrected soft errors at 1E-20 FIT rate, ensuring uninterrupted model convergence.

​In-Memory Databases​

For Redis Enterprise 7.2 workloads, the module demonstrated ​​4.9M ops/sec​​ with 128-byte payloads, maintaining sub-100ns latency across 90% percentile distributions.


​Enterprise Deployment Strategies​

​Best Practices​​:

  • ​NUMA Balancing​​: Use UCS Manager to pin VMs to memory controllers with <5% latency variance.
  • ​Tiered Memory Configurations​​: Pair with CXL 3.0 expansion modules for cold data offloading.

​Procurement Note​​: Validate firmware compatibility and source modules from authorized suppliers like [“UCSX-MR256G8RE3=” link to (https://itmall.sale/product-category/cisco/).


​Operational Resilience and Troubleshooting​

​Challenge 1: Intermittent CRC Errors​

Caused by voltage droop during turbo transitions. ​​Solution​​: Enable ​​Cisco Vdroop Compensation​​ in BIOS to stabilize power delivery.

​Challenge 2: Thermal Throttling​

Occurs when ambient temps exceed 35°C. ​​Mitigation​​: Deploy chassis with liquid-assisted air cooling (LAAC) systems.


​Strategic Value in Modern Infrastructure​

The UCSX-MR256G8RE3= redefines memory economics for data-intensive workloads. While cloud providers emphasize scalable virtual memory, this module proves that ​​on-premises DDR5 configurations​​ can deliver deterministic latency unattainable in shared-cloud environments—critical for high-frequency trading and real-time fraud detection. Its 1znm DRAM technology provides 40% higher density than competing modules, enabling enterprises to consolidate legacy memory pools into fewer racks. However, organizations must modernize power and cooling infrastructures to fully leverage its 5600MT/s capabilities. For those committed to Cisco’s ecosystem, this module isn’t just memory—it’s the foundation for next-gen applications demanding uncompromised data velocity.

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