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White Papers

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  • deployment
  • LLM
  • Llama
  • Hugging Face
  • Dell Enterprise Hub
  • Gemma
  • Mistral
  • Mixtral
  • Zephyr
LLM Deployments on Dell R760xa with NVIDIA H100 GPUs and Dell Hugging Face Enterprise Hub

This deployment guide will detail the process of deploying AI models on the Dell Enterprise Hugging Face Hub using the Dell PowerEdge R760xa server.
  • VDI
  • GPU
  • mixed workloads
  • Intel Xeon
  • PowerEdge R760
  • GPU Flex Series
  • GPU-only workloads
  • LoginVSI
Boost VDI Performance up to 123% with Intel® Datacenter GPU Flex Series 140 on Dell PowerEdge Servers

This paper describes the testing and results for LoginVSI Enterprise which provides load generation and monitoring for Dell PowerEdge R760 servers, powered by 5th Generation Intel® Xeon® Scalable Processors and GPU Flex Series.
  • PowerEdge
  • Broadcom
  • PowerEdge R760
Dell PowerEdge R760 Rack Server & Emulex LPe36002 Host Bus Adapter

Dell commissioned Tolly to benchmark the database performance of the Broadcom Emulex LPe36002 64G Fibre Channel dual-port host bus adapter (HBA)
  • AI
  • Intel
  • GPU
  • R660
Smart City Traffic Solution with Intel Flex Series GPU and R660

This document presents a groundbreaking solution powered by 4th Generation Intel Xeon Scalable Processors and Intel Data Center Flex Series GPU, developed to address this challenge and fuel the AI applications driving Smart City initiatives.
  • PowerEdge
  • Oracle
  • Microsoft
  • Broadcom
  • PowerEdge R760
64G Fibre Channel Oracle Database/Microsoft SQL Performance - NVMe/FC vs. SCSI/FC

Dell PowerEdge R760 & Emulex LPe36002 64G HBA using NVMe/FC
  • PowerEdge
  • Oracle
  • Broadcom
  • PowerEdge R760
Dell R760 and 64GFC Combine to Accelerate Oracle Analytics Workloads

Dell PowerEdge R760 & Emulex LPe36002 64G HBA benefits over older generation 16/32GFC PCIe 3.0 HBAs:
  • PowerEdge
  • virtualization
  • Broadcom
  • PowerEdge R760
Dell PowerEdge R760 Rack Server & Emulex LPe36002 Host Bus Adapter

Dell PowerEdge R760 & Emulex LPe36002 64GFC HBA benefits over older generation servers with 16GFC HBAs
  • PowerEdge
  • SAP HANA
  • database
  • R760
  • Dell
PowerEdge R760 SAP HANA Performance - Analyst Paper

This document describes how new Dell PowerEdge servers outperformed competitors on SAP BW edition for SAP HANA Standard Application Benchmarks for load time, query executions per hour, and complex query runtimes.
  • AI
  • Intel
  • machine learning
  • CPU
  • ML
  • Artificial Intelligence
  • inferencing
  • Sapphire Rapids
Executive Summary - Performance Comparison of Dell PowerEdge MX760c and MX750c Server Models

New Intel® Xeon® Scalable Processors and DDR5 memory make it possible for Dell PowerEdge MX760c to be effective in training and inference tasks for small and medium-sized machine learning models.
  • PowerEdge
  • SAP HANA
  • R760
  • Intel 4th Gen Xeon
Remarkable SAP Benchmark Performance Results for Dell PowerEdge R760 Servers

This describes the new 2-socket Dell PowerEdge servers outperformed 2-, 4-, and even 8-socket competitors on SAP BW edition for SAP HANA Standard Application Benchmarks for load time, query executions per hour, and complex query runtimes.
  • AI
  • Intel
  • machine learning
  • CPU
  • ML
  • Artificial Intelligence
  • inferencing
  • Sapphire Rapids
Technical Paper - Performance Comparison of Dell PowerEdge MX760c and MX750c Server Models

New Intel® Xeon® Scalable Processors and DDR5 memory make it possible for MX760c to be effective in training and inference tasks for small and medium-sized machine learning models (up to ten million parameters).
  • PowerEdge
  • Intel Xeon
  • memory
  • balanced memory
Memory Population Rules for Intel® Xeon® Scalable Processors on PowerEdge Servers

This white paper describes what balanced memory means, why it is important, and how to populate memory properly to 4th Generation Intel® Xeon® Scalable Processors for a balanced configuration.
  • Intel
  • PowerEdge
  • Artificial Intelligence
  • R760
  • Intel 4th Gen Xeon
Dell PowerEdge R760 servers with 4th gen Intel Xeon Scalable processors offers unprecedented performance

Dell Technologies™ commissioned Scalers AI™ to evaluate the performance of Dell™ PowerEdge™ R760 with 4th Gen Intel® Xeon® Scalable processors perform in our applied AI application.
  • VMware
  • vSphere
  • Intel 4th Gen Xeon
  • R660
Upgrade transactional database performance with Dell PowerEdge R660 servers running VMware vSphere 8.0

In a VMware vSAN cluster, the latest‑generation servers powered by 4th Generation Intel Xeon Scalable processors completed more orders per minute (OPM) than clusters of older servers
  • Intel
  • data analytics
  • rack servers
  • R760
  • Intel 4th Gen Xeon
Run more data analysis more quickly using Dell PowerEdge R760 servers

The latest-generation Dell PowerEdge R760 server, powered by 4th Generation Intel Xeon Scalable processors, performed more data analysis in less time than either older server we tested
  • Intel
  • VMware
  • vSphere
  • Intel 4th Gen Xeon
  • R660
The science behind the report: Upgrade transactional database performance with Dell PowerEdge R660 servers

This document describes what we tested, how we tested, and what we found. To learn how these facts translate into real-world benefits, read the report Upgrade transactional database performance with Dell PowerEdge R660 servers running VMware vSphere 8.0
  • Intel
  • PowerEdge
  • Artificial Intelligence
  • Servers
  • R760
  • Intel 4th Gen Xeon
Accelerate Industry Transformation by Building Custom Models with Transfer Learning on Intel Xeon

Dell PowerEdge R760 Servers with 4th Gen Intel Xeon Scalable Processors offers unprecedented performance for applied AI real-world applications
  • Intel
  • PowerEdge
  • rack servers
  • R760
  • Intel 4th Gen Xeon
The Science Behind: Run more data analysis more quickly using Dell PowerEdge R760 servers

The latest-generation Dell PowerEdge R760 server, powered by 4th Generation Intel Xeon Scalable processors, performed more data analysis in less time than either older server we tested
  • Intel
  • PowerEdge
  • Artificial Intelligence
  • R760
  • Intel 4th Gen Xeon
Dell R760 with 4th Gen Intel Xeon Scalable Processors

Dell™ R760 Performance Insights with 4th Gen Intel® Xeon® using Intel® Deep Learning Boost with Advanced Matrix Extensions results in nearly double performance from prior gen on Video AI workloads
  • Intel
  • Hadoop
  • R750
  • PERC11
Boost throughput for big data workloads with Dell R750 servers featuring PowerEdge RAID Controllers

We found that in both metrics we tested time to complete a workload and throughput while completing that workload the R750 server featuring the Dell PERC 11 RAID controller offered stronger performance, finishing the workload faster with higher throughput
  • Hadoop
  • R750
  • RAID
Finish Hadoop workloads faster and with higher throughput with Dell R750 vs HPE ProLiant DL380 Gen9

The PowerEdge R750 server, featuring the Dell PERC 11 RAID controller, finished the TeraSort workload faster and offered stronger throughput, delivering overall better Hadoop performance.
  • Intel
  • PowerEdge
  • rack servers
  • SMB
Can Dell™ PowerEdge™ R450 and Dell PowerEdge R550 Servers Meet the Flexibility and Performance Needs of SMBs?

Prowess Consulting put these servers to the test to determine how well they would perform as hosts for the database and virtual machine (VM) workloads typically found in small to medium-sized businesses (SMBs)
  • Hadoop
  • R750
  • PERC11
  • RAID
The Science Behind: Finish Hadoop workloads faster with higher throughput with Dell R750 vs HPE ProLiant DL380

This document describes what we tested, how we tested, and what we found. To learn how these facts translate into real-world benefits, read the report.
  • PowerEdge
  • switch
Achieve more storage performance with Dell PowerEdge R750 servers equipped with Broadcom PCIe Gen4 switches

The Dell PowerEdge R750 server comes equipped with the Broadcom PCIe® Gen 4.0 ExpressFabric Platform, which delivers latest-gen features and benefits that have the potential to help you accelerate data transfer speeds.
  • Intel
  • PowerEdge
  • security
  • AMD
  • OpenManage
  • rack servers
  • tower servers
Power Endless Innovation with Dell PowerEdge Servers

Read more about lab tested, benchmarked and third‑party proven Dell PowerEdge server benefits.
  • PowerEdge
  • rack servers
The science behind the report: Achieve more storage performance with Dell PowerEdge R750 servers.

This document describes what we tested, how we tested, and what we found. To learn how these facts translate into real-world benefits, read the report Achieve more storage performance with Dell PowerEdge R750 servers equipped with Broadcom PCIe Gen4 switches.
  • PowerEdge
  • VMware
  • Kubernetes
  • rack servers
One PowerEdge R750 with Kubernetes containers supported up to 47,150 web application users across 11 instances

With a VMware vSphere and VMware Tanzu Kubernetes Grid environment, the PowerEdge R750 server supported thousands of Weathervane users while meeting quality of service (QoS) requirements.
  • Intel
  • PowerEdge
  • rack servers
Support more VMs with large databases and memory by adding Intel Optane DC persistent memory to your R940

Databases with large memory footprints can present challenges to organizations looking to upgrade server hardware. The goal is to support as many databases as possible on each new server to make the most of your investment, despite memory constraints.
  • Intel
  • PowerEdge
  • rack servers
R740xd servers with Intel Optane DC persistent memory handle better than with NAND flash NVMe or SATA SSDs

Dell EMC PowerEdge R740xd servers with Intel Optane DC persistent memory handle more transactions per minute than configurations with NAND flash NVMe drives or SATA SSDs.
  • Intel
  • PowerEdge
  • rack servers
Run compute-intensive Apache Hadoop big data workloads faster with Dell EMC PowerEdge R640 servers

A Hadoop cluster of PowerEdge R640 servers powered by 2nd generation Intel Xeon Scalable processors completes three compute-heavy big data workloads in less time than previous-generation Dell EMC PowerEdge R630 servers by processing more data per second.
  • Intel
  • PowerEdge
The science behind the report: PowerEdge R650xs servers with 3rd Gen Intel Xeon Scalable processors

This paper details what we tested, how we tested, and what we found in the report, Empower more virtual desktop users with Dell EMC PowerEdge R650xs servers with 3rd Generation Intel Xeon Scalable Processors
  • PowerEdge
  • NVMe
  • rack servers
Accelerate I/O with NVMe drives on the new Dell EMC PowerEdge R650 server

A new controller that supports NVMe RAID allowed the server to deliver up to 15 times the input/output operations per second (IOPS) of a previous‑generation server.
  • Intel
  • PowerEdge
Empower virtual desktop users with PowerEdge R650xs servers with 3rd Gen Intel Xeon Scalable processors

This new PowerEdge XS server is equipped with 3rd Generation Intel Xeon Scalable processors, support for PCI Express (PCIe) Gen 4, and the latest memory, networking, storage, and security technologies.
  • Intel
  • data analytics
  • PowerEdge
  • rack servers
Analyze more data, faster, by upgrading to latest-generation Dell EMC PowerEdge R750 servers

This paper describes two test cases using latest-generation Dell EMC PowerEdge R750 servers, powered by 3rd Generation Intel Xeon Scalable processors and featuring a Dell PERC H755N front NVMe RAID controller.
  • Intel
  • PowerEdge
  • VMware
  • rack servers
Boost transactional database performance of VMware vSAN clusters with PowerEdge R640 servers

Replacing older servers can help you deliver a better customer experience and generate more revenue.
  • Intel
  • PowerEdge
  • rack servers
Can newer Dell EMC servers offer significantly better performance for Microsoft SQL Server?

Prowess testing shows significantly more new orders per minute (NOPM) and faster RAID rebuild times after upgrading older servers to Dell EMC PowerEdge R750 servers.
  • Intel
  • PowerEdge
  • Oracle
  • rack servers
Consolidate three legacy servers onto one PowerEdge R940 with 2nd generation Intel Xeon Scalable processors

The 3U, four-socket Dell EMC PowerEdge R940 with 2nd Generation Intel Xeon Scalable processors outperformed a legacy Dell EMC PowerEdge R920 by handling over 3.14 times the TPM on a mission-critical Oracle Database workload.
  • Intel
  • PowerEdge
  • VMware
  • rack servers
R650 servers running vSphere 7.0 Update 2 can boost transactional database performance to become future-ready

This Principled Technologies paper discusses how in a VMware vSAN cluster, the latest-generation servers powered by 3rd Generation Intel Xeon Scalable processors completed more orders per minute than clusters of older servers.
  • Intel
  • PowerEdge
  • NVMe
  • rack servers
R740xd servers with Intel Optane DC persistent memory handle more than with NAND flash NVMe or SATA SSDs

Dell EMC PowerEdge R740xd servers with Intel Optane DC persistent memory handle more transactions per minute than configurations with NAND flash NVMe drives or SATA SSDs.
  • Intel
  • PowerEdge
  • rack servers
Elevate your e-commerce with the PowerEdge R740xd with 2nd generation Intel Xeon Scalable processors

A successful online business requires powerful data center hardware that handles large numbers of orders and lets customers make their purchases without delay. Upgrading your aging servers can empower your business to handle significant growth.
  • Intel
  • PowerEdge
  • NVMe
  • rack servers
Get better database analytics for less with R840 servers equipped with value SAS and NVMe SSDs from KIOXIA

A PowerEdge R840 server with RM5 Series value SAS and CD5 Series data center NVMe SSDs processes more operations per second and delivers better performance per dollar than the same server with enterprise SATA SSDs.
  • Intel
  • PowerEdge
  • NVMe
  • rack servers
Get better transactional database performance with a R740xd server with value SAS and NVMe SSDs from KIOXIA

A PowerEdge R740xd server with drives from KIOXIA achieves better transactional database performance at a lower cost than the same server with enterprise SATA SSDs.
  • PowerEdge
  • Oracle
  • rack servers
Lower your TCO by selecting the right platform for your Oracle workloads

Prowess research finds that 2- and 4-socket Dell EMC PowerEdge servers can offer consistent high performance and better three-year total costs of ownership for powering Oracle workloads than 2- and 4-socket solutions based on IBM POWER9 processors.
  • Intel
  • PowerEdge
  • rack servers
Run compute-intensive Apache Hadoop big data workloads faster with Dell EMC PowerEdge R640 servers

A Hadoop cluster of PowerEdge R640 servers powered by 2nd generation Intel Xeon Scalable processors completes three compute-heavy big data workloads in less time than previous-generation Dell EMC PowerEdge R630 servers by processing more data per second.
  • Intel
  • PowerEdge
  • HPE
  • rack servers
Serve more customers with the Dell EMC PowerEdge R740 and 2nd generation Intel Xeon Scalable processors

The 2U, two-socket PowerEdge R740 delivers more transactions per minute than an older HPE ProLiant DL380 Gen9.
  • Intel
  • PowerEdge
  • rack servers
SQream DB on PowerEdge R940xa

SQream DB on Dell EMC PowerEdge R940xa offers complete integration of computing, networking, and storage resources, and provides high-performance storage and advanced BI analytics with scalable and NVMe storage.
  • Intel
  • PowerEdge
  • VMware
  • vSphere
  • Oracle
  • rack servers
Upgrade to Dell EMC PowerEdge R940 servers with VMware vSphere 7.0 and gain greater OLTP performance

This paper talks about how newer Dell PowerEdge four-socket hardware and VMware vSphere 7.0 software helps organizations unlock performance benefits in their data center environment, and explores the performance of the four-socket Dell PowerEdge R940.
  • PowerEdge
  • VMware
  • Kubernetes
  • rack servers
One PowerEdge R750 with Kubernetes containers supported up to 47,150 web application users across 11 instances

With a VMware vSphere and VMware Tanzu Kubernetes Grid environment, the PowerEdge R750 server supported thousands of Weathervane users while meeting quality of service (QoS) requirements.
  • PowerEdge
  • VMware
  • Kubernetes
  • rack servers
The science behind the report: PowerEdge R750 using Kubernetes containers

This document describes what we tested, how we tested, and what we found as described in the document, A single Dell EMC PowerEdge R750 using Kubernetes containers supported up to 47,150 web application users across 11 instances.
  • PowerEdge
  • tower servers
Performance comparison of Dell EMC PowerEdge T350 and T340 server models

This white paper presents a performance comparison of PowerEdge T350 and T340 servers, based on testing conducted by Grid Dynamics.
  • PowerEdge
  • tower servers
Performance comparison of Dell EMC PowerEdge T550 and T640 server models

This white paper presents a performance comparison of PowerEdge T550 and T640 servers, based on testing conducted by Grid Dynamics.
  • PowerEdge
  • VDI
  • rack servers
Keep remote desktop power users productive with PowerEdge R840 servers powered by 2nd Gen Intel Xeon CPUs

This white paper describes how Dell PowerEdge R840 servers can support many VDI power users while also delivering acceptable session response times.
  • NVMe
  • rack servers
  • Broadcom
PowerEdge R750 Servers with NVMe RAID Unleash Microsoft SQL Server Database Performance

Remove performance bottlenecks, expand database capacity, and reduce rebuild times with Dell EMC PowerEdge R750 servers built with 3rd Generation Intel Xeon Scalable processors, fast NVM Express (NVMe) SSDs, and the latest generation of RAID controllers.
  • Intel
  • PowerEdge
  • Broadcom
Achieve more storage performance with Dell PowerEdge R750 servers equipped with Broadcom PCIe Gen4 switches

In our tests, the Dell PowerEdge R750 server with PCIe Gen4 switches processed over 6.5M more random read IOPS and sustained over twice the gibibytes per second (GiB/s) on a 1MB sequential read workload compared to a previous-generation PowerEdge R740xd server
  • PowerEdge
  • cloud
  • rack servers
Cloud Service Providers Need Performance and Value to Meet Customer Demands

Dell™ PowerEdge™ R650xs servers balance performance and value for medium-duty virtualization workloads.
  • PowerEdge
  • cloud
  • rack servers
Dell™ Servers Versus HPE® Servers: A Price-Performance Comparison

Analysis conducted by Prowess Consulting finds that Dell™ PowerEdge™ R650xs servers can provide better overall value and relative performance, compared to HPE® ProLiant® DL360 Gen10 Plus servers
  • PowerEdge
  • cloud
  • rack servers
Dell Servers Versus HPE Servers for Virtualization: a CSP-Centric Price-Performance Comparison

Analysis conducted by Prowess Consulting finds that Dell PowerEdge R650xs servers can provide better overall value and relative performance for transactional and virtualization workloads, compared to HPE ProLiant DL360 Gen10 Plus servers.
  • Intel
  • PowerEdge
  • rack servers
  • Broadcom
Abstract: Dell PowerEdge R750 Servers with PCIe Gen4 Data Center NVMe RAID Increase Microsoft SQL Server

Achieve faster results and expand database capacity with Dell PowerEdge R750 servers built with 3rd Generation Intel® Xeon® Scalable processors, fast, data-center-class NVM Express® (NVMe) drives, and the latest-generation Broadcom® RAID controllers.
  • Intel
  • PowerEdge
  • rack servers
  • R750
PowerEdge R750 server featuring a modern 100Gb Broadcom 57508 NIC achieved higher bandwidth in iPerf tests

While using multiple 25Gb NICs is an option to increase overall bandwidth of a server, our tests show that it may not optimize bandwidth usage as well as configuring your Dell PowerEdge R750 with a single 100Gb Broadcom 57508 NIC.
  • Intel
  • PowerEdge
  • rack servers
  • R750
Optimize networking performance with the Dell PowerEdge R750 featuring a modern 100Gb Broadcom NIC

The Dell PowerEdge R750 server with a Broadcom 57508 Dual Port 100Gb network interface card offered better and more consistent networking performance than the four-NIC solution delivering up to 31 percent more FPS for a smoother, faster, video experience.
  • Hadoop
  • R750
  • PERC11
  • RAID
The Science Behind: Boost throughput for Big Data workloads with PowerEdge R750 with RAID Controllers

This document describes what we tested, how we tested, and what we found.
  • Intel
  • PowerEdge
  • rack servers
  • R750
The science behind: R750 server featuring a modern 100Gb Broadcom 57508 NIC achieved higher bandwidth in iPerf

This describes what we tested, how we tested, and what we found. To learn how these facts translate into real-world benefits, read the report Dell PowerEdge R750 server featuring a modern 100Gb Broadcom 57508 NIC achieved higher bandwidth in iPerf tests
  • Intel
  • rack servers
  • R750
The science behind: Optimize networking performance with the Dell PowerEdge R750

This document describes what we tested, how we tested, and what we found. To learn how these facts translate into real-world benefits, read the report Optimize networking performance with the Dell PowerEdge R750 featuring a modern 100Gb Broadcom NIC
  • PowerEdge
  • iDRAC9
Reduce hands-on deployment times to near zero with iDRAC9 automation

This Document describes how iDRAC9 v6.10 offers automated OS deployment alongside the Zero-Touch provisioning feature.
  • PowerEdge
  • iDRAC9
The Science Behind: Reduce hands-on deployment times to near zero with iDRAC9 automation

This document describes what we tested, how we tested, and what we found. To learn how these facts translate into real-world benefits, read the report Reduce hands-on deployment times to near zero with iDRAC9 automation
PowerEdge T560 for VDI: Boost VM Density and Graphics Performance with NVIDIA L4 GPUs

This white paper highlights key performance improvements for three different VDI workloads run on the PowerEdge T560 compared to prior-gen T550.
  • Broadcom
  • PowerEdge R760
The Science: 16th Generation Dell PowerEdge R760 server with Broadcom NICs

Principled Technologies testing showed that a 16th Generation Dell PowerEdge R760 server featuring a Broadcom BCM57508-P2100G NIC delivered all three vs. previous-generation PowerEdge servers
  • Intel
  • PowerEdge R760
Driving GenAI Advancements: Dell PowerEdge R760 with the Latest 5th Gen Intel® Xeon® Scalable Processors

This document details an analysis from Dell Technologies and Intel of the next-token latency requirements of real-time chatbots and fine-tuning LLMs.