SlideShare una empresa de Scribd logo
1 de 11
Descargar para leer sin conexión
Take the guesswork out of video
surveillance with pre-validated
Milestone solutions from Dell EMC
Intel Xeon processor-powered Dell EMC
PowerEdge R740xd2 servers handled a
120-camera load without failure
Video surveillance is big business. In 2019 alone, research firm IHS
estimated that 180 million surveillance cameras shipped worldwide.1
Businesses of all sectors and sizes use surveillance to protect employees
and assets and face the challenge of finding reliable solutions that can
handle and store the large amounts of video data they accumulate.
This is where the Dell EMC™
Surveillance Validation Labs come in.
These dedicated labs pre-validate software and hardware solutions
for surveillance. To show how pre-validation can help surveillance
customers, we worked with engineers at the lab in Durham, NC, to
validate Dell EMC PowerEdge™
R740xd2 servers, powered by Intel®
Xeon®
Gold 5120 processors, and Milestone xProtect®
, an open-
platform video management system (VMS) that allows companies to
customize their surveillance software. In two use cases, each with 120
cameras recording continuously, the Dell EMC and Milestone solution
passed validation testing under normal load and during a simulated
disk failure.
Choosing a validated digital surveillance infrastructure solution of
Milestone xProtect and Dell EMC PowerEdge R740xd2 servers powered
by Intel Xeon processors could help your organization reliably protect
your valuable assets: customers, employees, inventory, and more.
Efficient recording
under normal load
Reliable performance
during simulated disk
failure and rebuild
154 MB/s average
disk throughput
7% average CPU
utilization
163 MB/s average
disk throughput
4% average CPU
utilization
Different surveillance
setups met stringent
verification standards
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)
A Principled Technologies report: Hands-on testing. Real-world results.
What is the Dell EMC Surveillance Validation Lab?
Not all major data center technology suppliers have their own validation lab for surveillance solutions, which is what
makes Dell EMC stand out in the surveillance infrastructure marketplace. The Surveillance Validation Lab works
with leading surveillance providers from the Dell EMC partner ecosystem to test their video management solutions.
Dell EMC then uses those findings to help organizations choose a tested and validated solution that meets the
organizations’ demands. Dell EMC believes their Surveillance Lab is the “most advanced, longest-running video
surveillance validation lab in the world.”4
Globally, Dell EMC runs three surveillance testing and validation labs,
which are part of a network of 20 test centers total.5
Dell EMC claims to be the number one global surveillance
infrastructure provider.6
Engineers in the Surveillance Lab put hardware and software solutions through the paces in what Dell EMC calls
extreme, real-world scenarios.7
Extreme conditions include zero video frame drop over multiple failure scenarios,
including drive, network, and controllers failures. The performance numbers the Dell EMC Surveillance Lab
produces are not hero numbers, but worse case numbers, as the lab aims to show customers they can maintain
performance without video loss under strenuous conditions.
Because the Surveillance Lab looks for worst case realistic test scenarios, their results may vary when compared to
the results from other partners (i.e., integrators and VMS vendors).
Solution validations include:8
• Virtual/non-virtual
• Best practices
• Compute
• Networking
• Storage
• ISV application
Dell EMC also provides validation support that includes “solution documentation including reference architectures,
white papers, technical notes, sizing guidelines, and technical presentations.”9
When your business implements a
VMS validated by Dell EMC, you do so knowing that Dell EMC has already tested and approved it for use.
About the Dell EMC PowerEdge R740xd2 server
The enterprise-grade PowerEdge R740xd2 server allows organizations to “bring storage closer to compute” with
a “high-capacity, space-saving 2U design.”2
With the PowerEdge R740xd2, organizations can store up to 364 TB
of data in a 2U rack server or scale out to 7.2 PB (520 drives) in a 42U rack full of R740xd2 servers.3
Learn more in
the Dell EMC PowerEdge R740xd2 server data sheet.
The PowerEdge R740xd2 server used in this testing had two Intel Xeon Gold 5120 processors, 28 physical cores,
and 256 GB of memory, and it ran Microsoft®
Windows Server®
2016 Datacenter Edition. For storage, the server
had 26 8TB 3.5-inch NLSAS HDDs. We configured the storage under test using the Dell EMC PERC H730P Mini
controller and created a RAID6 disk group with two dedicated hot spares for a total usable capacity of 160 TB.
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  2
About the Milestone xProtect video management system
According to Milestone Systems, their company provides “industry-leading video management software”10
that enables customers to add “custom, best-in-class security solutions to [their] surveillance, such as
access control, cameras, and video analytics.”11
Milestone Systems claims to support over 8,000 cameras
and hardware devices.12
Their xProtect products are designed to serve clients ranging from small
businesses to large, high-security enterprises. Learn more here.
How we tested and what we found
We worked with Dell EMC engineers to validate the Intel Xeon processor-powered PowerEdge R740xd2
server running the Milestone VMS. The Dell EMC Surveillance Lab in Durham, NC, housed the server
under test and testing equipment. Our engineers installed BIOS and firmware updates, provisioned local
storage, and installed Windows Server 2016. Dell EMC engineers configured the networking, deployed
the software required to complete the validations, and performed the validation testing. Our engineers
ensured servers performed optimally during testing. They also reviewed raw testing results as well as Dell
EMC Live Optics™
storage and server performance reports captured during validation testing to ensure
that Dell EMC engineers completed the validation successfully without error.
A surveillance solution can fail to receive validation by either dropping one or more frames or losing video.
The Milestone solution passed the validation testing in two different use cases: 1) normal server load with
120 cameras recording continuously, and 2) the same 120 cameras recording simultaneously recording
while experiencing a server disk failure and a disk rebuild.
Milestone xProtect records video using software-defined Archiver roles, which discover camera feeds,
check cameras to see if they are recording, process all video and multimedia streams, and commit them to
storage. The results in this report show data for one Archiver with 120 cameras.
About Intel Xeon Scalable processors
According to Intel, their Xeon Scalable processors “support hybrid cloud infrastructures and most demanding
applications—including in-memory analytics, artifical intelligence, autonomous driving, high performance
computing (HPC), and network transformation.”13
Intel Xeon Scalable processors are available in four feature
configurations (Platinum, Gold, Silver, and Bronze) to match the needs of organizations operating at many
different levels.
Learn more about Intel Xeon Scalable processors.
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  3
Test results - Use case 1 - server under normal load
Camera parameters
• 4Mbps camera
• 1920x1080 resolution
• 30 frames per second
• Continuous recording enabled for all cameras
Recording results Archiver role 1
Maximum number of cameras 120
Read/write ratio (%) 93/7
Read/write latency (ms) 1/ 2
Disk throughput (MB/s) 163
IOPS at 99% 842
Peak IOPS 910
Average CPU utilization 4%
Test results - Use case 2 - server under simulated disk failure and disk rebuild
Camera parameters
• 1MBps/8Mbps camera
• 2040x1536 resolution
• 30 frames per second
• Continuous recording enabled for all cameras
Recording results Archiver role 1
Maximum number of cameras 120
Read/write ratio (%) 72/28
Read/write latency (ms) 3/4
Disk throughput (MB/s) 154
IOPS at 99% 460
Peak IOPS 1,952
Average CPU utilization 7%
For detailed performance results, see Appendix A.
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  4
As you might expect, continuous recording requires greater throughput than on-motion recording. This applies
to both disk and network throughput. If surveillance infrastructure isn’t validated to meet the needs of a
Milestone VMS, you have no way of knowing if it can handle the necessary throughput, which could lead to video
loss or missing frames from archived footage. Missing or incomplete footage might, for example, keep a retail
store from delivering reliable evidence when prosecuting theft.
It’s important to note that the number of cameras and the throughput results were the minimum requirements
set for this validation. These results do not indicate the maximum capability of the Dell EMC and Milestone
surveillance solution.
What do these results mean for your business?
A validated Dell EMC and VMS partner surveillance infrastructure can simplify the process of implementing
a surveillance solution. Choosing a pre-validated, custom-tailored solution provided by Dell EMC can help
take the guesswork out of the purchasing equation, which cuts down on research, trial and error time, and
more. This frees IT staff to focus on other critical tasks while ensuring your organization gets a properly sized
solution. By reducing the costs associated with solution acquisition and implementation, organizations can
see a higher overall return on investment for their purchase. Buying a solution that’s too big or small could
require additional time and effort from IT staff to get infrastructure up and running and increase the time to
successful implementation.
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  5
1	 IHS Markit, “Top Video Surveillance Trends for 2019,” accessed May 3, 2019,
https://cdn.ihs.com/www/pdf/1218/IHSMarkit-Security-Technologies-Trends-2019.pdf
2	 Dell EMC, “R740xd2 Spec Sheet,”
https://i.dell.com/sites/csdocuments/Product_Docs/en/poweredge-r740xd2-spec-sheet.pdf
3	 Dell EMC, “R740xd2 Spec Sheet,”
https://i.dell.com/sites/csdocuments/Product_Docs/en/poweredge-r740xd2-spec-sheet.pdf
4	 Dell EMC, “The Secret to a Successful Surveillance Solution,” accessed October 26, 2018,
https://www.emc.com/collateral/infographic/oem-surveillance-infographic.pdf
5	 Dell EMC, “The Secret to a Successful Surveillance Solution,” accessed October 26, 2018,
https://www.emc.com/collateral/infographic/oem-surveillance-infographic.pdf
6	 Dell EMC, “Protecting what matters to make the world safer,” accessed October 26, 2018,
https://www.dellemc.com/en-us/solutions/surveillance-security.htm#scroll=off
7	 Dell EMC, “Protecting what matters to make the world safer,” accessed October 26, 2018,
https://www.dellemc.com/en-us/solutions/surveillance-security.htm#scroll=off
8	 Dell EMC, “Dell EMC Surveillance Validation Labs: Protecting what matters to make the world safer,” accessed October
26, 2018, https://www.emc.com/collateral/hardware/solution-overview/h17004-dellemc-surveillence-sb.pdf
9	 Dell EMC, “Dell EMC Surveillance Validation Labs: Protecting what matters to make the world safer,” accessed October
26, 2018, https://www.emc.com/collateral/hardware/solution-overview/h17004-dellemc-surveillence-sb.pdf
10	 Milestone Systems, accessed October 30, 2018, https://www.milestonesys.com/about-us/
11	 Milestone Systems, accessed October 30, 2018,
https://www.milestonesys.com/community/become-a-partner/the-open-platform/
12	 Milestone Systems, accessed October 30, 2018, https://www.milestonesys.com/about-us/our-company/
13	 Intel, accessed October 30, 2018,
https://www.intel.com/content/www/us/en/processors/xeon/scalable/xeon-scalable-platform.html
Conclusion
The right digital surveillance infrastructure may put your organization in a good position to handle the security
issues of today and tomorrow. But you should confirm the reliability of your surveillance infrastructure—you’re
protecting your customers, employees, and inventory, among other vital elements. The Dell EMC Surveillance
Validation Labs can help your organization choose tested and validated solutions that meet your needs. We
worked with the labs to validate a Milestone xProtect VMS on a Dell EMC PowerEdge R740xd2 server. The
solution proved to be reliable by meeting verification requirements in two use cases, showcasing its reliability
by handling the tests with no dropped frames. This validation shows that your organization can be confident
running these Milestone VMS configurations on Dell EMC PowerEdge R740xd2 servers for a dependable
surveillance infrastructure.
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  6
We concluded our validation on April 8, 2019. The results in this report reflect configurations that we finalized
with Dell EMC on April 8, 2019 or earlier. Unavoidably, these configurations may not represent the latest versions
available when this report appears.
Appendix A: Live Optics performance overview
Performance of R740xd2 solution under normal load
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  7
Performance of R740xd2 solution during disk rebuild test
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  8
Appendix B: System configuration information
Server configuration information Dell EMC PowerEdge R740xd2
BIOS name and version Dell 1.0.2
Non-default BIOS settings N/A
Operating system name and version/build number Windows Server 2016 Standard, Version 1607, Build 14393.2273
Date of last OS updates/patches applied 11/06/18
Power management policy Performance
Processor
Number of processors 2
Vendor and model Intel Xeon Gold 5120
Core count (per processor) 14
Core frequency (GHz) 2.20
Stepping H0
Memory module(s)
Total memory in system (GB) 256
Number of memory modules 16
Vendor and model Micron®
MTA18ASF2G72PDZ-2G6E1
Size (GB) 16
Type DDR4-2400
Speed (MHz) 2,400
Speed running in the server (MHz) 2,400
Storage controller
Vendor and model Dell PERC H730P Mini
Cache size (GB) 1
Firmware version 25.5.3.0005
Driver version 6.603.6.0
Local storage (type A)
Number of drives 26
Drive vendor and model Dell ST8000NM0185 (Seagate OEM)
Drive size (GB) 8,192
Drive information (speed, interface, type) 7.2K, 12Gbps, SAS, HDD
Local storage (type B)
Number of drives 2
Drive vendor and model Dell SSDSCKJB240G7R (Intel OEM)
Drive size (GB) 240
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  9
Server configuration information Dell EMC PowerEdge R740xd2
Drive information (speed, interface, type) 6Gbps, SATA, M.2 SSD
Network adapter
Vendor and model Broadcom®
BCM57412 Dual 10G SFP+ Ethernet
Number and type of ports 2 x 10GbE
Driver version 20.8.24.0
Cooling fans
Vendor and model Nidec®
UltraFlo®
4VXP3-X30
Number of cooling fans 6
Power supplies
Vendor and model Dell D1600E-S0
Number of power supplies 2
Wattage of each (W) 1,100
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  10
Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC 	 June 2019 (Revised)  |  11
Principled Technologies is a registered trademark of Principled Technologies, Inc.
All other product names are the trademarks of their respective owners.
DISCLAIMER OF WARRANTIES; LIMITATION OF LIABILITY:
Principled Technologies, Inc. has made reasonable efforts to ensure the accuracy and validity of its testing, however, Principled Technologies, Inc. specifically disclaims
any warranty, expressed or implied, relating to the test results and analysis, their accuracy, completeness or quality, including any implied warranty of fitness for any
particular purpose. All persons or entities relying on the results of any testing do so at their own risk, and agree that Principled Technologies, Inc., its employees and its
subcontractors shall have no liability whatsoever from any claim of loss or damage on account of any alleged error or defect in any testing procedure or result.
In no event shall Principled Technologies, Inc. be liable for indirect, special, incidental, or consequential damages in connection with its testing, even if advised of the
possibility of such damages. In no event shall Principled Technologies, Inc.’s liability, including for direct damages, exceed the amounts paid in connection with Principled
Technologies, Inc.’s testing. Customer’s sole and exclusive remedies are as set forth herein.
This project was commissioned by Dell EMC.
Principled
Technologies®
Facts matter.®Principled
Technologies®
Facts matter.®
Appendix C: How we tested
PT engineers installed BIOS and firmware updates, provisioned local storage, and installed Windows Server 2016 on the servers. Dell EMC
engineers configured the networking, deployed the software required to complete the validations, and performed the validation testing. PT
engineers ensured that server performance was optimized during testing and reviewed raw testing results and Dell EMC Live Optics™
storage
and server performance reports captured during validation testing. We cannot disclose Dell EMC proprietary processes related to this testing.
Installing Windows Server 2016 on the Dell EMC PowerEdge R740xd2 server
1.	 Insert the installation media into the CD/DVD drive, and restart the server.
2.	 When the option appears, press F11 to enter the Boot Manager.
3.	 Select UEFI Boot Menu.
4.	 Select the boot media, and press Enter.
5.	 When prompted to boot from DVD, press any key.
6.	 When the installation screen appears, leave language, time/currency format, and input method as default, and click Next.
7.	 Click Install now.
8.	 When the installation prompts you, enter the product key.
9.	 Select Windows Server 2016 Datacenter Edition (Server with a GUI), and click Next.
10.	 Check I accept the license terms, and click Next.
11.	 Click Custom: Install Windows only (advanced).
12.	 Select Drive 0 Unallocated Space, and click Next. Windows will begin and restart automatically.
13.	 When the Settings page appears, fill in the Password and Re-enter Password fields with the same password.
14.	 Log in with the password you set up in the previous step.
Installing firmware updates on the PowerEdge R740xd2 server
1.	 Download all firmware updates from the Dell EMC firmware repository.
2.	 To update the firmware on the following components, run the .exe files in this order:
a.	 Dell iDRAC
b.	 BIOS
c.	 CPLD
d.	 OS Driver Pack
e.	 Network firmware and drivers
3.	 Reboot the server as required between firmware updates.

Más contenido relacionado

La actualidad más candente

Media and entertainment workload comparison: HP Z8 vs. Apple Mac Pro
Media and entertainment workload comparison: HP Z8 vs. Apple Mac ProMedia and entertainment workload comparison: HP Z8 vs. Apple Mac Pro
Media and entertainment workload comparison: HP Z8 vs. Apple Mac ProPrincipled Technologies
 
EMC IT's Journey to the Private Cloud: A Practitioner's Guide
EMC IT's Journey to the Private Cloud: A Practitioner's Guide EMC IT's Journey to the Private Cloud: A Practitioner's Guide
EMC IT's Journey to the Private Cloud: A Practitioner's Guide EMC
 
Overcoming Scaling Challenges in MongoDB Deployments with SSD
Overcoming Scaling Challenges in MongoDB Deployments with SSDOvercoming Scaling Challenges in MongoDB Deployments with SSD
Overcoming Scaling Challenges in MongoDB Deployments with SSDMongoDB
 
Webinář: Provozujte datacentrum v kanceláři (Dell VRTX) / 5.9.2013
Webinář: Provozujte datacentrum v kanceláři (Dell VRTX) / 5.9.2013Webinář: Provozujte datacentrum v kanceláři (Dell VRTX) / 5.9.2013
Webinář: Provozujte datacentrum v kanceláři (Dell VRTX) / 5.9.2013Jaroslav Prodelal
 
Leon IT Setup Case Study
Leon IT Setup Case StudyLeon IT Setup Case Study
Leon IT Setup Case Studyrahulmeher
 
MT58 High performance graphics for VDI: A technical discussion
MT58 High performance graphics for VDI: A technical discussionMT58 High performance graphics for VDI: A technical discussion
MT58 High performance graphics for VDI: A technical discussionDell EMC World
 
Emc vspex customer_presentation_private_cloud_microsoft_smb
Emc vspex customer_presentation_private_cloud_microsoft_smbEmc vspex customer_presentation_private_cloud_microsoft_smb
Emc vspex customer_presentation_private_cloud_microsoft_smbxKinAnx
 
The Business Computing Imperative: Delivering End User Productivity and IT Co...
The Business Computing Imperative: Delivering End User Productivity and IT Co...The Business Computing Imperative: Delivering End User Productivity and IT Co...
The Business Computing Imperative: Delivering End User Productivity and IT Co...Dell World
 
Performance comparison: Dell Latitude E6430 v. HP 8470p
Performance comparison: Dell Latitude E6430 v. HP 8470pPerformance comparison: Dell Latitude E6430 v. HP 8470p
Performance comparison: Dell Latitude E6430 v. HP 8470pPrincipled Technologies
 
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...Dell EMC World
 
CentricsIT: We see IT differently.
CentricsIT: We see IT differently.CentricsIT: We see IT differently.
CentricsIT: We see IT differently.mbrandon17
 
Presentation cloud meets big
Presentation   cloud meets bigPresentation   cloud meets big
Presentation cloud meets bigxKinAnx
 
VMWare Forum Winnipeg - 2012
VMWare Forum Winnipeg  - 2012VMWare Forum Winnipeg  - 2012
VMWare Forum Winnipeg - 2012asedha
 
Comparing performance and cost: Dell PowerEdge VRTX vs. legacy hardware solution
Comparing performance and cost: Dell PowerEdge VRTX vs. legacy hardware solutionComparing performance and cost: Dell PowerEdge VRTX vs. legacy hardware solution
Comparing performance and cost: Dell PowerEdge VRTX vs. legacy hardware solutionPrincipled Technologies
 
Data center Technologies
Data center TechnologiesData center Technologies
Data center TechnologiesEMC
 
Faster, easier deployment of Dell PowerEdge servers helps it and your business
Faster, easier deployment of Dell PowerEdge servers  helps it and your businessFaster, easier deployment of Dell PowerEdge servers  helps it and your business
Faster, easier deployment of Dell PowerEdge servers helps it and your businessPrincipled Technologies
 

La actualidad más candente (20)

Media and entertainment workload comparison: HP Z8 vs. Apple Mac Pro
Media and entertainment workload comparison: HP Z8 vs. Apple Mac ProMedia and entertainment workload comparison: HP Z8 vs. Apple Mac Pro
Media and entertainment workload comparison: HP Z8 vs. Apple Mac Pro
 
EMC IT's Journey to the Private Cloud: A Practitioner's Guide
EMC IT's Journey to the Private Cloud: A Practitioner's Guide EMC IT's Journey to the Private Cloud: A Practitioner's Guide
EMC IT's Journey to the Private Cloud: A Practitioner's Guide
 
VSTEP Case Study
VSTEP Case StudyVSTEP Case Study
VSTEP Case Study
 
Overcoming Scaling Challenges in MongoDB Deployments with SSD
Overcoming Scaling Challenges in MongoDB Deployments with SSDOvercoming Scaling Challenges in MongoDB Deployments with SSD
Overcoming Scaling Challenges in MongoDB Deployments with SSD
 
Webinář: Provozujte datacentrum v kanceláři (Dell VRTX) / 5.9.2013
Webinář: Provozujte datacentrum v kanceláři (Dell VRTX) / 5.9.2013Webinář: Provozujte datacentrum v kanceláři (Dell VRTX) / 5.9.2013
Webinář: Provozujte datacentrum v kanceláři (Dell VRTX) / 5.9.2013
 
Leon IT Setup Case Study
Leon IT Setup Case StudyLeon IT Setup Case Study
Leon IT Setup Case Study
 
MT58 High performance graphics for VDI: A technical discussion
MT58 High performance graphics for VDI: A technical discussionMT58 High performance graphics for VDI: A technical discussion
MT58 High performance graphics for VDI: A technical discussion
 
High Res CIO Review Article
High Res CIO Review ArticleHigh Res CIO Review Article
High Res CIO Review Article
 
Emc vspex customer_presentation_private_cloud_microsoft_smb
Emc vspex customer_presentation_private_cloud_microsoft_smbEmc vspex customer_presentation_private_cloud_microsoft_smb
Emc vspex customer_presentation_private_cloud_microsoft_smb
 
The Business Computing Imperative: Delivering End User Productivity and IT Co...
The Business Computing Imperative: Delivering End User Productivity and IT Co...The Business Computing Imperative: Delivering End User Productivity and IT Co...
The Business Computing Imperative: Delivering End User Productivity and IT Co...
 
Performance comparison: Dell Latitude E6430 v. HP 8470p
Performance comparison: Dell Latitude E6430 v. HP 8470pPerformance comparison: Dell Latitude E6430 v. HP 8470p
Performance comparison: Dell Latitude E6430 v. HP 8470p
 
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
 
CentricsIT: We see IT differently.
CentricsIT: We see IT differently.CentricsIT: We see IT differently.
CentricsIT: We see IT differently.
 
Presentation cloud meets big
Presentation   cloud meets bigPresentation   cloud meets big
Presentation cloud meets big
 
VMWare Forum Winnipeg - 2012
VMWare Forum Winnipeg  - 2012VMWare Forum Winnipeg  - 2012
VMWare Forum Winnipeg - 2012
 
Comparing performance and cost: Dell PowerEdge VRTX vs. legacy hardware solution
Comparing performance and cost: Dell PowerEdge VRTX vs. legacy hardware solutionComparing performance and cost: Dell PowerEdge VRTX vs. legacy hardware solution
Comparing performance and cost: Dell PowerEdge VRTX vs. legacy hardware solution
 
Upgrading to new Dell OptiPlex desktops
Upgrading to new Dell OptiPlex desktopsUpgrading to new Dell OptiPlex desktops
Upgrading to new Dell OptiPlex desktops
 
Data center Technologies
Data center TechnologiesData center Technologies
Data center Technologies
 
Faster, easier deployment of Dell PowerEdge servers helps it and your business
Faster, easier deployment of Dell PowerEdge servers  helps it and your businessFaster, easier deployment of Dell PowerEdge servers  helps it and your business
Faster, easier deployment of Dell PowerEdge servers helps it and your business
 
DB2 for z/OS Solutions
DB2 for z/OS SolutionsDB2 for z/OS Solutions
DB2 for z/OS Solutions
 

Similar a Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC

Dell EMC OpenManage Enterprise - Automate & Orchestrate
Dell EMC OpenManage Enterprise  - Automate & OrchestrateDell EMC OpenManage Enterprise  - Automate & Orchestrate
Dell EMC OpenManage Enterprise - Automate & OrchestrateMark Maclean
 
TVS for vROps - XtremIO
TVS for vROps - XtremIOTVS for vROps - XtremIO
TVS for vROps - XtremIOBlue Medora
 
TVS for vROps - Dell EMC PowerEdge
TVS for vROps - Dell EMC PowerEdgeTVS for vROps - Dell EMC PowerEdge
TVS for vROps - Dell EMC PowerEdgeBlue Medora
 
Vdi complete
Vdi completeVdi complete
Vdi completeLinYiHui
 
Monitoring Cloud/Virtual/Physical IT Infrastructures
Monitoring Cloud/Virtual/Physical IT InfrastructuresMonitoring Cloud/Virtual/Physical IT Infrastructures
Monitoring Cloud/Virtual/Physical IT InfrastructuresJohnnie Burke-Gaffney
 
Managing and Monitoring Virtual/Cloud/Physical Infrastructures
Managing and Monitoring Virtual/Cloud/Physical InfrastructuresManaging and Monitoring Virtual/Cloud/Physical Infrastructures
Managing and Monitoring Virtual/Cloud/Physical InfrastructuresJohnnie Burke-Gaffney
 
Watch your transactional database performance climb with Intel Optane DC pers...
Watch your transactional database performance climb with Intel Optane DC pers...Watch your transactional database performance climb with Intel Optane DC pers...
Watch your transactional database performance climb with Intel Optane DC pers...Principled Technologies
 
Dell EMC OpenManage Enterprise Ovierview 3.3
Dell EMC OpenManage Enterprise Ovierview 3.3Dell EMC OpenManage Enterprise Ovierview 3.3
Dell EMC OpenManage Enterprise Ovierview 3.3Mark Maclean
 
Benchmark emc vnx7500, emc fast suite, emc snap sure and oracle rac on v-mware
Benchmark   emc vnx7500, emc fast suite, emc snap sure and oracle rac on v-mwareBenchmark   emc vnx7500, emc fast suite, emc snap sure and oracle rac on v-mware
Benchmark emc vnx7500, emc fast suite, emc snap sure and oracle rac on v-mwaresolarisyougood
 
Presentation cloud meets big
Presentation   cloud meets bigPresentation   cloud meets big
Presentation cloud meets bigsolarisyourep
 
Secure your workloads running on VMs and containers with VMware Carbon Black ...
Secure your workloads running on VMs and containers with VMware Carbon Black ...Secure your workloads running on VMs and containers with VMware Carbon Black ...
Secure your workloads running on VMs and containers with VMware Carbon Black ...Principled Technologies
 
Give your VDI users the memory they need with server technology from Dell EMC...
Give your VDI users the memory they need with server technology from Dell EMC...Give your VDI users the memory they need with server technology from Dell EMC...
Give your VDI users the memory they need with server technology from Dell EMC...Principled Technologies
 
Webinář: Dell VRTX - datacentrum vše-v-jednom za skvělou cenu / 7.10.2013
Webinář: Dell VRTX - datacentrum vše-v-jednom za skvělou cenu / 7.10.2013Webinář: Dell VRTX - datacentrum vše-v-jednom za skvělou cenu / 7.10.2013
Webinář: Dell VRTX - datacentrum vše-v-jednom za skvělou cenu / 7.10.2013Jaroslav Prodelal
 
Schneider Electric Scada Global Support Provides Troubleshooting and Technica...
Schneider Electric Scada Global Support Provides Troubleshooting and Technica...Schneider Electric Scada Global Support Provides Troubleshooting and Technica...
Schneider Electric Scada Global Support Provides Troubleshooting and Technica...Preeya Selvarajah
 
Vmax 250 f_poweredge_r930_oracle_perf_0417_v3
Vmax 250 f_poweredge_r930_oracle_perf_0417_v3Vmax 250 f_poweredge_r930_oracle_perf_0417_v3
Vmax 250 f_poweredge_r930_oracle_perf_0417_v3photohobby
 
Preserve user response time while ensuring data availability
Preserve user response time while ensuring data availabilityPreserve user response time while ensuring data availability
Preserve user response time while ensuring data availabilityPrincipled Technologies
 
Upgrade to Dell EMC PowerEdge R940 servers with VMware vSphere 7.0 and gain g...
Upgrade to Dell EMC PowerEdge R940 servers with VMware vSphere 7.0 and gain g...Upgrade to Dell EMC PowerEdge R940 servers with VMware vSphere 7.0 and gain g...
Upgrade to Dell EMC PowerEdge R940 servers with VMware vSphere 7.0 and gain g...Principled Technologies
 
Keep data available without affecting user response time
Keep data available without affecting user response timeKeep data available without affecting user response time
Keep data available without affecting user response timePrincipled Technologies
 

Similar a Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC (20)

Dell EMC OEM Storage Brochure
Dell EMC OEM Storage BrochureDell EMC OEM Storage Brochure
Dell EMC OEM Storage Brochure
 
Dell EMC OpenManage Enterprise - Automate & Orchestrate
Dell EMC OpenManage Enterprise  - Automate & OrchestrateDell EMC OpenManage Enterprise  - Automate & Orchestrate
Dell EMC OpenManage Enterprise - Automate & Orchestrate
 
TVS for vROps - XtremIO
TVS for vROps - XtremIOTVS for vROps - XtremIO
TVS for vROps - XtremIO
 
TVS for vROps - Dell EMC PowerEdge
TVS for vROps - Dell EMC PowerEdgeTVS for vROps - Dell EMC PowerEdge
TVS for vROps - Dell EMC PowerEdge
 
Vdi complete
Vdi completeVdi complete
Vdi complete
 
Monitoring Cloud/Virtual/Physical IT Infrastructures
Monitoring Cloud/Virtual/Physical IT InfrastructuresMonitoring Cloud/Virtual/Physical IT Infrastructures
Monitoring Cloud/Virtual/Physical IT Infrastructures
 
Managing and Monitoring Virtual/Cloud/Physical Infrastructures
Managing and Monitoring Virtual/Cloud/Physical InfrastructuresManaging and Monitoring Virtual/Cloud/Physical Infrastructures
Managing and Monitoring Virtual/Cloud/Physical Infrastructures
 
Watch your transactional database performance climb with Intel Optane DC pers...
Watch your transactional database performance climb with Intel Optane DC pers...Watch your transactional database performance climb with Intel Optane DC pers...
Watch your transactional database performance climb with Intel Optane DC pers...
 
Dell EMC OpenManage Enterprise Ovierview 3.3
Dell EMC OpenManage Enterprise Ovierview 3.3Dell EMC OpenManage Enterprise Ovierview 3.3
Dell EMC OpenManage Enterprise Ovierview 3.3
 
Benchmark emc vnx7500, emc fast suite, emc snap sure and oracle rac on v-mware
Benchmark   emc vnx7500, emc fast suite, emc snap sure and oracle rac on v-mwareBenchmark   emc vnx7500, emc fast suite, emc snap sure and oracle rac on v-mware
Benchmark emc vnx7500, emc fast suite, emc snap sure and oracle rac on v-mware
 
Presentation cloud meets big
Presentation   cloud meets bigPresentation   cloud meets big
Presentation cloud meets big
 
Secure your workloads running on VMs and containers with VMware Carbon Black ...
Secure your workloads running on VMs and containers with VMware Carbon Black ...Secure your workloads running on VMs and containers with VMware Carbon Black ...
Secure your workloads running on VMs and containers with VMware Carbon Black ...
 
Give your VDI users the memory they need with server technology from Dell EMC...
Give your VDI users the memory they need with server technology from Dell EMC...Give your VDI users the memory they need with server technology from Dell EMC...
Give your VDI users the memory they need with server technology from Dell EMC...
 
Webinář: Dell VRTX - datacentrum vše-v-jednom za skvělou cenu / 7.10.2013
Webinář: Dell VRTX - datacentrum vše-v-jednom za skvělou cenu / 7.10.2013Webinář: Dell VRTX - datacentrum vše-v-jednom za skvělou cenu / 7.10.2013
Webinář: Dell VRTX - datacentrum vše-v-jednom za skvělou cenu / 7.10.2013
 
Schneider Electric Scada Global Support Provides Troubleshooting and Technica...
Schneider Electric Scada Global Support Provides Troubleshooting and Technica...Schneider Electric Scada Global Support Provides Troubleshooting and Technica...
Schneider Electric Scada Global Support Provides Troubleshooting and Technica...
 
Vmax 250 f_poweredge_r930_oracle_perf_0417_v3
Vmax 250 f_poweredge_r930_oracle_perf_0417_v3Vmax 250 f_poweredge_r930_oracle_perf_0417_v3
Vmax 250 f_poweredge_r930_oracle_perf_0417_v3
 
Preserve user response time while ensuring data availability
Preserve user response time while ensuring data availabilityPreserve user response time while ensuring data availability
Preserve user response time while ensuring data availability
 
The Intel Xeon Scalable Processor and IoT
The Intel Xeon Scalable Processor and IoTThe Intel Xeon Scalable Processor and IoT
The Intel Xeon Scalable Processor and IoT
 
Upgrade to Dell EMC PowerEdge R940 servers with VMware vSphere 7.0 and gain g...
Upgrade to Dell EMC PowerEdge R940 servers with VMware vSphere 7.0 and gain g...Upgrade to Dell EMC PowerEdge R940 servers with VMware vSphere 7.0 and gain g...
Upgrade to Dell EMC PowerEdge R940 servers with VMware vSphere 7.0 and gain g...
 
Keep data available without affecting user response time
Keep data available without affecting user response timeKeep data available without affecting user response time
Keep data available without affecting user response time
 

Más de Principled Technologies

A comparison of security features in Dell, HP, and Lenovo PC systems
A comparison of security features in Dell, HP, and Lenovo PC systemsA comparison of security features in Dell, HP, and Lenovo PC systems
A comparison of security features in Dell, HP, and Lenovo PC systemsPrincipled Technologies
 
Increase security, sustainability, and efficiency with robust Dell server man...
Increase security, sustainability, and efficiency with robust Dell server man...Increase security, sustainability, and efficiency with robust Dell server man...
Increase security, sustainability, and efficiency with robust Dell server man...Principled Technologies
 
Increase security, sustainability, and efficiency with robust Dell server man...
Increase security, sustainability, and efficiency with robust Dell server man...Increase security, sustainability, and efficiency with robust Dell server man...
Increase security, sustainability, and efficiency with robust Dell server man...Principled Technologies
 
Scale up your storage with higher-performing Dell APEX Block Storage for AWS ...
Scale up your storage with higher-performing Dell APEX Block Storage for AWS ...Scale up your storage with higher-performing Dell APEX Block Storage for AWS ...
Scale up your storage with higher-performing Dell APEX Block Storage for AWS ...Principled Technologies
 
Scale up your storage with higher-performing Dell APEX Block Storage for AWS
Scale up your storage with higher-performing Dell APEX Block Storage for AWSScale up your storage with higher-performing Dell APEX Block Storage for AWS
Scale up your storage with higher-performing Dell APEX Block Storage for AWSPrincipled Technologies
 
Get in and stay in the productivity zone with the HP Z2 G9 Tower Workstation
Get in and stay in the productivity zone with the HP Z2 G9 Tower WorkstationGet in and stay in the productivity zone with the HP Z2 G9 Tower Workstation
Get in and stay in the productivity zone with the HP Z2 G9 Tower WorkstationPrincipled Technologies
 
Open up new possibilities with higher transactional database performance from...
Open up new possibilities with higher transactional database performance from...Open up new possibilities with higher transactional database performance from...
Open up new possibilities with higher transactional database performance from...Principled Technologies
 
Improving database performance and value with an easy migration to Azure Data...
Improving database performance and value with an easy migration to Azure Data...Improving database performance and value with an easy migration to Azure Data...
Improving database performance and value with an easy migration to Azure Data...Principled Technologies
 
Realize better value and performance migrating from Azure Database for Postgr...
Realize better value and performance migrating from Azure Database for Postgr...Realize better value and performance migrating from Azure Database for Postgr...
Realize better value and performance migrating from Azure Database for Postgr...Principled Technologies
 
Realize better value and performance migrating from Azure Database for Postgr...
Realize better value and performance migrating from Azure Database for Postgr...Realize better value and performance migrating from Azure Database for Postgr...
Realize better value and performance migrating from Azure Database for Postgr...Principled Technologies
 
Set up students and teachers to excel now and in the future with Intel proces...
Set up students and teachers to excel now and in the future with Intel proces...Set up students and teachers to excel now and in the future with Intel proces...
Set up students and teachers to excel now and in the future with Intel proces...Principled Technologies
 
Finding the path to AI success with the Dell AI portfolio - Summary
Finding the path to AI success with the Dell AI portfolio - SummaryFinding the path to AI success with the Dell AI portfolio - Summary
Finding the path to AI success with the Dell AI portfolio - SummaryPrincipled Technologies
 
Finding the path to AI success with the Dell AI portfolio
Finding the path to AI success with the Dell AI portfolioFinding the path to AI success with the Dell AI portfolio
Finding the path to AI success with the Dell AI portfolioPrincipled Technologies
 
Achieve strong performance and value on Azure SQL Database Hyperscale
Achieve strong performance and value on Azure SQL Database HyperscaleAchieve strong performance and value on Azure SQL Database Hyperscale
Achieve strong performance and value on Azure SQL Database HyperscalePrincipled Technologies
 
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...Principled Technologies
 
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...Principled Technologies
 
Utilizing Azure Cosmos DB for intelligent AI‑powered applications
Utilizing Azure Cosmos DB for intelligent AI‑powered applicationsUtilizing Azure Cosmos DB for intelligent AI‑powered applications
Utilizing Azure Cosmos DB for intelligent AI‑powered applicationsPrincipled Technologies
 
Build an Azure OpenAI application using your own enterprise data
Build an Azure OpenAI application using your own enterprise dataBuild an Azure OpenAI application using your own enterprise data
Build an Azure OpenAI application using your own enterprise dataPrincipled Technologies
 
Dell Chromebooks: Durable, easy to deploy, and easy to service
Dell Chromebooks: Durable, easy to deploy, and easy to serviceDell Chromebooks: Durable, easy to deploy, and easy to service
Dell Chromebooks: Durable, easy to deploy, and easy to servicePrincipled Technologies
 
Back up and restore data faster with a Dell PowerProtect Data Manager Applian...
Back up and restore data faster with a Dell PowerProtect Data Manager Applian...Back up and restore data faster with a Dell PowerProtect Data Manager Applian...
Back up and restore data faster with a Dell PowerProtect Data Manager Applian...Principled Technologies
 

Más de Principled Technologies (20)

A comparison of security features in Dell, HP, and Lenovo PC systems
A comparison of security features in Dell, HP, and Lenovo PC systemsA comparison of security features in Dell, HP, and Lenovo PC systems
A comparison of security features in Dell, HP, and Lenovo PC systems
 
Increase security, sustainability, and efficiency with robust Dell server man...
Increase security, sustainability, and efficiency with robust Dell server man...Increase security, sustainability, and efficiency with robust Dell server man...
Increase security, sustainability, and efficiency with robust Dell server man...
 
Increase security, sustainability, and efficiency with robust Dell server man...
Increase security, sustainability, and efficiency with robust Dell server man...Increase security, sustainability, and efficiency with robust Dell server man...
Increase security, sustainability, and efficiency with robust Dell server man...
 
Scale up your storage with higher-performing Dell APEX Block Storage for AWS ...
Scale up your storage with higher-performing Dell APEX Block Storage for AWS ...Scale up your storage with higher-performing Dell APEX Block Storage for AWS ...
Scale up your storage with higher-performing Dell APEX Block Storage for AWS ...
 
Scale up your storage with higher-performing Dell APEX Block Storage for AWS
Scale up your storage with higher-performing Dell APEX Block Storage for AWSScale up your storage with higher-performing Dell APEX Block Storage for AWS
Scale up your storage with higher-performing Dell APEX Block Storage for AWS
 
Get in and stay in the productivity zone with the HP Z2 G9 Tower Workstation
Get in and stay in the productivity zone with the HP Z2 G9 Tower WorkstationGet in and stay in the productivity zone with the HP Z2 G9 Tower Workstation
Get in and stay in the productivity zone with the HP Z2 G9 Tower Workstation
 
Open up new possibilities with higher transactional database performance from...
Open up new possibilities with higher transactional database performance from...Open up new possibilities with higher transactional database performance from...
Open up new possibilities with higher transactional database performance from...
 
Improving database performance and value with an easy migration to Azure Data...
Improving database performance and value with an easy migration to Azure Data...Improving database performance and value with an easy migration to Azure Data...
Improving database performance and value with an easy migration to Azure Data...
 
Realize better value and performance migrating from Azure Database for Postgr...
Realize better value and performance migrating from Azure Database for Postgr...Realize better value and performance migrating from Azure Database for Postgr...
Realize better value and performance migrating from Azure Database for Postgr...
 
Realize better value and performance migrating from Azure Database for Postgr...
Realize better value and performance migrating from Azure Database for Postgr...Realize better value and performance migrating from Azure Database for Postgr...
Realize better value and performance migrating from Azure Database for Postgr...
 
Set up students and teachers to excel now and in the future with Intel proces...
Set up students and teachers to excel now and in the future with Intel proces...Set up students and teachers to excel now and in the future with Intel proces...
Set up students and teachers to excel now and in the future with Intel proces...
 
Finding the path to AI success with the Dell AI portfolio - Summary
Finding the path to AI success with the Dell AI portfolio - SummaryFinding the path to AI success with the Dell AI portfolio - Summary
Finding the path to AI success with the Dell AI portfolio - Summary
 
Finding the path to AI success with the Dell AI portfolio
Finding the path to AI success with the Dell AI portfolioFinding the path to AI success with the Dell AI portfolio
Finding the path to AI success with the Dell AI portfolio
 
Achieve strong performance and value on Azure SQL Database Hyperscale
Achieve strong performance and value on Azure SQL Database HyperscaleAchieve strong performance and value on Azure SQL Database Hyperscale
Achieve strong performance and value on Azure SQL Database Hyperscale
 
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
 
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
Improve backup and recovery outcomes by combining Dell APEX Data Storage Serv...
 
Utilizing Azure Cosmos DB for intelligent AI‑powered applications
Utilizing Azure Cosmos DB for intelligent AI‑powered applicationsUtilizing Azure Cosmos DB for intelligent AI‑powered applications
Utilizing Azure Cosmos DB for intelligent AI‑powered applications
 
Build an Azure OpenAI application using your own enterprise data
Build an Azure OpenAI application using your own enterprise dataBuild an Azure OpenAI application using your own enterprise data
Build an Azure OpenAI application using your own enterprise data
 
Dell Chromebooks: Durable, easy to deploy, and easy to service
Dell Chromebooks: Durable, easy to deploy, and easy to serviceDell Chromebooks: Durable, easy to deploy, and easy to service
Dell Chromebooks: Durable, easy to deploy, and easy to service
 
Back up and restore data faster with a Dell PowerProtect Data Manager Applian...
Back up and restore data faster with a Dell PowerProtect Data Manager Applian...Back up and restore data faster with a Dell PowerProtect Data Manager Applian...
Back up and restore data faster with a Dell PowerProtect Data Manager Applian...
 

Último

"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesZilliz
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embeddingZilliz
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfSeasiaInfotech2
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clashcharlottematthew16
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 

Último (20)

"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector Databases
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embedding
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdf
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clash
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 

Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC

  • 1. Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC Intel Xeon processor-powered Dell EMC PowerEdge R740xd2 servers handled a 120-camera load without failure Video surveillance is big business. In 2019 alone, research firm IHS estimated that 180 million surveillance cameras shipped worldwide.1 Businesses of all sectors and sizes use surveillance to protect employees and assets and face the challenge of finding reliable solutions that can handle and store the large amounts of video data they accumulate. This is where the Dell EMC™ Surveillance Validation Labs come in. These dedicated labs pre-validate software and hardware solutions for surveillance. To show how pre-validation can help surveillance customers, we worked with engineers at the lab in Durham, NC, to validate Dell EMC PowerEdge™ R740xd2 servers, powered by Intel® Xeon® Gold 5120 processors, and Milestone xProtect® , an open- platform video management system (VMS) that allows companies to customize their surveillance software. In two use cases, each with 120 cameras recording continuously, the Dell EMC and Milestone solution passed validation testing under normal load and during a simulated disk failure. Choosing a validated digital surveillance infrastructure solution of Milestone xProtect and Dell EMC PowerEdge R740xd2 servers powered by Intel Xeon processors could help your organization reliably protect your valuable assets: customers, employees, inventory, and more. Efficient recording under normal load Reliable performance during simulated disk failure and rebuild 154 MB/s average disk throughput 7% average CPU utilization 163 MB/s average disk throughput 4% average CPU utilization Different surveillance setups met stringent verification standards Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised) A Principled Technologies report: Hands-on testing. Real-world results.
  • 2. What is the Dell EMC Surveillance Validation Lab? Not all major data center technology suppliers have their own validation lab for surveillance solutions, which is what makes Dell EMC stand out in the surveillance infrastructure marketplace. The Surveillance Validation Lab works with leading surveillance providers from the Dell EMC partner ecosystem to test their video management solutions. Dell EMC then uses those findings to help organizations choose a tested and validated solution that meets the organizations’ demands. Dell EMC believes their Surveillance Lab is the “most advanced, longest-running video surveillance validation lab in the world.”4 Globally, Dell EMC runs three surveillance testing and validation labs, which are part of a network of 20 test centers total.5 Dell EMC claims to be the number one global surveillance infrastructure provider.6 Engineers in the Surveillance Lab put hardware and software solutions through the paces in what Dell EMC calls extreme, real-world scenarios.7 Extreme conditions include zero video frame drop over multiple failure scenarios, including drive, network, and controllers failures. The performance numbers the Dell EMC Surveillance Lab produces are not hero numbers, but worse case numbers, as the lab aims to show customers they can maintain performance without video loss under strenuous conditions. Because the Surveillance Lab looks for worst case realistic test scenarios, their results may vary when compared to the results from other partners (i.e., integrators and VMS vendors). Solution validations include:8 • Virtual/non-virtual • Best practices • Compute • Networking • Storage • ISV application Dell EMC also provides validation support that includes “solution documentation including reference architectures, white papers, technical notes, sizing guidelines, and technical presentations.”9 When your business implements a VMS validated by Dell EMC, you do so knowing that Dell EMC has already tested and approved it for use. About the Dell EMC PowerEdge R740xd2 server The enterprise-grade PowerEdge R740xd2 server allows organizations to “bring storage closer to compute” with a “high-capacity, space-saving 2U design.”2 With the PowerEdge R740xd2, organizations can store up to 364 TB of data in a 2U rack server or scale out to 7.2 PB (520 drives) in a 42U rack full of R740xd2 servers.3 Learn more in the Dell EMC PowerEdge R740xd2 server data sheet. The PowerEdge R740xd2 server used in this testing had two Intel Xeon Gold 5120 processors, 28 physical cores, and 256 GB of memory, and it ran Microsoft® Windows Server® 2016 Datacenter Edition. For storage, the server had 26 8TB 3.5-inch NLSAS HDDs. We configured the storage under test using the Dell EMC PERC H730P Mini controller and created a RAID6 disk group with two dedicated hot spares for a total usable capacity of 160 TB. Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  2
  • 3. About the Milestone xProtect video management system According to Milestone Systems, their company provides “industry-leading video management software”10 that enables customers to add “custom, best-in-class security solutions to [their] surveillance, such as access control, cameras, and video analytics.”11 Milestone Systems claims to support over 8,000 cameras and hardware devices.12 Their xProtect products are designed to serve clients ranging from small businesses to large, high-security enterprises. Learn more here. How we tested and what we found We worked with Dell EMC engineers to validate the Intel Xeon processor-powered PowerEdge R740xd2 server running the Milestone VMS. The Dell EMC Surveillance Lab in Durham, NC, housed the server under test and testing equipment. Our engineers installed BIOS and firmware updates, provisioned local storage, and installed Windows Server 2016. Dell EMC engineers configured the networking, deployed the software required to complete the validations, and performed the validation testing. Our engineers ensured servers performed optimally during testing. They also reviewed raw testing results as well as Dell EMC Live Optics™ storage and server performance reports captured during validation testing to ensure that Dell EMC engineers completed the validation successfully without error. A surveillance solution can fail to receive validation by either dropping one or more frames or losing video. The Milestone solution passed the validation testing in two different use cases: 1) normal server load with 120 cameras recording continuously, and 2) the same 120 cameras recording simultaneously recording while experiencing a server disk failure and a disk rebuild. Milestone xProtect records video using software-defined Archiver roles, which discover camera feeds, check cameras to see if they are recording, process all video and multimedia streams, and commit them to storage. The results in this report show data for one Archiver with 120 cameras. About Intel Xeon Scalable processors According to Intel, their Xeon Scalable processors “support hybrid cloud infrastructures and most demanding applications—including in-memory analytics, artifical intelligence, autonomous driving, high performance computing (HPC), and network transformation.”13 Intel Xeon Scalable processors are available in four feature configurations (Platinum, Gold, Silver, and Bronze) to match the needs of organizations operating at many different levels. Learn more about Intel Xeon Scalable processors. Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  3
  • 4. Test results - Use case 1 - server under normal load Camera parameters • 4Mbps camera • 1920x1080 resolution • 30 frames per second • Continuous recording enabled for all cameras Recording results Archiver role 1 Maximum number of cameras 120 Read/write ratio (%) 93/7 Read/write latency (ms) 1/ 2 Disk throughput (MB/s) 163 IOPS at 99% 842 Peak IOPS 910 Average CPU utilization 4% Test results - Use case 2 - server under simulated disk failure and disk rebuild Camera parameters • 1MBps/8Mbps camera • 2040x1536 resolution • 30 frames per second • Continuous recording enabled for all cameras Recording results Archiver role 1 Maximum number of cameras 120 Read/write ratio (%) 72/28 Read/write latency (ms) 3/4 Disk throughput (MB/s) 154 IOPS at 99% 460 Peak IOPS 1,952 Average CPU utilization 7% For detailed performance results, see Appendix A. Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  4
  • 5. As you might expect, continuous recording requires greater throughput than on-motion recording. This applies to both disk and network throughput. If surveillance infrastructure isn’t validated to meet the needs of a Milestone VMS, you have no way of knowing if it can handle the necessary throughput, which could lead to video loss or missing frames from archived footage. Missing or incomplete footage might, for example, keep a retail store from delivering reliable evidence when prosecuting theft. It’s important to note that the number of cameras and the throughput results were the minimum requirements set for this validation. These results do not indicate the maximum capability of the Dell EMC and Milestone surveillance solution. What do these results mean for your business? A validated Dell EMC and VMS partner surveillance infrastructure can simplify the process of implementing a surveillance solution. Choosing a pre-validated, custom-tailored solution provided by Dell EMC can help take the guesswork out of the purchasing equation, which cuts down on research, trial and error time, and more. This frees IT staff to focus on other critical tasks while ensuring your organization gets a properly sized solution. By reducing the costs associated with solution acquisition and implementation, organizations can see a higher overall return on investment for their purchase. Buying a solution that’s too big or small could require additional time and effort from IT staff to get infrastructure up and running and increase the time to successful implementation. Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  5
  • 6. 1 IHS Markit, “Top Video Surveillance Trends for 2019,” accessed May 3, 2019, https://cdn.ihs.com/www/pdf/1218/IHSMarkit-Security-Technologies-Trends-2019.pdf 2 Dell EMC, “R740xd2 Spec Sheet,” https://i.dell.com/sites/csdocuments/Product_Docs/en/poweredge-r740xd2-spec-sheet.pdf 3 Dell EMC, “R740xd2 Spec Sheet,” https://i.dell.com/sites/csdocuments/Product_Docs/en/poweredge-r740xd2-spec-sheet.pdf 4 Dell EMC, “The Secret to a Successful Surveillance Solution,” accessed October 26, 2018, https://www.emc.com/collateral/infographic/oem-surveillance-infographic.pdf 5 Dell EMC, “The Secret to a Successful Surveillance Solution,” accessed October 26, 2018, https://www.emc.com/collateral/infographic/oem-surveillance-infographic.pdf 6 Dell EMC, “Protecting what matters to make the world safer,” accessed October 26, 2018, https://www.dellemc.com/en-us/solutions/surveillance-security.htm#scroll=off 7 Dell EMC, “Protecting what matters to make the world safer,” accessed October 26, 2018, https://www.dellemc.com/en-us/solutions/surveillance-security.htm#scroll=off 8 Dell EMC, “Dell EMC Surveillance Validation Labs: Protecting what matters to make the world safer,” accessed October 26, 2018, https://www.emc.com/collateral/hardware/solution-overview/h17004-dellemc-surveillence-sb.pdf 9 Dell EMC, “Dell EMC Surveillance Validation Labs: Protecting what matters to make the world safer,” accessed October 26, 2018, https://www.emc.com/collateral/hardware/solution-overview/h17004-dellemc-surveillence-sb.pdf 10 Milestone Systems, accessed October 30, 2018, https://www.milestonesys.com/about-us/ 11 Milestone Systems, accessed October 30, 2018, https://www.milestonesys.com/community/become-a-partner/the-open-platform/ 12 Milestone Systems, accessed October 30, 2018, https://www.milestonesys.com/about-us/our-company/ 13 Intel, accessed October 30, 2018, https://www.intel.com/content/www/us/en/processors/xeon/scalable/xeon-scalable-platform.html Conclusion The right digital surveillance infrastructure may put your organization in a good position to handle the security issues of today and tomorrow. But you should confirm the reliability of your surveillance infrastructure—you’re protecting your customers, employees, and inventory, among other vital elements. The Dell EMC Surveillance Validation Labs can help your organization choose tested and validated solutions that meet your needs. We worked with the labs to validate a Milestone xProtect VMS on a Dell EMC PowerEdge R740xd2 server. The solution proved to be reliable by meeting verification requirements in two use cases, showcasing its reliability by handling the tests with no dropped frames. This validation shows that your organization can be confident running these Milestone VMS configurations on Dell EMC PowerEdge R740xd2 servers for a dependable surveillance infrastructure. Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  6
  • 7. We concluded our validation on April 8, 2019. The results in this report reflect configurations that we finalized with Dell EMC on April 8, 2019 or earlier. Unavoidably, these configurations may not represent the latest versions available when this report appears. Appendix A: Live Optics performance overview Performance of R740xd2 solution under normal load Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  7
  • 8. Performance of R740xd2 solution during disk rebuild test Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  8
  • 9. Appendix B: System configuration information Server configuration information Dell EMC PowerEdge R740xd2 BIOS name and version Dell 1.0.2 Non-default BIOS settings N/A Operating system name and version/build number Windows Server 2016 Standard, Version 1607, Build 14393.2273 Date of last OS updates/patches applied 11/06/18 Power management policy Performance Processor Number of processors 2 Vendor and model Intel Xeon Gold 5120 Core count (per processor) 14 Core frequency (GHz) 2.20 Stepping H0 Memory module(s) Total memory in system (GB) 256 Number of memory modules 16 Vendor and model Micron® MTA18ASF2G72PDZ-2G6E1 Size (GB) 16 Type DDR4-2400 Speed (MHz) 2,400 Speed running in the server (MHz) 2,400 Storage controller Vendor and model Dell PERC H730P Mini Cache size (GB) 1 Firmware version 25.5.3.0005 Driver version 6.603.6.0 Local storage (type A) Number of drives 26 Drive vendor and model Dell ST8000NM0185 (Seagate OEM) Drive size (GB) 8,192 Drive information (speed, interface, type) 7.2K, 12Gbps, SAS, HDD Local storage (type B) Number of drives 2 Drive vendor and model Dell SSDSCKJB240G7R (Intel OEM) Drive size (GB) 240 Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  9
  • 10. Server configuration information Dell EMC PowerEdge R740xd2 Drive information (speed, interface, type) 6Gbps, SATA, M.2 SSD Network adapter Vendor and model Broadcom® BCM57412 Dual 10G SFP+ Ethernet Number and type of ports 2 x 10GbE Driver version 20.8.24.0 Cooling fans Vendor and model Nidec® UltraFlo® 4VXP3-X30 Number of cooling fans 6 Power supplies Vendor and model Dell D1600E-S0 Number of power supplies 2 Wattage of each (W) 1,100 Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  10
  • 11. Take the guesswork out of video surveillance with pre-validated Milestone solutions from Dell EMC June 2019 (Revised)  |  11 Principled Technologies is a registered trademark of Principled Technologies, Inc. All other product names are the trademarks of their respective owners. DISCLAIMER OF WARRANTIES; LIMITATION OF LIABILITY: Principled Technologies, Inc. has made reasonable efforts to ensure the accuracy and validity of its testing, however, Principled Technologies, Inc. specifically disclaims any warranty, expressed or implied, relating to the test results and analysis, their accuracy, completeness or quality, including any implied warranty of fitness for any particular purpose. All persons or entities relying on the results of any testing do so at their own risk, and agree that Principled Technologies, Inc., its employees and its subcontractors shall have no liability whatsoever from any claim of loss or damage on account of any alleged error or defect in any testing procedure or result. In no event shall Principled Technologies, Inc. be liable for indirect, special, incidental, or consequential damages in connection with its testing, even if advised of the possibility of such damages. In no event shall Principled Technologies, Inc.’s liability, including for direct damages, exceed the amounts paid in connection with Principled Technologies, Inc.’s testing. Customer’s sole and exclusive remedies are as set forth herein. This project was commissioned by Dell EMC. Principled Technologies® Facts matter.®Principled Technologies® Facts matter.® Appendix C: How we tested PT engineers installed BIOS and firmware updates, provisioned local storage, and installed Windows Server 2016 on the servers. Dell EMC engineers configured the networking, deployed the software required to complete the validations, and performed the validation testing. PT engineers ensured that server performance was optimized during testing and reviewed raw testing results and Dell EMC Live Optics™ storage and server performance reports captured during validation testing. We cannot disclose Dell EMC proprietary processes related to this testing. Installing Windows Server 2016 on the Dell EMC PowerEdge R740xd2 server 1. Insert the installation media into the CD/DVD drive, and restart the server. 2. When the option appears, press F11 to enter the Boot Manager. 3. Select UEFI Boot Menu. 4. Select the boot media, and press Enter. 5. When prompted to boot from DVD, press any key. 6. When the installation screen appears, leave language, time/currency format, and input method as default, and click Next. 7. Click Install now. 8. When the installation prompts you, enter the product key. 9. Select Windows Server 2016 Datacenter Edition (Server with a GUI), and click Next. 10. Check I accept the license terms, and click Next. 11. Click Custom: Install Windows only (advanced). 12. Select Drive 0 Unallocated Space, and click Next. Windows will begin and restart automatically. 13. When the Settings page appears, fill in the Password and Re-enter Password fields with the same password. 14. Log in with the password you set up in the previous step. Installing firmware updates on the PowerEdge R740xd2 server 1. Download all firmware updates from the Dell EMC firmware repository. 2. To update the firmware on the following components, run the .exe files in this order: a. Dell iDRAC b. BIOS c. CPLD d. OS Driver Pack e. Network firmware and drivers 3. Reboot the server as required between firmware updates.