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SEPTEMBER 2014
A PRINCIPLED TECHNOLOGIES TEST REPORT
Commissioned by Micron
VMMARK VIRTUALIZATION PERFORMANCE OF MICRON ENTERPRISE
PCIE SSD-BASED SAN
Corporate data centers use virtualization technologies to save money and boost
flexibility and efficiency. To get the most from virtualization, it is important to invest in
the storage options that will deliver excellent virtualized performance. To measure the
virtualization performance of Micron Enterprise PCIe SSDs, Principled Technologies set
up a storage-attached network (SAN) using these drives and ran the VMmark
virtualization benchmark.
VMmark calculates its score by showing the number of tiles a server and storage
can support as well as how each tile performed. A tile consists of eight virtual machines
(VMs) that include database servers, Web servers, a mail server, and an idle server. Two
Dell PowerEdge R720 servers, paired with Micron Enterprise PCIe SSD-based SAN, ran 10
VMmark tiles for a total of 80 running VMs, and achieved a score of 12.05@10 tiles.1
This placed the Micron Enterprise PCIe SSD-based SAN with the top posted VMmark
result2
using VMware ESXi 5.5 for the 32-total-core server configurations as of
September 30, 2014.
1
The official results are online at www.vmware.com/a/assets/vmmark/pdf/2014-09-30-
PrincipledTechnologies-DellR720.pdf and a copy appears in Appendix C.
2
www.vmware.com/a/vmmark/1/core/32/
Micron®
Enterprise PCIe®
SSDwith
excellent perform ance for virtualized environm ents
with a VMware®
VMmark®
score of
@10 tiles
12.05
A Principled Technologies test report 2VMmark virtualization performance of Micron Enterprise PCIe
SSD-based SAN
ABOUT MICRON ENTERPRISE PCIE SSDS
According to Micron, their low-latency, high-IOPS PCIe SSDs provide “the
highest read throughput in the industry, combined with extended endurance,
exceptional reliability, and remarkable power efficiency. They are ideal solutions for
optimizing applications with heavy read access, from web accelerators to media
streaming and video-on-demand servers, as well as data warehousing.”
The Micron Enterprise PCIe SSDs come in two different models: the P320h and
P420m. The P320h comes in 175GB, 350GB, and 700GB capacity. The P420m comes in
1.4TB, 350GB, and 700GB capacity. We used four P320h 700GB cards and four P420m
1.4TB cards for testing.
Learn more about Micron Enterprise PCIe SSDs at
www.micron.com/products/solid-state-storage/enterprise-pcie-ssd
The Micron Enterprise PCIe SSD SAN is proof-of-concept design created by
combining Micron PCIe SSDs with off-the-shelf server components and a customized
Linux kernel. The Linux kernel LIO target infrastructure provides iSER exports. This
system can support a steady-state stream of 2M IOPS over iSER. To provide this level of
performance, Micron implemented system-level optimizations such as interrupt
affinitization, NUMA-aware IO steering, and CPU resource matching for network and
storage interfaces; they also patched several Linux kernel bottlenecks.
ABOUT VMMARK
VMmark is a benchmarking tool that measures the performance and scalability
of applications running in virtualized environments. With it you can measure virtual
datacenter performance accurately and reliably, and view and compare the
performance of different hardware and virtualization platforms.
According to the VMmark Web site, “State-of-the-art server consolidation
typically collects several diverse workloads onto a virtualization platform - a collection of
physical servers accessing shared storage and network resources. Traditional single-
workload performance and scalability benchmarks for non-virtualized environments
were developed with neither virtual machines nor server consolidation in mind. Even
previous virtualization benchmarks have not fully captured the complexities of today’s
virtualized datacenters. VMmark 2.5.2, the industry’s first multi-server datacenter
virtualization benchmark, addresses this gap by including as part of the benchmark a
variety of common platform-level workloads such as live migration of virtual machines,
cloning and deploying of virtual machines, and automatic virtual machine load balancing
across the datacenter.”
A Principled Technologies test report 3VMmark virtualization performance of Micron Enterprise PCIe
SSD-based SAN
OUR TESTING
To carry out the VMmark testing, we downloaded the benchmark from
http://www.vmware.com/products/vmmark/. We followed the test directions in the
VMware VMmark Benchmarking Guide (VMmark_Benchmarking_Guide_2.5.2.pdf),
included with the download of VMmark 2.5.2. We used the guide’s instructions to build
the mail server, standby, and deploy template VMs from scratch. For the Oliodb,
OlioWeb, DS2DB, and DS2Web VMs, we used the VMmark prebuilt templates.
Learn more about VMmark at
www.vmware.com/products/vmmark/overview.html
CONCLUSION
The storage you use for your virtualization solution can be a significant factor in
its performance and effectiveness. Two Dell PowerEdge R720 servers, paired with
Micron Enterprise PCIe SSD-based SAN, ran 10 VMmark tiles for a total of 80 running
VMs and achieved a score of 12.05@10 tiles, making it the top score running VMware
ESXi 5.5 of the 32-core server configurations. For enterprises that need excellent
virtualization performance, this makes Micron Enterprise PCIe SSD-based SAN a wise
investment.
A Principled Technologies test report 4VMmark virtualization performance of Micron Enterprise PCIe
SSD-based SAN
APPENDIX A – SYSTEM CONFIGURATION
Figure 1 provides configuration information about the servers we used in our tests. We used two Dell
PowerEdge R720 servers as systems under test. We used five Dell PowerEdge C8220 servers as clients and one as
VCenter management server. See Appendix B for a detailed test bed configuration.
System Dell PowerEdge R720 Dell PowerEdge C8220
General
Number of processor packages 2 2
Number of cores per processor 8 8
Number of hardware threads per
core
2 2
CPU
Vendor Intel® Intel
Name Xeon® Xeon
Model number E5-2690 E5-2650
Socket type LGA2011 LGA2011
Core frequency (GHz) 2.90 2.00
Bus frequency 8 GT/s 8 GT/s
L1 cache 32 KB + 32 KB (per core) 32 KB + 32 KB (per core)
L2 cache 256 KB (per core) 256 KB (per core)
L3 cache 20 MB 20 MB
Platform
Vendor and model Dell PowerEdge R720
Dell PowerEdge C8220 Compute
Node
BIOS name and version Dell 2.2.3 Dell
BIOS Settings System Profile set to Performance Default
Memory module(s)
Total RAM in system (GB) 256 128
Vendor and model number HYNIX® HMT42GR7MFR4C Samsung® M393B1K70DH0-CK0
Type PC3-12800R PC3-12800R
Speed (MHz) 1,600 1,600
Speed running in the system (MHz) 1,600 1,600
Size (GB) 16 16
Number of RAM module(s) 16 8
Rank Dual Dual
OS/hypervisor
Name VMware® ESXi 5.5.0
Microsoft® Windows Server® 2008 R2
Enterprise 64-bit
Build number Build 1892794 6.1.7601
File system VMFS NTFS
Language English English
RAID controller
Vendor and model number Dell PERC H710P Mini controller Intel C600
Cache size 1 GB N/A
A Principled Technologies test report 5VMmark virtualization performance of Micron Enterprise PCIe
SSD-based SAN
System Dell PowerEdge R720 Dell PowerEdge C8220
Hard drives
Vendor and model number Seagate® ST9300653SS Seagate ST91000640NS
Number of drives 2 2
Size (GB) 300 300
Type 15K SAS 15K SAS
Ethernet adapter (onboard)
Vendor and model number
Intel X540-AT2 dual-port 10Gbps
adapter
Intel I350-BT2
Number of ports 2 2
Type Integrated Integrated
Ethernet adapter (Testing)
Vendor and model number
Intel 82599EB dual-port 10Gbps
adapter
Intel I350-BT2
Number of ports 2 2
Type PCIe PCIe
Ethernet adapter (Storage)
Vendor and model number
Mellanox Technologies® MT27500
[ConnectX-3] dual-port 40Gbps
Mellanox Technologies MT27500
[ConnectX-3] dual-port 40Gbps
Number of ports 2 2
Type PCIe PCIe
Figure 1: System configuration information for our test servers.
A Principled Technologies test report 6VMmark virtualization performance of Micron Enterprise PCIe
SSD-based SAN
APPENDIX B – TEST BED CONFIGURATION
Figure 2 shows our test bed setup. The two Dell PowerEdge R720 servers were configured in an ESX cluster as
required by VMmark run rules. The Micron Enterprise PCIe SSD-based SAN was connected to the R720 servers over a
40GB iSCSI connection and configured as iSER target. The R720 servers connected to the test clients through two dual-
port 10 GbE network controllers, for a total of three 10 GbE connections on each server.
We used six Dell PowerEdge C8220 servers for the client test bed. One C8220 was used for the non-virtualized
VMmark controller. The other five C8220 servers ran two virtual client VMs running Windows Server 2008 R2 inside each
one. All virtual clients had a single 10GbE network connection. One of the C8220 servers ran vCenter Server with a single
10 GbE connection.
For the storage server we used a SuperMicro SuperServer 6037R-TXRF server with four P320h 700GB and four
P420m 1.4TB PCIe SSD cards installed. We configured the server with CentOS 6.4 and configured the P320h with two
350GB LUNs and the P420m cards with four on each. The LUNs were presented as iSER volumes to the PowerEdge R720.
Figure 2: Our test bed setup.
A Principled Technologies test report 7VMmark virtualization performance of Micron Enterprise PCIe
SSD-based SAN
APPENDIX C – VMWARE VMMARK V2.5.2 RESULT FILE
One the following pages, we include a copy of the official VMware VMmark V2.5.2 result file. The original is
online at the following location: www.vmware.com/a/assets/vmmark/pdf/2014-09-30-PrincipledTechnologies-
DellR720.pdf
A Principled Technologies test report 8
A Principled Technologies test report 9
A Principled Technologies test report 10
A Principled Technologies test report 11
A Principled Technologies test report 12
A Principled Technologies test report 13
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A Principled Technologies test report 16
ABOUT PRINCIPLED TECHNOLOGIES
Principled Technologies, Inc.
1007 Slater Road, Suite 300
Durham, NC, 27703
www.principledtechnologies.com
We provide industry-leading technology assessment and fact-based
marketing services. We bring to every assignment extensive experience
with and expertise in all aspects of technology testing and analysis, from
researching new technologies, to developing new methodologies, to
testing with existing and new tools.
When the assessment is complete, we know how to present the results to
a broad range of target audiences. We provide our clients with the
materials they need, from market-focused data to use in their own
collateral to custom sales aids, such as test reports, performance
assessments, and white papers. Every document reflects the results of
our trusted independent analysis.
We provide customized services that focus on our clients’ individual
requirements. Whether the technology involves hardware, software, Web
sites, or services, we offer the experience, expertise, and tools to help our
clients assess how it will fare against its competition, its performance, its
market readiness, and its quality and reliability.
Our founders, Mark L. Van Name and Bill Catchings, have worked
together in technology assessment for over 20 years. As journalists, they
published over a thousand articles on a wide array of technology subjects.
They created and led the Ziff-Davis Benchmark Operation, which
developed such industry-standard benchmarks as Ziff Davis Media’s
Winstone and WebBench. They founded and led eTesting Labs, and after
the acquisition of that company by Lionbridge Technologies were the
head and CTO of VeriTest.
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.

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VMmark virtualization performance of Micron Enterprise PCIe SSD-based SAN

  • 1. SEPTEMBER 2014 A PRINCIPLED TECHNOLOGIES TEST REPORT Commissioned by Micron VMMARK VIRTUALIZATION PERFORMANCE OF MICRON ENTERPRISE PCIE SSD-BASED SAN Corporate data centers use virtualization technologies to save money and boost flexibility and efficiency. To get the most from virtualization, it is important to invest in the storage options that will deliver excellent virtualized performance. To measure the virtualization performance of Micron Enterprise PCIe SSDs, Principled Technologies set up a storage-attached network (SAN) using these drives and ran the VMmark virtualization benchmark. VMmark calculates its score by showing the number of tiles a server and storage can support as well as how each tile performed. A tile consists of eight virtual machines (VMs) that include database servers, Web servers, a mail server, and an idle server. Two Dell PowerEdge R720 servers, paired with Micron Enterprise PCIe SSD-based SAN, ran 10 VMmark tiles for a total of 80 running VMs, and achieved a score of 12.05@10 tiles.1 This placed the Micron Enterprise PCIe SSD-based SAN with the top posted VMmark result2 using VMware ESXi 5.5 for the 32-total-core server configurations as of September 30, 2014. 1 The official results are online at www.vmware.com/a/assets/vmmark/pdf/2014-09-30- PrincipledTechnologies-DellR720.pdf and a copy appears in Appendix C. 2 www.vmware.com/a/vmmark/1/core/32/ Micron® Enterprise PCIe® SSDwith excellent perform ance for virtualized environm ents with a VMware® VMmark® score of @10 tiles 12.05
  • 2. A Principled Technologies test report 2VMmark virtualization performance of Micron Enterprise PCIe SSD-based SAN ABOUT MICRON ENTERPRISE PCIE SSDS According to Micron, their low-latency, high-IOPS PCIe SSDs provide “the highest read throughput in the industry, combined with extended endurance, exceptional reliability, and remarkable power efficiency. They are ideal solutions for optimizing applications with heavy read access, from web accelerators to media streaming and video-on-demand servers, as well as data warehousing.” The Micron Enterprise PCIe SSDs come in two different models: the P320h and P420m. The P320h comes in 175GB, 350GB, and 700GB capacity. The P420m comes in 1.4TB, 350GB, and 700GB capacity. We used four P320h 700GB cards and four P420m 1.4TB cards for testing. Learn more about Micron Enterprise PCIe SSDs at www.micron.com/products/solid-state-storage/enterprise-pcie-ssd The Micron Enterprise PCIe SSD SAN is proof-of-concept design created by combining Micron PCIe SSDs with off-the-shelf server components and a customized Linux kernel. The Linux kernel LIO target infrastructure provides iSER exports. This system can support a steady-state stream of 2M IOPS over iSER. To provide this level of performance, Micron implemented system-level optimizations such as interrupt affinitization, NUMA-aware IO steering, and CPU resource matching for network and storage interfaces; they also patched several Linux kernel bottlenecks. ABOUT VMMARK VMmark is a benchmarking tool that measures the performance and scalability of applications running in virtualized environments. With it you can measure virtual datacenter performance accurately and reliably, and view and compare the performance of different hardware and virtualization platforms. According to the VMmark Web site, “State-of-the-art server consolidation typically collects several diverse workloads onto a virtualization platform - a collection of physical servers accessing shared storage and network resources. Traditional single- workload performance and scalability benchmarks for non-virtualized environments were developed with neither virtual machines nor server consolidation in mind. Even previous virtualization benchmarks have not fully captured the complexities of today’s virtualized datacenters. VMmark 2.5.2, the industry’s first multi-server datacenter virtualization benchmark, addresses this gap by including as part of the benchmark a variety of common platform-level workloads such as live migration of virtual machines, cloning and deploying of virtual machines, and automatic virtual machine load balancing across the datacenter.”
  • 3. A Principled Technologies test report 3VMmark virtualization performance of Micron Enterprise PCIe SSD-based SAN OUR TESTING To carry out the VMmark testing, we downloaded the benchmark from http://www.vmware.com/products/vmmark/. We followed the test directions in the VMware VMmark Benchmarking Guide (VMmark_Benchmarking_Guide_2.5.2.pdf), included with the download of VMmark 2.5.2. We used the guide’s instructions to build the mail server, standby, and deploy template VMs from scratch. For the Oliodb, OlioWeb, DS2DB, and DS2Web VMs, we used the VMmark prebuilt templates. Learn more about VMmark at www.vmware.com/products/vmmark/overview.html CONCLUSION The storage you use for your virtualization solution can be a significant factor in its performance and effectiveness. Two Dell PowerEdge R720 servers, paired with Micron Enterprise PCIe SSD-based SAN, ran 10 VMmark tiles for a total of 80 running VMs and achieved a score of 12.05@10 tiles, making it the top score running VMware ESXi 5.5 of the 32-core server configurations. For enterprises that need excellent virtualization performance, this makes Micron Enterprise PCIe SSD-based SAN a wise investment.
  • 4. A Principled Technologies test report 4VMmark virtualization performance of Micron Enterprise PCIe SSD-based SAN APPENDIX A – SYSTEM CONFIGURATION Figure 1 provides configuration information about the servers we used in our tests. We used two Dell PowerEdge R720 servers as systems under test. We used five Dell PowerEdge C8220 servers as clients and one as VCenter management server. See Appendix B for a detailed test bed configuration. System Dell PowerEdge R720 Dell PowerEdge C8220 General Number of processor packages 2 2 Number of cores per processor 8 8 Number of hardware threads per core 2 2 CPU Vendor Intel® Intel Name Xeon® Xeon Model number E5-2690 E5-2650 Socket type LGA2011 LGA2011 Core frequency (GHz) 2.90 2.00 Bus frequency 8 GT/s 8 GT/s L1 cache 32 KB + 32 KB (per core) 32 KB + 32 KB (per core) L2 cache 256 KB (per core) 256 KB (per core) L3 cache 20 MB 20 MB Platform Vendor and model Dell PowerEdge R720 Dell PowerEdge C8220 Compute Node BIOS name and version Dell 2.2.3 Dell BIOS Settings System Profile set to Performance Default Memory module(s) Total RAM in system (GB) 256 128 Vendor and model number HYNIX® HMT42GR7MFR4C Samsung® M393B1K70DH0-CK0 Type PC3-12800R PC3-12800R Speed (MHz) 1,600 1,600 Speed running in the system (MHz) 1,600 1,600 Size (GB) 16 16 Number of RAM module(s) 16 8 Rank Dual Dual OS/hypervisor Name VMware® ESXi 5.5.0 Microsoft® Windows Server® 2008 R2 Enterprise 64-bit Build number Build 1892794 6.1.7601 File system VMFS NTFS Language English English RAID controller Vendor and model number Dell PERC H710P Mini controller Intel C600 Cache size 1 GB N/A
  • 5. A Principled Technologies test report 5VMmark virtualization performance of Micron Enterprise PCIe SSD-based SAN System Dell PowerEdge R720 Dell PowerEdge C8220 Hard drives Vendor and model number Seagate® ST9300653SS Seagate ST91000640NS Number of drives 2 2 Size (GB) 300 300 Type 15K SAS 15K SAS Ethernet adapter (onboard) Vendor and model number Intel X540-AT2 dual-port 10Gbps adapter Intel I350-BT2 Number of ports 2 2 Type Integrated Integrated Ethernet adapter (Testing) Vendor and model number Intel 82599EB dual-port 10Gbps adapter Intel I350-BT2 Number of ports 2 2 Type PCIe PCIe Ethernet adapter (Storage) Vendor and model number Mellanox Technologies® MT27500 [ConnectX-3] dual-port 40Gbps Mellanox Technologies MT27500 [ConnectX-3] dual-port 40Gbps Number of ports 2 2 Type PCIe PCIe Figure 1: System configuration information for our test servers.
  • 6. A Principled Technologies test report 6VMmark virtualization performance of Micron Enterprise PCIe SSD-based SAN APPENDIX B – TEST BED CONFIGURATION Figure 2 shows our test bed setup. The two Dell PowerEdge R720 servers were configured in an ESX cluster as required by VMmark run rules. The Micron Enterprise PCIe SSD-based SAN was connected to the R720 servers over a 40GB iSCSI connection and configured as iSER target. The R720 servers connected to the test clients through two dual- port 10 GbE network controllers, for a total of three 10 GbE connections on each server. We used six Dell PowerEdge C8220 servers for the client test bed. One C8220 was used for the non-virtualized VMmark controller. The other five C8220 servers ran two virtual client VMs running Windows Server 2008 R2 inside each one. All virtual clients had a single 10GbE network connection. One of the C8220 servers ran vCenter Server with a single 10 GbE connection. For the storage server we used a SuperMicro SuperServer 6037R-TXRF server with four P320h 700GB and four P420m 1.4TB PCIe SSD cards installed. We configured the server with CentOS 6.4 and configured the P320h with two 350GB LUNs and the P420m cards with four on each. The LUNs were presented as iSER volumes to the PowerEdge R720. Figure 2: Our test bed setup.
  • 7. A Principled Technologies test report 7VMmark virtualization performance of Micron Enterprise PCIe SSD-based SAN APPENDIX C – VMWARE VMMARK V2.5.2 RESULT FILE One the following pages, we include a copy of the official VMware VMmark V2.5.2 result file. The original is online at the following location: www.vmware.com/a/assets/vmmark/pdf/2014-09-30-PrincipledTechnologies- DellR720.pdf
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  • 17. ABOUT PRINCIPLED TECHNOLOGIES Principled Technologies, Inc. 1007 Slater Road, Suite 300 Durham, NC, 27703 www.principledtechnologies.com We provide industry-leading technology assessment and fact-based marketing services. We bring to every assignment extensive experience with and expertise in all aspects of technology testing and analysis, from researching new technologies, to developing new methodologies, to testing with existing and new tools. When the assessment is complete, we know how to present the results to a broad range of target audiences. We provide our clients with the materials they need, from market-focused data to use in their own collateral to custom sales aids, such as test reports, performance assessments, and white papers. Every document reflects the results of our trusted independent analysis. We provide customized services that focus on our clients’ individual requirements. Whether the technology involves hardware, software, Web sites, or services, we offer the experience, expertise, and tools to help our clients assess how it will fare against its competition, its performance, its market readiness, and its quality and reliability. Our founders, Mark L. Van Name and Bill Catchings, have worked together in technology assessment for over 20 years. As journalists, they published over a thousand articles on a wide array of technology subjects. They created and led the Ziff-Davis Benchmark Operation, which developed such industry-standard benchmarks as Ziff Davis Media’s Winstone and WebBench. They founded and led eTesting Labs, and after the acquisition of that company by Lionbridge Technologies were the head and CTO of VeriTest. 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.