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Finish Microsoft SQL Server data analysis
faster with new M5n series instances for
Amazon Web Services powered by 2nd
Generation Intel Xeon Scalable Processors –
Cascade Lake
Newer 2nd Generation Intel Xeon Scalable (8259CL)
Cascade Lake processor-powered M5n instances
versus older M4 series instances powered by Intel
Xeon (E5-2686 v4) Broadwell processors
If you’ve decided to use cloud computing to power your company’s business intelligence
applications, you’ll need fast cloud instances to help you analyze data to discover insights,
plan and forecast budgets, and get a better overall picture of your business’s health.
At Principled Technologies, we tested an online analytical processing (OLAP) workload
on two series of instances for Amazon Elastic Cloud Compute (Amazon EC2) running
Microsoft SQL Server:
• M5n series instances powered by 2nd Generation Intel®
Xeon®
Scalable (8259CL)
Cascade Lake processors
• M4 series instances powered by Intel Xeon (E5-2686 v4) Broadwell processors
We found that the newer instances completed the database queries faster than the older
instances, and that this speed advantage held true across the database and instance sizes
we tested. This could enable your business to reduce the amount of time it spends on
analysis and to reach critical decisions sooner.
Medium instances:
Finish data warehouse
analysis up to
1.22 times as fast*
Large instances:
Finish data
warehouse
analysis up to 1.39
times as fast**
*
M5n instances with
16 vCPUs vs. M4
instances with 16 vCPUs
**
M5n instances with
64 vCPUs vs. M4
instances with 64 vCPUs
Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services
powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake
December 2020
A Principled Technologies report: Hands-on testing. Real-world results.
How we tested
Our cloud solution
We purchased instances from two series of general-purpose instances for Amazon EC2:
the newer M5n series powered by 2nd Generation Intel Xeon Scalable (8259CL) Cascade
Lake processors, and older M4 series powered by Intel Xeon (E5-2686 v4) Broadwell
processors. Note that M4 series instances are available in a few different CPU configurations,
but we used only Intel Xeon (E5-2686 v4) Broadwell processors for our testing. We ran all
instances in the us-east1-a region.
Determining the size of the instances and databases
To represent different customer needs, we tested two sizes for each instance series: medium and large.
Medium instances contained 16 vCPUs and a 30GB database size. Large instances contained 64 vCPUs
and a 100GB database. We determined database size based on two factors: we wanted to represent
a realistic workload scenario for each compute level, and we also wanted to ensure the processors were
working harder than the storage drives by limiting database size to the amount of allocated RAM.
Figure 1 shows the specifications for each of the instances we tested. Note that for each test run, we
ran a single-stream test to preload the database into memory before running the number of streams we
wished to test.
Figure 1: Configuration details for the instances we tested. Source: Principled Technologies.
vCPUs: 16 vCPUs: 64
Database size: 30 GB
New instance: m5n.4xlarge (Cascade Lake)
Old instance: m4.4xlarge (Broadwell)
Database size: 100 GB
New instance: m5n.16xlarge (Cascade Lake)
Old instance: m4.16xlarge (Broadwell)
Medium instances Large instances
December 2020 | 2
Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services
powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake
OLAP workload: HammerDB
We tested the instances using a data warehouse workload from
the HammerDB benchmarking suite. The HammerDB developers
derived this workload from TPC-H benchmark specifications.
However, because this workload is not a full implementation
of the official TPC-H benchmark, our results are not directly
comparable to published TPC-H results.
This workload measures the time required for an instance to
finish analyzing streams of database queries. Each stream in this
workload is made of 22 serialized database queries. We tested
each instance size multiple times, increasing the number of
concurrent streams up to the maximum number recommended
by the Transaction Processing Performance Council (TPC).1
We
tested up to four streams on the medium instances, and up to
five streams on the large instances. When testing at the maximum
stream count, we ensured that each instance’s processors
achieved full saturation.
M5n series instances for Amazon EC2
In 2019, Amazon introduced M5n instances to their EC2 offerings, extending 100Gbps
networking and adding improved packet-processing performance capabilities to its general-
purpose M family.2
In addition to adding 2nd Generation Intel Xeon Scalable processors to the
M-series options, M5n instances support the following:
• Support for Intel DL Boost Vector Neural Network Instructions, which Intel claims can “deliver a
significant performance improvement” for deep learning applications3
• 25 Gbps of peak bandwidth for small and medium instances, 75Gbps for large instances
• AWS Nitro System, which provides better security and performance compared to older
AWS hypervisors4
December 2020 | 3
Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services
powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake
Our results: Faster data analysis with new instances
When analyzing just a single stream of 22 data warehouse queries, the new M5n series instances were up to 1.39
times as fast as the M4 series instances.
After completing the single-stream test, we wanted to determine how increasing amounts of work would affect
completion time. To do that, we performed additional tests, increasing the number of streams by one until we
reached the maximum recommended by TPC—four in the case of the medium instances, and five in the case
of the large instances. Figures 2 and 3 show the full results of our query stream testing for medium and large
Amazon EC2 instances.
Figure 3: Normalized comparison of the speed at which each large instance completed one, two,
three, four, and five query streams from the TPC-H-like HammerDB workload. Higher speed is better.
Source: Principled Technologies.
Large instance comparison: relative speed to complete
1 stream
2 streams
3 streams
4 streams
5 streams
Higher is better
Relative speed to complete
Up to
1.39x
as fast
m5n.16xlarge (Cascade Lake) m4.16xlarge (Broadwell)
0 0.2 0.4 0.6 0.8 1.0 1.41.2
Figure 2: Normalized comparison of the speed at which each medium instance completed one, two,
three, and four query streams from the TPC-H-like HammerDB workload. Higher speed is better.
Source: Principled Technologies.
0 0.2 0.4 0.6 0.8 1.0 1.41.2
Medium instance comparison: relative speed to complete
1 stream
2 streams
3 streams
4 streams
Higher is better
Relative speed to complete
Up to
1.22x
as fast
m5n.4xlarge (Cascade Lake) m4.4xlarge (Broadwell)
December 2020 | 4
Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services
powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake
Getting more value from your investment
In our data analytics performance tests, the new M5n instances finished their maximum-stream data warehouse
work between 1.22 and 1.39 times as fast as the M4 instances. At the time of this writing, all sizes and
specifications of the M5n instances cost just 1.19 times as much as their M4 counterparts.6
Because their
performance outpaces their additional cost, M5n instances present a better value for your company’s data
warehouse analytics work, especially if you are interested in larger instance sizes.
At every data point, the newer 2nd Generation Intel Xeon Scalable (8259CL) Cascade Lake processor-
powered M5n instances completed data analysis faster than the older Intel Xeon (E5-2686 v4) Broadwell
processor-powered M4 instances.
The following hypothetical scenario may help you see a clearer picture of how our test results can relate
to a real-world use case. Each night, a company has a two-hour window in which to analyze data on
a 100GB database. The company uses this analysis to generate reports to open discussions on which
products to improve and which geographic regions to focus their sales on, and to drive other business
processes throughout the day.
Based on the results of our single-stream tests, we calculate that a new 64vCPU m5n.16xlarge instance
would enable this hypothetical company to analyze 266 data streams within their two-hour analysis
window. By contrast, the older m4.16xlarge instance would complete just 200 query sets (39 percent
fewer) in the same time frame.
Put another way, the m5n.16xlarge instances would take just 1.5 hours to analyze the same number of
data streams that the m4.16xlarge instances took 2 hours to complete, shrinking the required analysis
window by 30 minutes (or 25 percent).
Over the course of a year, this hypothetical company would save 182.5 hours—or 7.6 full days’
worth—of analysis time per year while maintaining the same rate of analysis they could get with the
m4.16xlarge instance.
Scale up for improved performance gains
In our tests, large M5n instances outperformed the older M4 instances by a larger margin than
the divide between medium instances. Whereas the medium M5n instances were 1.13 to 1.22
times as fast as the M4 instances, the large M5n instances were 1.27 to 1.39 times as fast.
1.13 – 1.22
times as fast
for medium instances
1.27 – 1.39
times as fast
for large instances
December 2020 | 5
Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services
powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake
Conclusion
The more insights you can gain into your business, the more tools you’ll have to handle challenges and plan
for growth. Using OLAP workloads with your business intelligence applications is an effective way to boost the
knowledge your organization has to work with.
In our tests, newer M5n series instances powered by 2nd Generation Intel Xeon Platinum (8259CL) Cascade Lake
processors analyzed data warehouse query streams up to 1.39 times as fast as older M4 series instances powered
by Intel Xeon (E5-2686 v4) Broadwell processors. This speed advantage could enable your business to reach
critical decisions sooner and cut the time it takes to process data.
1	 Transaction Processing Performance Council (TPC), “TPC Benchmark H,” accessed November 3, 2020,
http://www.tpc.org/tpc_documents_current_versions/pdf/tpc-h_v2.18.0.pdf.
2	 Julien Simon, “New M5n and R5n EC2 Instances, with up to 100Gbps networking,” accessed November 3, 2020,
https://aws.amazon.com/blogs/aws/new-m5n-and-r5n-instances-with-up-to-100-gbps-networking/.
3	 “Amazon EC2 Instance Types,” accessed November 3, 2020,
https://aws.amazon.com/ec2/instance-types/.
4	 “AWS Nitro System,” accessed November 16, 2020,
https://aws.amazon.com/ec2/nitro/.
5	 “Introduction to Intel Deep Learning Boost on Second Generation Intel Xeon Scalable Processors,” accessed
November 3, 2020,
https://software.intel.com/content/www/us/en/develop/articles/introduction-to-intel-deep-learning-boost-on-sec-
ond-generation-intel-xeon-scalable.html.
6	 Cost data from “Amazon EC2 On-Demand Pricing,” accessed November 3, 2020,
https://aws.amazon.com/ec2/pricing/on-demand/.
Principled Technologies is a registered trademark of Principled Technologies, Inc.
All other product names are the trademarks of their respective owners.
For additional information, review the science behind this report.
Principled
Technologies®
Facts matter.®Principled
Technologies®
Facts matter.®
This project was commissioned by Intel.
Read the science behind this report at http://facts.pt/Bk4jM83
December 2020 | 6
Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services
powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake

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Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake

  • 1. Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake Newer 2nd Generation Intel Xeon Scalable (8259CL) Cascade Lake processor-powered M5n instances versus older M4 series instances powered by Intel Xeon (E5-2686 v4) Broadwell processors If you’ve decided to use cloud computing to power your company’s business intelligence applications, you’ll need fast cloud instances to help you analyze data to discover insights, plan and forecast budgets, and get a better overall picture of your business’s health. At Principled Technologies, we tested an online analytical processing (OLAP) workload on two series of instances for Amazon Elastic Cloud Compute (Amazon EC2) running Microsoft SQL Server: • M5n series instances powered by 2nd Generation Intel® Xeon® Scalable (8259CL) Cascade Lake processors • M4 series instances powered by Intel Xeon (E5-2686 v4) Broadwell processors We found that the newer instances completed the database queries faster than the older instances, and that this speed advantage held true across the database and instance sizes we tested. This could enable your business to reduce the amount of time it spends on analysis and to reach critical decisions sooner. Medium instances: Finish data warehouse analysis up to 1.22 times as fast* Large instances: Finish data warehouse analysis up to 1.39 times as fast** * M5n instances with 16 vCPUs vs. M4 instances with 16 vCPUs ** M5n instances with 64 vCPUs vs. M4 instances with 64 vCPUs Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake December 2020 A Principled Technologies report: Hands-on testing. Real-world results.
  • 2. How we tested Our cloud solution We purchased instances from two series of general-purpose instances for Amazon EC2: the newer M5n series powered by 2nd Generation Intel Xeon Scalable (8259CL) Cascade Lake processors, and older M4 series powered by Intel Xeon (E5-2686 v4) Broadwell processors. Note that M4 series instances are available in a few different CPU configurations, but we used only Intel Xeon (E5-2686 v4) Broadwell processors for our testing. We ran all instances in the us-east1-a region. Determining the size of the instances and databases To represent different customer needs, we tested two sizes for each instance series: medium and large. Medium instances contained 16 vCPUs and a 30GB database size. Large instances contained 64 vCPUs and a 100GB database. We determined database size based on two factors: we wanted to represent a realistic workload scenario for each compute level, and we also wanted to ensure the processors were working harder than the storage drives by limiting database size to the amount of allocated RAM. Figure 1 shows the specifications for each of the instances we tested. Note that for each test run, we ran a single-stream test to preload the database into memory before running the number of streams we wished to test. Figure 1: Configuration details for the instances we tested. Source: Principled Technologies. vCPUs: 16 vCPUs: 64 Database size: 30 GB New instance: m5n.4xlarge (Cascade Lake) Old instance: m4.4xlarge (Broadwell) Database size: 100 GB New instance: m5n.16xlarge (Cascade Lake) Old instance: m4.16xlarge (Broadwell) Medium instances Large instances December 2020 | 2 Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake
  • 3. OLAP workload: HammerDB We tested the instances using a data warehouse workload from the HammerDB benchmarking suite. The HammerDB developers derived this workload from TPC-H benchmark specifications. However, because this workload is not a full implementation of the official TPC-H benchmark, our results are not directly comparable to published TPC-H results. This workload measures the time required for an instance to finish analyzing streams of database queries. Each stream in this workload is made of 22 serialized database queries. We tested each instance size multiple times, increasing the number of concurrent streams up to the maximum number recommended by the Transaction Processing Performance Council (TPC).1 We tested up to four streams on the medium instances, and up to five streams on the large instances. When testing at the maximum stream count, we ensured that each instance’s processors achieved full saturation. M5n series instances for Amazon EC2 In 2019, Amazon introduced M5n instances to their EC2 offerings, extending 100Gbps networking and adding improved packet-processing performance capabilities to its general- purpose M family.2 In addition to adding 2nd Generation Intel Xeon Scalable processors to the M-series options, M5n instances support the following: • Support for Intel DL Boost Vector Neural Network Instructions, which Intel claims can “deliver a significant performance improvement” for deep learning applications3 • 25 Gbps of peak bandwidth for small and medium instances, 75Gbps for large instances • AWS Nitro System, which provides better security and performance compared to older AWS hypervisors4 December 2020 | 3 Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake
  • 4. Our results: Faster data analysis with new instances When analyzing just a single stream of 22 data warehouse queries, the new M5n series instances were up to 1.39 times as fast as the M4 series instances. After completing the single-stream test, we wanted to determine how increasing amounts of work would affect completion time. To do that, we performed additional tests, increasing the number of streams by one until we reached the maximum recommended by TPC—four in the case of the medium instances, and five in the case of the large instances. Figures 2 and 3 show the full results of our query stream testing for medium and large Amazon EC2 instances. Figure 3: Normalized comparison of the speed at which each large instance completed one, two, three, four, and five query streams from the TPC-H-like HammerDB workload. Higher speed is better. Source: Principled Technologies. Large instance comparison: relative speed to complete 1 stream 2 streams 3 streams 4 streams 5 streams Higher is better Relative speed to complete Up to 1.39x as fast m5n.16xlarge (Cascade Lake) m4.16xlarge (Broadwell) 0 0.2 0.4 0.6 0.8 1.0 1.41.2 Figure 2: Normalized comparison of the speed at which each medium instance completed one, two, three, and four query streams from the TPC-H-like HammerDB workload. Higher speed is better. Source: Principled Technologies. 0 0.2 0.4 0.6 0.8 1.0 1.41.2 Medium instance comparison: relative speed to complete 1 stream 2 streams 3 streams 4 streams Higher is better Relative speed to complete Up to 1.22x as fast m5n.4xlarge (Cascade Lake) m4.4xlarge (Broadwell) December 2020 | 4 Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake
  • 5. Getting more value from your investment In our data analytics performance tests, the new M5n instances finished their maximum-stream data warehouse work between 1.22 and 1.39 times as fast as the M4 instances. At the time of this writing, all sizes and specifications of the M5n instances cost just 1.19 times as much as their M4 counterparts.6 Because their performance outpaces their additional cost, M5n instances present a better value for your company’s data warehouse analytics work, especially if you are interested in larger instance sizes. At every data point, the newer 2nd Generation Intel Xeon Scalable (8259CL) Cascade Lake processor- powered M5n instances completed data analysis faster than the older Intel Xeon (E5-2686 v4) Broadwell processor-powered M4 instances. The following hypothetical scenario may help you see a clearer picture of how our test results can relate to a real-world use case. Each night, a company has a two-hour window in which to analyze data on a 100GB database. The company uses this analysis to generate reports to open discussions on which products to improve and which geographic regions to focus their sales on, and to drive other business processes throughout the day. Based on the results of our single-stream tests, we calculate that a new 64vCPU m5n.16xlarge instance would enable this hypothetical company to analyze 266 data streams within their two-hour analysis window. By contrast, the older m4.16xlarge instance would complete just 200 query sets (39 percent fewer) in the same time frame. Put another way, the m5n.16xlarge instances would take just 1.5 hours to analyze the same number of data streams that the m4.16xlarge instances took 2 hours to complete, shrinking the required analysis window by 30 minutes (or 25 percent). Over the course of a year, this hypothetical company would save 182.5 hours—or 7.6 full days’ worth—of analysis time per year while maintaining the same rate of analysis they could get with the m4.16xlarge instance. Scale up for improved performance gains In our tests, large M5n instances outperformed the older M4 instances by a larger margin than the divide between medium instances. Whereas the medium M5n instances were 1.13 to 1.22 times as fast as the M4 instances, the large M5n instances were 1.27 to 1.39 times as fast. 1.13 – 1.22 times as fast for medium instances 1.27 – 1.39 times as fast for large instances December 2020 | 5 Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake
  • 6. Conclusion The more insights you can gain into your business, the more tools you’ll have to handle challenges and plan for growth. Using OLAP workloads with your business intelligence applications is an effective way to boost the knowledge your organization has to work with. In our tests, newer M5n series instances powered by 2nd Generation Intel Xeon Platinum (8259CL) Cascade Lake processors analyzed data warehouse query streams up to 1.39 times as fast as older M4 series instances powered by Intel Xeon (E5-2686 v4) Broadwell processors. This speed advantage could enable your business to reach critical decisions sooner and cut the time it takes to process data. 1 Transaction Processing Performance Council (TPC), “TPC Benchmark H,” accessed November 3, 2020, http://www.tpc.org/tpc_documents_current_versions/pdf/tpc-h_v2.18.0.pdf. 2 Julien Simon, “New M5n and R5n EC2 Instances, with up to 100Gbps networking,” accessed November 3, 2020, https://aws.amazon.com/blogs/aws/new-m5n-and-r5n-instances-with-up-to-100-gbps-networking/. 3 “Amazon EC2 Instance Types,” accessed November 3, 2020, https://aws.amazon.com/ec2/instance-types/. 4 “AWS Nitro System,” accessed November 16, 2020, https://aws.amazon.com/ec2/nitro/. 5 “Introduction to Intel Deep Learning Boost on Second Generation Intel Xeon Scalable Processors,” accessed November 3, 2020, https://software.intel.com/content/www/us/en/develop/articles/introduction-to-intel-deep-learning-boost-on-sec- ond-generation-intel-xeon-scalable.html. 6 Cost data from “Amazon EC2 On-Demand Pricing,” accessed November 3, 2020, https://aws.amazon.com/ec2/pricing/on-demand/. Principled Technologies is a registered trademark of Principled Technologies, Inc. All other product names are the trademarks of their respective owners. For additional information, review the science behind this report. Principled Technologies® Facts matter.®Principled Technologies® Facts matter.® This project was commissioned by Intel. Read the science behind this report at http://facts.pt/Bk4jM83 December 2020 | 6 Finish Microsoft SQL Server data analysis faster with new M5n series instances for Amazon Web Services powered by 2nd Generation Intel Xeon Scalable Processors – Cascade Lake