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1. Executive summary
Microsoft SQL Server 2012 Fast Track Data Warehouse (FTDW)
Reference Architecture from Huawei enables IT architects and
managers to build optimized data warehouse solutions with tested
and tuned server, storage, network, and software configurations.
The reference architectures present implementation guidelines and
best practices for a variety of data warehouse configurations. This
approach significantly reduces time of deployment, service and
costs while maximizing performance and reliability.
Leveraging decades of experiences in producing mission critical
Information and Communication Technology systems, Huaweis
enterprise class servers, storage and networking products form a
solid foundation for deploying enterprise critical IT services such
as data warehouses and business analytics.
IT managers, database architects, CXOs interested to explore and
deploy data warehouses and BI applications could take advantage of
Huaweis engineering, integration and optimization effort to build
their next data warehouses.
Proven Configurations: Microsoft SQL Server 2012 Fast Track Data
Warehouse Reference Architectures from Huawei documents the design,
components, settings, and best practice to deploy a Microsoft SQL
Server 2012 Fast Track Data Warehouse. Users can now procure the
exact configuration of hardware and software and turn on new data
warehouse services in the shortest amount of time, with minimal
risk.
Performance: The Reference Architectures provide the best
practice implementation that has been tested and tuned to deliver
best performance. It also provides database management suggestions
to keep the data warehouse at its best performance level.
Costs: The Reference Architectures design has taken
considerations of selecting the right hardware components to
maximize performance while keeping costs low.
Three configurations are included in this Reference
Architectures document covering a broad range of capacity and
performance requirements.
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2. Fast Track Reference Architecture Overview
This document focuses on the system level implementation of
Microsoft SQL 2012 Fast Track Data Warehouse built on top of Huawei
Tecal 2288 v2 Enterprise Servers. A summary of key Microsoft SQL
Server parameters will also be provided. This document intends to
complement Microsoft Fast Track Data Warehouse Reference Guide for
SQL Server 2012.
Workload Assumptions
The Microsoft SQL Server Fast Track Data Warehouse for Huawei
reference architectures described in this document target
scan-intensive, large-request, analytical data warehousing
workloads. Contrary to OLTP databases, this type of data warehouse
workloads typically involve much larger data requests and benefit
from the increased total throughput potential of sequential disk
scans. With Fast Track data warehousing workloads an emphasis is
placed on achieving consistently high I/O scan rates (measured in
MB/s) rather than the more traditional focus on operations per
second (measured in IOPS).
In order to enable data warehouses to support large volumes of
data and wide-range of queries, traditional use-case specific
optimizations will only work to a certain extent but very often
increase complexity, costs, maintenance overhead and perhaps even
reduce performance. Fast Track Data Warehouse is a different way of
optimizing for data warehouse workloads. By aligning database files
and configuration with efficient disk scan (rather than seek)
access, performance achieved from individual disks can be
significantly higher. The resultant per-disk performance increase
reduces the number of disks needed to generate sufficient I/O
throughput to satisfy the ability of SQL Server to process data for
a given workload. Furthermore, you can avoid some index-based
optimization techniques used to improve disk seek.
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FTDW Reference Architecture Components Overview
Figure 1 Huawei Tecal RH2288 V2 Rack Server Tecal RH2288 V2 rack
server is an enterprise class 2U rack server that is designed to
provide best performance and scalability in its class of servers.
The RH2288 V2 can support up to 16 computing cores, a memory
capacity of 768 GB, and a storage capacity of 24 TB. The RH2288 V2
is an ideal product for mission critical enterprise
applications.
High-performance that can scale
The RH2288 V2 uses the latest Intel Xeon E5-2600 series central
processing units (CPUs). This CPU based on a new architecture has
up to eight cores, 20 MB L3 caching, QuickPath Interconnect (QPI)
in 8 GT per second, and power management to improve performance
while reducing power consumption.
The RH2288 V2 has 24 dual in-line memory modules (DIMMs) for
memory expansion. The RH2288 V2 uses the 2H DDR3 memory technology
that supports up to 768 GB of memory.
The RH2288 V2 supports the Huawei ES series peripheral component
interconnect express (PCIe) expansion card for solid state disks
(SSDs) to provide the input/output (I/O) performance that can
resolve the I/O bottlenecks of hard disks.
Power consumption control feature that improves the power
efficiency
The RH2288 V2 has excellent power efficiency that meets the 80
PLUS GOLD standard and the Energy Star standard. Like all the other
Huawei servers, the RH2288 V2 obtains the China Energy Conservation
and Environmentally-Friendly Certification.
The RH2288 V2 supports 460 W or 800 W right-sized power supply
units for optimal power efficiency.
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Microsoft Fast Track Data Warehouse Reference Architecture for
Huawei The RH2288 V2 has multiple sensors at strategic internal
locations that monitor the temperature of key components and send
the data to the basic input output system (BIOS) to dynamically
adjust the fan speed to cool the server precisely. This ensures
that the server runs reliably while consuming a minimum level of
power.
The dynamic configuration technology on maximum power can limit
the power of the data center server within a preset range, without
affecting the performance of the server.
Simple management and maintenance
The RH2288 V2 uses the fault recording technology that is
similar to the black boxes of airplanes to record a fault quickly
when the system breaks down unexpectedly.
The RH2288 V2 has an independent baseboard management controller
(BMC) to provide the comprehensive and high-performance remote
control.
Figure 2 Huawei Tecal ES3000 PCIe SSD Card Huawei Tecal ES3000
High Performance PCIe SSD Card is a Full-Height Half-Length PCIe
card that delivers maximum read IOPS Performance of 600K@4KB and
maximum write IOPS Performance of 220K@4KB. Huawei FTDW
configurations based on Huawei Tecal ES3000 significantly improve
IOPS and reduce latency as compared to HDD based solutions.
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Turbo-charged FTDW Performance
Small size: Full-Height Half-Length
Large capacity: 800GB, 1.2TB, 2.4TB
High bandwidth: PCIe 2.0 x8 interface, up to 3.0GBps
bandwidth
High IOPS: random read 600K@4kB, random write 220K@4kB
Low latency: 13us
Industry-leading Reliability
Power-down Protection to ensure data Integrity
Embedded ECC engine and RAID5 engine combine to two-dimensional
error detection/correction mechanism
Embedded DATA Scrubbing engine prevent the data errors in
advance
Dynamic RAID algorithm used in all the channels, to share
resources, and keep the reliability with the multiple chip
failure
Support TRIM & sophisticated wear algorithms, to enhance the
recovery efficiency, reduce the write wear, extend service life
Easy to Maintain
Support online upgrade to meet the customized needs
Integrated querying & management tool: provide querying the
type/capacity/version/wear/bad block information of SSD device
Log function: record the key events
Support SNMP protocol for unified management system
With solid state storage for user data, the FTDW reference
architectures have many more advantages besides higher performance,
including simplified management, I/O resiliency, and lower
operational cost.
Simplified Management: The IO throughput of solid state storage
is not as sensitive to sequential or random I/O patterns as its
spinning disk counterparts, and FTDW built upon solid
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Huawei state storage does not require fragmentation management. The
complex steps in the DW load process that often involves single
threaded loading to avoid page fragmentation can be simplified, and
this will bring customers faster DW load time.
In addition, larger disk groups and lower volume counts can be
used to achieve a given throughput target, which further simples DW
management in terms of filegroup creation and maintenance.
I/O Resiliency: With its exceptional random I/O performance,
solid state storage has minimal performance degradation under high
concurrency (large user numbers) or page fragmentation. Mixed
random read (seek) workload does not negatively impact large
request (scan) I/O patterns. It enables real-time DW updates while
the DW is in use with minimum query response time degradation.
Lower Operational Cost: Less management efforts outlined above
translates into lower operational cost. Additionally, solid state
storage offers a more efficient balance of I/O throughput to
capacity per unit. Usually fewer SSDs are required to achieve a
given DW throughput target when compared with HDDs, which reduces
the power consumption, generates less heat (thus less HVAC
capacity), and often supports higher density solutions.
More about solid state storage in FTDW including configuration
guidelines can be found in Microsoft Fast Track DW Reference Guide
for SQL Server 2012 at
http://msdn.microsoft.com/en-us/library/hh918452.aspx.
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3. Huawei FTDW Reference Architectures
Huawei currently offers three FTDW reference architectures for
SQL Server 2012. All of the configurations are based on Huawei
Tecal 2288 v2 server introduced in the previous section. Each
configuration accommodates varying storage capacity and data
warehouse (DW) throughput. The first configuration is equipped with
all enterprise class SAS HDDs delivering optimized $/GB, and the
base configuration has 5TB Fast Track rated capacity. The second
configuration delivers 4TB Fast Track rated capacity using one PCIe
SSD card for the DW storage. There is an option for doubling the
PCIe SSD cards to achieve higher level of data redundancy. The
third configuration supports 10TB Fast Track rated capacity with
two PCIe SSD cards. The PCIe SSD-based systems deliver optimized
$/DW throughput.
3.1 Cost Optimized Configuration with SAS HDD
The following diagram shows the FTDW configuration with SAS HDDs
for user data storage.
Figure 3 Huawei 5TB FTDW RA with SAS HDDs
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Huawei The following table provides details of the hardware
configuration.
Table 1 Hardware Configuration of Huawei 5TB FTDW RA w/ SAS
HDD
Components Descriptions
Server Tecal 2288 V2
CPU 1x Intel Xeon E5-2643, 3.3GHz, 4 cores per socket, 4 cores
total
Memory 96GB DRAM (4x 16GB DDR3 DIMMs and 4x 8GB DDR3 DIMMs @
1600MHz)
Internal Hard Drives 2x 600GB 10K 2.5 SAS HDD (OS/SQL Server)
Rear Bay
18x 300GB 10K 2.5 SAS HDD (User Data)
4x 300GB 10K 2.5 SAS HDD (Logs)
2x 600GB 10K 2.5 SAS HDD (Hot Spare)
RAID Controller Huawei SR620 with BBU
Operating System Microsoft Windows Server 2008 R2 SP1 Enterprise
Edition
Database Software Microsoft SQL Server 2012 Enterprise
Edition
RAID Configuration
Huawei SR620 is an enterprise-class RAID controller that
provides disk management capabilities, high-availability, as well
as improved storage performance. The RAID configurations play an
important role of the data warehouse performance, and the following
shows how the disk drives are configured in Huawei 5TB FTDW RA.
18x 300GB disks for user data and TempDB: Nine RAID 1 groups are
created, and each configured with a single virtual disk.
4x 300GB disks for database logs: One RAID 10 group is created
and configured with a single
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virtual disk.
2x 600GB disks for Windows Server and SQL server: One RAID 1
group is created and configured with a single virtual disk for OS
and software installation.
Two additional 600GB disks are reserved as hot spare to further
improve system availability.
Stripe Element Size Huawei SR620 creates RAID groups with a
default stripe element size (strip size) of 64KB. In the Fast Track
validation testing, 256KB stripe element size was used. Huawei
recommends testing various stripe element sizes depending on the
workload characteristics of customers application.
3.2 Performance Optimized Configurations with PCIe SSD
To significantly boost I/O performance, PCIe SSD cards can be
used as database storage. Each Huawei ES3000 series of PCIe SSD
cards offer up to 2.4TB storage capacity per card while delivering
super-high IOPS that significantly speeds up throughput and
response time of the data warehouses.
The following diagrams describe the high level architecture of
the PCIe SSD based FTDW configurations. A system with one 2.4TB
PCIe SSD card provides 4TB of Fast Track rated capacity. A second
2.4TB PCIe SSD card can be added to mirror (RAID 1) the original
PCIe SSD card for high availability.
4TB PCIe SSD Based FTDW RA
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Figure 4 Huawei 4TB FTDW RA with One PCIe SSD
The following table provides details of the hardware
configuration.
Table 2 Hardware Configuration of Huawei 4TB FTDW RA w/ One PCIe
SSD
Components Descriptions
Server Tecal 2288 V2
CPU 1x Intel Xeon E5-2643, 3.3GHz, 4 cores per socket, 4 cores
total
Memory 64GB DRAM (4x 16GB DDR3 DIMMs @ 1600MT/s)
Internal Storage 1x 2.4TB ES3000 PCIe SSD (User Data)
2x 600GB 10K 2.5 SAS HDD (OS/SQL Server) Rear Bay
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4x 300GB 10K 2.5 SAS HDD (Logs)
1x 600GB 10K 2.5 SAS HDD (Hot Spare)
HBA Huawei SR120
Operating System Microsoft Windows Server 2008 R2 SP1 Enterprise
Edition
Database Software Microsoft SQL Server 2012 Enterprise
Edition
Huawei ES3000 PCIe SSD card exhibits industry-leading
reliability with features including embedded ECC engine and RAID5
engine combined to provide two-dimensional error
detection/correction mechanism. However, for customers who are
accustomed to traditional RAID protection, a second PCIe SSD card
can be added in this FTDW RA to mirror the original one.
Figure 5 Huawei 4TB FTDW RA with Mirrored PCIe SSD
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The following table provides details of the hardware
configuration.
Table 3 Hardware Configuration of Huawei 4TB FTDW RA w/ Mirrored
PCIe SSD
Components Descriptions
Server Tecal 2288 V2
CPU 1x Intel Xeon E5-2643, 3.3GHz, 4 cores per socket, 4 cores
total
Memory 64GB DRAM (4x 16GB DDR3 DIMMs @ 1600MT/s)
Internal Storage 2x 2.4TB ES3000 PCIe SSD (User Data /
Mirrored)
2x 600GB 10K 2.5 SAS HDD (OS/SQL Server) Rear Bay
4x 300GB 10K 2.5 SAS HDD (Logs)
1x 600GB 10K 2.5 SAS HDD (Hot Spare)
HBA Huawei SR120
Operating System Microsoft Windows Server 2008 R2 SP1 Enterprise
Edition
Database Software Microsoft SQL Server 2012 Enterprise
Edition
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10TB PCIe SSD Based FTDW RA
To fully utilize the potential of two PCIe SSD cards, the
following FTDW configuration effectively boost the Fast Track rated
capacity from 4TB to 10TB while doubling the query throughput at
the same time.
Figure 6 Huawei 10TB FTDW RA with Two PCIe SSD
The following table provides details of the hardware
configuration.
Table 4 Hardware Configuration of Huawei 10TB FTDW RA w/ Two
PCIe SSD
Components Descriptions
Server Tecal 2288 V2
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CPU 2x Intel Xeon E5-2643, 3.3GHz, 4 cores per socket, 8 cores
total
Memory 128GB DRAM (8x 16GB DDR3 DIMMs @ 1600MT/s)
Internal Storage 2x 2.4TB ES3000 PCIe SSD (User Data)
2x 600GB 10K 2.5 SAS HDD (OS/SQL Server) Rear Bay
4x 300GB 10K 2.5 SAS HDD (Logs)
1x 600GB 10K 2.5 SAS HDD (Hot Spare)
HBA Huawei SR120
Operating System Microsoft Windows Server 2008 R2 SP1 Enterprise
Edition
Database Software Microsoft SQL Server 2012 Enterprise
Edition
RAID Configuration
All the PCIe SSD based FTDW RAs share the same RAID
configurations for the hard disks.
4x 300GB disks for database logs: One RAID 10 group is created
and configured with a single virtual disk.
2x 600GB disks for Windows Server and SQL server: One RAID 1
group is created and configured with a single virtual disk for OS
and software installation.
One additional 600GB disk is reserved as hot spare to further
improve system availability.
In Huawei 4TB FTDW RA with redundant 2.4TB PCIe SSDs, the two
SSDs are mirrored by Windows Server Disk Management in Server
Manager.
Stripe Element Size Huawei SR120 creates RAID groups with a
default stripe element size (strip size) of 64KB.
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3.3 Application Configuration
The following sections explain the settings applied for the
operating system and database layers for Fast Track Data
Warehouse.
Windows Server 2008 R2 SP1
Enable Lock Pages in Memory: This Windows policy determines
which accounts can use a process to keep data in physical memory
preventing the system from paging the data to virtual memory on
disk. For more information, see How to: Enable the Lock Pages in
Memory Option (http://go.microsoft.com/fwlink/?LinkId=141863).
SQL Server 2012 Enterprise Edition
Startup Options
o -E must be added to the start-up options. This increases the
number of contiguous extents in each file that are allocated to a
database table as it grows. This improves sequential disk access.
For more information about this option, see Microsoft Knowledge
Base Article 329526 (http://support.microsoft.com/kb/329526). It is
important to ensure that the -E option has taken effect at database
startup. The option is case-sensitive and format-sensitive. White
spaces before or after the option can prevent initialization.
o -T1117 should also be added to the start-up options. This
trace flag ensures even growth of all files in a file group in the
case that autogrow is enabled. The standard FTDW recommendation for
database file growth is to pre-allocate rather than autogrow (with
the exception of TempDB).
o -T834 should be evaluated on a case-by-case basis. This trace
flag can improve throughput rates for many data warehousing
workloads. This flag enables large page allocations in memory for
the SQL Server buffer pool. For more information about this and
other trace flags, see Microsoft Knowledge Base Article 920093
(http://support.microsoft.com/kb/920093).
Note: At this time SQL Server 2012 does not support the use of
-T834 if ColumnStore indexes are in use on the database. If you
plan to use ColumnStore indexes, do not use this trace flag. It was
not used in the Fast Track validation testing.
SQL Server Maximum Memory: For SQL Server 2012 no more than 92
percent of total server RAM should be allocated to SQL Server. If
additional applications are to share the server, the amount of RAM
left available to the operating system should be adjusted
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accordingly. This setting is controlled by the max server memory
option. In the Fast Track validation testing, the maximum server
memory was set at 92% of total server RAM.
Resource Governor: In default settings for SQL Server 2012,
Resource Governor provides a maximum of 25 percent of SQL Server
memory resources to each session. This setting can be used to
reduce the maximum memory consumed by each query, and there is a
trade-off between lowering constraints that offer higher
performance for individual queries and more stringent constraints
that guarantee the number of queries that can run concurrently. In
the Fast Track validation testing, Resource Governor memory grant
was set at 19%.
Maximum Degree of Parallelism (MaxDOP): This setting controls
the number of logical cores that SQL Server uses for the parallel
execution of a query. The default value of MaxDOP is 0, which
dictates SQL server will dynamically allocate work up to the total
number of CPU cores seen by the SQL Server service. In the Fast
Track validation testing, MaxDOP was set at 8 for one-socket
systems and set at 16 for two-socket systems. Also Hyper-Threading
was turned on in the tests.
As with all Fast Track performance benchmarks, actual results
for customers data and workload may vary. Testing at various
Resource Governor and MaxDOP settings can reveal best results for
specific situations.
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4. Huawei FTDW RA Performance Benchmarks
The Microsoft Fast Track program offers a rigorous validation
and benchmarking process that helps ensure the hardware and
software components are optimized and thoroughly tested. All Huawei
FTDW Reference Architectures have passed the validation and deliver
high throughput performance as a result of our complete control of
the entire hardware stack enabling deeper hardware and software
tuning. Our 5TB SAS HDD-based FTDW reference architecture delivers
maximum performance, thanks to the fast 1600MHz memory and
optimized I/O configuration. The performance optimized PCIe
SSD-based reference architectures potentially double the Fast Track
rated throughput as compared to HDD-based configurations at the
same Fast Track rated capacity.
Fast Track Data Warehouse Validation with Column Store Index
(CSI)
Microsoft SQL Server 2012 features a new non-clustered indexing
feature based on columnar storage technology, called xVelocity
in-memory Column Store Index (CSI). It could significantly improve
query performance for a wide range of queries. The FTDW validation
testing is based on non-CSI enabled workloads, since FTDW systems
are designed to run effectively even without columnar optimization.
After a Fast Track configuration is validated, CSI will be added to
the test database and the throughput performance will be
recorded.
During the Fast Track validation testing, we used simulated data
warehouse workloads to gauge performance of each Fast Track
configuration. These tests use workloads with varying sizes ranging
from 5 to 40 concurrent queries, running from 30 minutes to 1 hour
each.
The following table lists the performance metrics of the Fast
Track reference architectures presented in this paper.
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Table 5 Huawei FTDW RA Performance Metrics
FTDW RA Model
Benchmark Logical
Scan Rate MB/s
Benchmark Physical
Scan Rate MB/s
Fast Track Rated IO
MB/s
Fast Track Rated CSI IO MB/s
Peak Scan Rate MB/s
5TB RH2288V2 w/
SAS HDD 1181 772 976.5 2766.5 1380
4TB RH2288V2 w/ 1x
PCIe SSD 1443.5 1081.5 1262.5 2714 2004
4TB RH2288V2 w/ 2x Mirrored PCIe
SSD
1498 1133 1315.5 2749 2003
10TB RH2288V2 w/ 2x
PCIe SSD 2852.5 2053 2452.75 4411 3865
In the above table,
Benchmark Logical Scan Rate measures how fast data can be read
from buffer cache.
Benchmark Physical Scan Rate measures how fast data can be read
from physical disks.
Fast Track Rated IO is the average of the benchmark logical and
physical scan rates.
Fast Track Rated CSI IO is the average of the logical and
physical scan rates when Column Store Indexing is enabled.
Peak Scan Rate is the maximum scan rate observed during
testing.
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Fast Track Data Warehouse Capacity Summaries
The following table lists the capacity summaries of the Fast
Track reference architectures presented in this paper.
Table 6 Huawei FTDW RA Capacity Summaries
FTDW RA Model Raw Space for
User Data TempDB Space
Fast Track Rated User Data
Capacity (with Compression)
Maximum User Data Capacity
(with Compression)
5TB RH2288V2 w/
SAS HDD 2565 GB 769 GB 5 TB 6.1 TB
4TB RH2288V2 w/ 1x
PCIe SSD 2280 GB 684 GB 4 TB 5 TB
4TB RH2288V2 w/ 2x Mirrored PCIe
SSD
2280 GB 684 GB 4 TB 5 TB
10TB RH2288V2 w/ 2x
PCIe SSD 4560 GB 1048 GB 10 TB 12 TB
In the above table,
Maximum User Data Capacity is the raw data space minus the
recommended space for TempDB database files, multiplied by the Fast
Track compression factor, which is 3.5 for SQL Server 2012. It does
not include any disk headroom that is practically required.
Fast Track Rated User Data Capacity is the optimal, Fast Track
validated user data capacity. It takes into account the Fast Track
Rated IO throughput, as well as the available storage capacity. The
rated performance of the Fast Track system is valid when user data
does not exceed this capacity.
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5. Conclusion
Huawei Microsoft Fast Track Data Warehouse reference
architecture aims to document a set of hardware and software
optimized configurations that are tested and tuned to deliver high
performance and cost effective solutions.
This document describes two classes of configurations. The cost
optimized configuration based on enterprise class SAS HDDs delivers
5TB of rated data capacity at superior performance as compared to
recently published alternative solutions. The performance optimized
configurations based on PCIe SSD cards deliver up to double the
rated capacity and more than double the rated IO throughput as
compared to the SAS HDD based configuration.
Huaweis decades of experiences in designing and manufacturing
mission critical Information and Communication Technology solutions
allow us to offer a broad range of data warehouse solutions based
on Microsoft SQL Server 2012 that are cost effective, highly
available and higher in performance than alternative SMP solutions
on the market.
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Last Revised January 11th, 2013.
Copyright Huawei Technologies Co., Ltd. 2012. All rights
reserved. No part of this document may be reproduced or transmitted
in any form or by any means without prior written consent of Huawei
Technologies Co., Ltd. Trademark Notice HUAWEI and Huawei logo are
trademarks or registered trademarks of Huawei Technologies Co.,
Ltd. Other trademarks, product, service and company names mentioned
are the property of their respective owners. General Disclaimer The
information in this document may contain predictive statements
including, without limitation, statements regarding the future
financial and operating results, future product portfolio, new
technology, etc. There are a number of factors that could cause
actual results and developments to differ materially from those
expressed or implied in the predictive statements. Therefore, such
information is provided for reference purpose only and constitutes
neither an offer nor an acceptance. Huawei may change the
information at any time without notice.
HUAWEI TECHNOLOGIES CO., LTD. Huawei Industrial Base Bantian
Longgang Shenzhen 518129, P.R. China Tel: +86-755-28780808
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1. Executive summary2. Fast Track Reference Architecture
Overview3. Huawei FTDW Reference Architectures3.1 Cost Optimized
Configuration with SAS HDDStripe Element Size3.2 Performance
Optimized Configurations with PCIe SSDStripe Element Size3.3
Application Configuration
4. Huawei FTDW RA Performance Benchmarks5. Conclusion