IBM DB2 Analytics Accelerator has drawn lots of attention from DB2 for z/OS users. In many respects it presents itself as just another DB2 access path (but what a powerful one!) and its deep integration into DB2 as well as application transparency makes it one of the most exciting DB2 enhancements in years. The IBM DB2 Analytics Accelerator complements DB2 by adding industry leading data intensive complex query performance thanks to being powered by the Netezza engine and enhances DB2 to the ultimate database management system that delivers the best of both worlds: transactional as well as analytical workloads. This presentation brings the latest news from the IDAA development and shows the trends and directions in which this technology develops.
Text of IBM DB2 Analytics Accelerator Trends & Directions by Namik Hrle
1. 1 2011 IBM Corporation 2014 IBM Corporation #IDUG IBM DB2
Analytics Accelerator Trends and Directions Namik Hrle IBM April
16, 2013 | Platform: DB2 for z/OS
2. 2 2014 IBM Corporation Agenda What is IBM DB2 Analytics
Accelerator Fast evolution of DB2 Analytics Accelerator Static SQL
support Workload balancing across multiple accelerators Incremental
update enhancements High Performance Storage Server improvements
Easy workload acceleration eligibility assessment More
acceleration, improved functionality, simpler management
3. 3 2014 IBM Corporation IBM DB2IBM DB2 AnalyticsAnalytics
AcceleratorAccelerator Applications DBA Tools, z/OS Console, ... .
. .. . . Operation Interfaces (e.g. DB2 Commands) Application
Interfaces (standard SQL dialects) DB2 LogLog ManagerManager
IRLMIRLM BufferBuffer ManagerManager DataData ManagerManager System
zSystem z Superior availabilitySuperior availability reliability,
security,reliability, security, workload management,workload
management, OLTP performance ...OLTP performance ... Powered
byPowered by PDAPDA True appliance,True appliance, Industry
leadingIndustry leading ease of performanceease of performance
Uniform DB2 service, maintenance, database administration, ...
Uniform and transparent access for transactional and analytical
applications What Is IBM DB2 Analytics Accelerator?
4. 4 2014 IBM Corporation IBM zEnterprise and DB2 Analytics
Accelerator Transaction Processing The hybrid computing platform on
zEnterprise Analytics Workload DB2 Analytics Accelerator and DB2
for z/OS A self-managing, hybrid workload-optimized database
management system that runs every query workload in the most
efficient way, so that each query is executed in its optimal
environment for greatest performance and cost efficiency Supports
transaction processing and analytics workloads concurrently,
efficiently and cost- effectively Delivers industry leading
performance for mixed workloads Driving Revolutionary Change
5. 5 2014 IBM Corporation Agenda What is IBM DB2 Analytics
Accelerator Fast evolution of DB2 Analytics Accelerator Static SQL
support Workload balancing across multiple accelerators Incremental
update enhancements High Performance Storage Server improvements
Easy workload acceleration eligibility assessment More
acceleration, improved functionality, simpler management
6. 6 2011 IBM CorporationIBM Confidential 2014 IBM Corporation
Fast Evolution of IBM DB2 Analytics Accelerator Version 1 IBM Smart
Analytics Optimizer In-memory, column-store, multi-core and SIMD
algorithms Discontinued and replaced by IBM DB2 Analytics
Accelerator Version 2 New name: IBM DB2 Analytics Accelerator
Incorporates Netezza query engine Preserves key V1 value
propositions and adds many more Version 3 Better performance, more
capacity Incremental update High Performance Storage Server Version
4 Much broader acceleration opportunities More enterprise features
Nov 2010Nov 2010 Nov 2011Nov 2011 Nov 2012Nov 2012 Nov 2013Nov
2013
7. 7 2014 IBM Corporation IDAA V3 Highlights Generally
available since November 2012 Propagating DB2 changes to the
accelerator as they happen: Incremental Update Reducing disk
storage cost by archiving data in the accelerator and maintaining
the excellent performance for analytical queries: High Performance
Storage Saver Workload Manager integration Automatic detection of
needs to refresh data in the accelerator More query routing control
for applications (all, eligible) More query offload (e.g. DB2 OLAP
functions) Speeding-up data refresh and reducing associated CPU
cost on System z (1) Accelerating in-database transformation (1)
Enhancing high availability and scaling out (1) Improving
performance of queries that generate very large result sets (1)
Supporting multi-byte EBCDIC data encoding (phase 1) (1) Increasing
capacity to more than 1 petabyte (1) Support for SAP workloads (1)
(1) features retrofitted to V2
8. 8 2014 IBM Corporation IDAA V3 Highlights Additions since GA
Additional query engine: PureData System for Analytics N2001
Support for Netezza operating system 7 Further reduction of CPU
time associated with IDAA load process Up to 30% Enhancements in
DFSMS BSAM routines managing data on the USS pipes z/OS PTFs: z/OS
V1.12 UA68971 z/OS V1.13 UA68972 z/OS V2.1 UA68973 Multiple time
zones in the same accelerator Limited support for LOCAL DATE
setting Support for BITAND and TIMESTAMPDIFF functions Support for
DECFLOAT when used as implicit cast e.g. when comparing different
data types Enhancements to incremental update
9. 9 2011 IBM CorporationIBM Confidential 2014 IBM Corporation
N1001 N2001/N2002 Blade type HS22 HX-5 CPU sockets & cores per
blade 2 x 4 Core Intel CPUs 2 x 8 Core Intel CPUs # Disks 96 x 3.5
/ 1 TB SAS (92 Active) 288 x 2.5 / 600GB SAS2 (240 Active) Raw
Capacity 96 TB 172.8 TB Total Disk Bandwidth ~11 GB/s ~32 GB/s
S-Blades per Rack (cores) 14 (112) 7 (112) S-Blade Memory 24 GB 128
GB Rack Configurations , , 1, 1 , 2, 3, 10 , 1, 2, 4 FPGA Cores /
Blade 8 (2 x 4 Engine Xilinx FPGA) 16 (2 x 8 Engine Xilinx Virtex 6
FPGA) User Data / Rack (assuming 4x compression) 128 TB 192 TB IBM
PureData System for Analytics Models Comparison
10. 2011 IBM CorporationIBM Confidential 2014 IBM Corporation
Speed Through Taking Most of Streaming Capabilities FPGA CoreCPU
Core DecompressProjectRestrict Visibility Complex Joins, Aggs, etc.
S-Blade Table Cache DB2 for z/OS 130 MB/s 1300 MB/s 1000 MB/s1000
MB/s 4x compression assumed 130 MB/s 65 MB/s 2.5 drives per core
325 MB/s FPGA CoreCPU Core DecompressProjectRestrict Visibility
Complex Joins, Aggs, etc. S-Blade Table Cache DB2 for z/OS 120 MB/s
480 MB/s 500 MB/s800 MB/s 4x compression assumed N200xN200x
N1001N1001
12. 12 2011 IBM CorporationIBM Confidential 2014 IBM
Corporation Growth On Demand Example One rack for approximately
same price as a half of the rack Model name: (Minimum capacity)
N2001-010 defined as 24TB (raw) and 50% performance Model name:
(Extra capacity) N2001-010 defined as 6TB storage (raw) and GRA
resource increment of 12.5% performance There is a small premium
for buying as you grow Growth on Demand vs. Standalone
Purchase
13. 13 2014 IBM Corporation BITAND and TIMESTAMPDIFF Support
Queries using the following functions with INTEGER, SMALLINT and
BIGINT data types are eligible for routing to the accelerator:
BITAND BITANDNOT BITOR BITXOR BITNOT Queries using these functions
with DECIMAL, DOUBLE, REAL and DECFLOAT data types are not eligible
for routing to the accelerator DB2 execution of TIMESTAMPDIFF is an
estimate 1 month = 30 days 1 year = 365 days However, if the
function is executed by the accelerator, the calculation will
account for leap years and months with 31 days Therefore, different
results are expected between the same query execution on DB2 vs.
accelerator BITAND TIMESTAMPDIFF
14. 14 2014 IBM Corporation Limited DECFLOAT Support IDAA still
does not support explicitly defined DECFLOAT columns and queries
that explicitly or implicitly return DECFLOAT column, e.g. SELECT
C2+'2147483648' FROM ... and C2 is integer. However, if the
DECFLOAT is used implicitly by DB2, for example when comparing
different data types, that is no longer obstacle for routing
queries to the accelerator DB2 will cast to DOUBLE instead of
DECFLOAT before routing to the accelerator Examples: SELECT FROM
WHERE C2+'2147483648' > 12 The OLAP functions CORR, COVAR, and
COVAR_SAMP will now offload as long as none of the arguments are
DECFLOAT. The result datatype for these OLAP functions is actually
DOUBLE, not DECFLOAT. DB2 uses DECFLOAT for processing the OLAP
function, but the return datatype is DOUBLE. There may be other
scalar functions that were previously blocked from offload because
it returned a DECFLOAT result that will now offload if the function
is not in the top SELECT list. Note that a loss of precision can
occur
15. 15 2014 IBM Corporation Version 4 at a Glance More Query
Acceleration Enhanced Capabilities Improved Transparency Static SQL
Improved scalability of Incremental Update Automatic workload
balancing with multiple accelerators DB2 11 (2) Better performance
of Incremental Update New RTS 'last-changed-at' timestamp (2)
Multi-row fetch from local applications Improved performance for
large result sets (2) Automated NZKit installation EBCDIC and
Unicode in the same DB2 system and accelerator Better access
control for HPSS archived partitions Built-in Restore for HPSS NOT
IN and ALL predicates (3) HPSS archiving to multiple accelerators
Protection for image copies created by HPSS archiving process FOR
BIT DATA support (3) Extending WLM support to local applications
Profile controlled special registers (2) 24:00:00 time value (3)
Rich system scope monitoring Improved continuous operations for
Incremental Update MEDIAN support (3) Reporting prospective CPU
cost and elapsed time savings Refreshing IDAA table without table
lock even if incremental updated active (3) Separation of duties
for accelerator system administration operations Static SQL and
workload balancing enablement migration tool (3) Support for N2002
hardware (3) Incremental Update continues replicating even for
tables in AREO state (3) Loading from flat file or image copy (1)
Loading in parallel to DB2 and accelerator (1) Loading data as of
any past point in time (1) Loading data to accelerator only (1) E n
a b l i n g n e w u s e c a s e s (1) delivered by a separate tool
(2) DB2 11 only (3) IDAA V4.1.2 (PTF2 March 2014)
16. 16 2014 IBM Corporation Agenda What is IBM DB2 Analytics
Accelerator Fast evolution of DB2 Analytics Accelerator Static SQL
support Workload balancing across multiple accelerators Incremental
update enhancements High Performance Storage Server improvements
Easy workload acceleration eligibility assessment More
acceleration, improved functionality, simpler management
17. 17 2014 IBM Corporation Static SQL Support The most
requested feature since the accelerator's first release Presumably
many customers implemented reporting workloads on System z using
static SQL Well, the request is addressed in V4 Statically bound
queries on active or archived data can be routed to the accelerator
New BIND options QUERYACCELERATION GETACCELARCHIVE The possible
values match the existing special register and zparm semantics
Acceleration for static queries is determined and fixed at package
bind time Tables must be defined to an accelerator and enabled for
acceleration prior to binding the package Accelerator must be
active and started when the static query runs
18. 18 2014 IBM Corporation Workload Assessment Techniques for
Static SQL select collid, name, statement from sysibm.syspackstmt
where explainable = 'Y' and collid = '' and name = '' Application
extract SQL from EXEC SQL SQL monitoring tools such as OMPE, QM,
... Get top 10 - 50 statements and identify acceleration candidates
oror Get referenced tables and views DDL (no data) Convert and run
statements as dynamic SQL Send to IBM EXPLAIN on IBM system IBM
produces list of statements and their acceleration eligibility
Create virtual accelerator and add relevant tables to it Run
EXPLAIN using virtual accelerator Produce list of statements and
their acceleration eligibility Follow existing workload assessment
procedure engage IBM IBM produces standard PDF Option A Option B
Option C
19. 19 2014 IBM Corporation Agenda What is IBM DB2 Analytics
Accelerator Fast evolution of DB2 Analytics Accelerator Static SQL
support Workload balancing across multiple accelerators Incremental
update enhancements High Performance Storage Server improvements
Easy workload acceleration eligibility assessment More
acceleration, improved functionality, simpler management
20. 20 2014 IBM Corporation Efficient Workload Balancing across
Multiple Accelerators No workload balancing across multiple
accelerators DB2 selects an eligible accelerator in a
non-deterministic fashion All eligible queries are routed to that
accelerator Workaround involves manually distributing tables across
accelerators All tables can be defined and loaded in every
accelerator but the sets of enabled tables differ across the
accelerators Requires careful planning and very good understanding
of the query workload Inflexible Suboptimal use of the combined
accelerator resources High availability procedures must include
steps to enable tables that are normally disabled in the failover
accelerator V3V3
21. 21 2014 IBM Corporation Workload Balancing across Multiple
Accelerators in V3V3 DB2 F1 F2 D1 D2 D3 D4 Accelerator Y F1 F2 D1
D2 D3 D4 Accelerator X F1 F2 D1 D2 D3 D4 disabled disabled Select
from F1, Dx Select from F2, Dx ... but only assuming uniform
distribution of queries across F1 and F2
22. 22 2014 IBM Corporation DB2 F1 F2 D1 D2 D3 D4 Accelerator Y
F1 F2 D1 D2 D3 D4 Accelerator X F1 F2 D1 D2 D3 D4 disabled disabled
Select from F1, Dx Select from Dx ... Select from Dx ... Select
from Dx ... Select from F2, Dx ... Workload Balancing across
Multiple Accelerators in V3V3
23. 23 2014 IBM Corporation Efficient Workload Balancing across
Multiple Accelerators No workload balancing across multiple
accelerators DB2 selects an eligible accelerator in a
non-deterministic fashion All eligible queries are routed to that
accelerator Workaround involves manually distributing tables across
accelerators All tables can be defined and loaded in every
accelerator but the sets of enabled tables differ across the
accelerators Requires careful planning and very good understanding
of the query workload Inflexible Suboptimal use of the combined
accelerator resources High availability procedures must include
steps to enable tables that are normally disabled in the failover
accelerator V3V3 Automated workload balancing across multiple
accelerators Accelerators notify DB2 about their resource
utilization Utilization determined based on the accelerator's
capacity and request queue length Regularly sent to all the
attached DB2 systems via the heartbeat signal DB2 checks the
utilization for every eligible accelerator and routes the query to
the most optimal one Migration was not smooth at GA, but it is
addressed in PTF2 In order to benefit from workload balancing the
associated tables needed to be redefined to the accelerators
Workload balancing functions across mixed, V3 and V4, accelerators,
but at least two of them need to be at V4 V4V4
24. 24 2014 IBM Corporation DB2 F1 F2 D1 D2 D3 D4 Accelerator Y
F1 F2 D1 D2 D3 D4 Accelerator X F1 F2 D1 D2 D3 D4 Select from F1,
Dx Select from F2, Dx, ... Select from Dx ... Select from Dx ...
Select from F1, Dx Select from F2, Dx, ... Select from Dx ...
Select from Dx ... utilization capacity utilization capacity
Workload Balancing across Multiple Accelerators in V4V4
25. 25 2014 IBM Corporation Agenda What is IBM DB2 Analytics
Accelerator Fast evolution of DB2 Analytics Accelerator Static SQL
support Workload balancing across multiple accelerators Incremental
update enhancements High Performance Storage Server improvements
Easy workload acceleration eligibility assessment More
acceleration, improved functionality, simpler management
26. 26 2014 IBM Corporation Incremental Update Enhancements
Each DB2 system using incremental update requires a dedicated
replication apply agent on the accelerator Replication apply agent
needs at least 4GB of memory This limits the number of DB2 systems
connected to the same N1001 accelerator to theoretically 4, but
practically 2. If a table enabled for replication needs to be
reloaded, the replication is stopped for all tables Disruptive for
continuous operations Log reader returns all the log records to the
capture agent which needs to select only those belonging to the
tables that are enabled for replication V3V3 A single replication
apply agent can service up to 10 connected DB2 systems Still,
exercise common sense in preventing overloading the accelerator
Reloading a table enabled for replication does not affect any other
table. They continue to be replicated Particularly useful when
replicated tables got changed via non-logged operations Log reader
filters the relevant log records during the retrieval Enabled by
IFI enhancements in DB2 11 (and ported back to DB2 10 and IDAA V3)
Better performance and lower overall CPU utilization on System z
V4V4
27. 27 2014 IBM Corporation Agenda What is IBM DB2 Analytics
Accelerator Fast evolution of DB2 Analytics Accelerator Static SQL
support Workload balancing across multiple accelerators Incremental
update enhancements High Performance Storage Server improvements
Easy workload acceleration eligibility assessment More
acceleration, improved functionality, simpler management
28. 28 2014 IBM Corporation High Performance Storage Saver
Major saving of host disk space for historical data Year Year
-7Year -2 Year -3 Year -4 Year -5Year -1 Historical Data Current
Data One Quarter = 3.57% of 7 years of data One Month = 1.12% of 7
years of data 4Q 4Q 1Q 2Q 3Q 4Q 1Q 2Q 3Q 4Q 1Q 2Q 3Q 4Q 1Q 2Q 3Q 4Q
1Q 2Q 3Q 1Q 2Q 3Q 4Q 1Q 2Q 3Q
29. 29 2014 IBM Corporation Storing historical data in
accelerator only Accelerator Part #1Query from Application Or No
longer present on DB2 Storage Part #1 Part #2 Part #3 Part #4 Part
#5 Part #6 Part #7 DB2 Active Historical Time-partitioned tables
where: only the recent partitions are used in a transactional
context (frequent data changes, short running queries) the entire
table is used for analytics (data intensive, complex queries). High
Performance Storage Savers Archive Process: Data is loaded into
Accelerator if not already loaded Automatically takes Image Copy of
each partition to be archived Automatically remove data from DB2
archived tablespace partitions DBA starts archived partitions as
read-only High Performance Storage Saver
30. 30 2014 IBM Corporation High Performance Storage Server
Enhancements at a Glance Data integrity exposure Inserts and
updates to archived partitions are not systemically prevented The
changes are not supposed to happen based on the usage scenarious,
but there is no guarantee they would happen Image copies generated
during archiving process have special importance Need to be handled
with special care Restoring archived partitions is a complex
procedure that must be performed manually Table cannot be archived
to multiple accelerators No appropriate support for high
availability V3V3 Archived partitions are placed into a new PRO
state that prevents data modifications Several image copy
enhancements No new image copies can be created for partitions in
the PRO status Up to 4 image copies per partition can be created
Naming schema based on templates Restore of archived partitions
encapsulated in an administrative stored procedure Table can be
archived in multiple accelerators Image copy used as the source for
subsequent accelerators V4V4
31. 31 2014 IBM Corporation backup part n backup part n-1
backup part 1 backup part 2 backup part n ... backup part n-1
Initial Situation Before Archiving Application DB2 Accelerator
backup part 1 backup part 2 backup part n ... SELECT FROM X
routing? backup part n-1 part n part n-1 part n-2 part 2 part 1 . .
. tableX part n part n-1 part n-2 part 2 part 1 . . . tableX no
backup part 1 backup part 2 backup part 1 backup part 2 backup part
n backup part n-1 DB2 recovery site yes ... ...
32. 32 2014 IBM Corporation backup part n backup part n-1
backup part 1 backup part 2 backup part n ... backup part n-1
Supplied Stored Procedure Encapsulates Archiving Procedure
Application DB2 Accelerator backup part 1 backup part 2 backup part
n ... backup part n-1 part n part n-1 part n-2 part 2 part 1 . . .
tableX part n part n-1 part n-2 part 2 part 1 . . . tableX backup
part 1 backup part 2 backup part 1 backup part 2 backup part n
backup part n-1 DB2 recovery site ... ... CALL stored procedure
ACCEL_ARCHIVE_ TABLES partitions specification 'partitions
specification' is given in terms of which tables and which
partitions should be moved to the accelerator. Let's say that in
this particular example only the last two partitions n and n-1 of
table X should stay in DB2 As of V4As of V4, the names and the
number of image copies, up to 2 local and 2 remote, to be created
are specified in the template member ACTENV In this particular
example the table is already defined and loaded to the accelerator.
You can also first archive partitions and subsequently load into
accelerator the active ones. The effect is the same.
33. 33 2014 IBM Corporation backup part n backup part n-1
backup part 1 backup part 2 backup part n ... backup part n-1
Partitions to be Archived Are Firstly Backed Up Application DB2
Accelerator part n part n-1 part n-2 part 2 part 1 . . . tableX
part n part n-1 part n-2 part 2 part 1 . . . tableX backup part 1
backup part 2DB2 recovery site ... CALL stored procedure
ACCEL_ARCHIVE_ TABLES partitions specification As of V4As of V4,
the archiving process can generate multiple image copies according
to specification in the template backup part 1 backup part 2 backup
part n ... backup part n-1 backup part 1 backup part 2 backup part
n backup part n-1 ...
34. 34 2014 IBM Corporation backup part n backup part n-1
backup part 1 backup part 2 backup part n ... backup part n-1 Old
Partitions are Deleted from DB2 Application DB2 Accelerator As of
V4As of V4, the PRO status for archived partitions implicitly
protects image copies, i.e. no further image copies can be created
backup part 1 backup part 2 backup part n ... backup part n-1 part
n part n-1 part n-2 part 2 part 1 . . . tableX backup part 1 backup
part 2 backup part 1 backup part 2 backup part n backup part n-1
... ... CALL stored procedure ACCEL_ARCHIVE_ TABLES partitions
specification As of V4As of V4, these partitions are set to the PRO
status (PERSISTENT READ ONLY) which prevents data modifying
operations. Offending applications receive -904, 00C90635 part n
part n-1 Old partitions are still present in the table, but they
are empty and the disk space use is limited to the primary
allocation quantity which can be made very small tableX DB2
recovery site
35. 35 2014 IBM Corporation Applications Have Transparent
Access Application DB2 Accelerator part n part n-1 tableX SELECT
FROM X routing ? SELECT FROM X part n part n-1 part n-2 part 2 part
1 . . . tableX Set zparm (1) or Set special register (2) (1) Set
once on global scope, without application changes (2) Set within
the application and allows changing the scope on a per-statement
level no yes No SQL Statement Changes Needed no changes in V4no
changes in V4
36. 36 2014 IBM Corporation Restoring Archived Partitions
Application DB2 Accelerator backup part 1 backup part 2 backup part
n ... backup part n-1 part n part n-1 part n-2 part 2 part 1 . . .
tableX part n part n-1 tableX In V3V3 restoring archived partitions
was a manual procedure. In V4V4, it is automated. new in V4new in
V4
37. 37 2014 IBM Corporation Restoring Archived Partitions
Application DB2 Accelerator backup part 1 backup part 2 backup part
n ... backup part n-1 part n part n-1 part n-2 part 2 part 1 . . .
tableX part n part n-1 tableX CALL stored procedure
ACCEL_RESTORE_ARCHIVE_ TABLES partitions specification 'partitions
specification' is given in terms of which tables and which
partitions should be restored. Let's say that in this particular
example only partition 2 is to be restored. new in V4new in V4 part
2 Automated procedure for restoring any number (including all) of
archived partitions and making them active in DB2 again. The
acceleration status does not change,
38. 38 2014 IBM Corporation Exploiting TEMPLATE Capabilities
New AQTENV environment variables to allow up to 4 image copies:
AQT_ARCHIVE_COPY1 AQT_ARCHIVE_COPY2 AQT_ARCHIVE_RECOVERYCOPY1
AQT_ARCHIVE_RECOVERYCOPY2 Each value is a template specification as
in the DB2 TEMPLATE utility, e.g.
AQT_ARCHIVE_COPY1=&USERID..&DB..&TS..P&PART..&UNIQ.
Following requirements apply to the values: variables can be used
as documented for the DB2 COPY Utility variables &SEQ,
&LIST, &DSNUM cannot be used for IBM DB2 Analytics
Accelerator values must evaluate to qualifiers that are mapped by
DFSMS to a suitable data class (as in V3 with static HLQ prefix)
values must ensure uniqueness of names among all archived
partitions. recommendation: use variables &PART and &UNIQ
for that purpose values must evaluate to valid z/OS dataset names
V3 environment variable AQT_ARCHIVECOPY_HLQ is no loger
supported
39. 39 2014 IBM Corporation Archiving Table on Multiple
Accelerators A given table can be archived to one accelerator only
No appropriate support for high availability including disaster
recovery V3V3 A table can be archived on multiple accelerators
Archiving performed once per accelerator not a single step for
multiple accelerators For that accelerator on which a table is
archived column SYSACCELERATEDTABLES(ARCHIVE) is set to 'A' For
other accelerators the column is set to 'C' If ACCEL_ARCHIVE_TABLE
is called for an already archived table then it will archive the
table also on the new accelerator by using available image copy
data To archive a table from image copy to an accelerator at least
one accelerator having this table already archived must be active
V4V4
40. 40 2014 IBM Corporation Agenda What is IBM DB2 Analytics
Accelerator Fast evolution of DB2 Analytics Accelerator Static SQL
support Workload balancing across multiple accelerators Incremental
update enhancements High Performance Storage Server improvements
Easy workload acceleration eligibility assessment More
acceleration, improved functionality, simpler management
41. 41 2014 IBM Corporation Workload Acceleration Eligibility
Assessment IBM CoE assessment procedure Most detailed assessment
Dynamic SQL only Low intensity engagement by customers Virtual
accelerators Reports acceleration eligibility only Dynamic SQL only
Run by customers, moderate effort needed Optim Query Workload Tuner
What-if analysis V3V3 IBM CoE assessment procedure Most detailed
assessment Low intensity engagement by customers for dynamic SQL
Moderate intensity engagement by customers for static SQL Virtual
accelerators Reports acceleration eligibility only Dynamic and
static SQL Run by customers, moderate effort needed Optim Query
Workload Tuner What-if analysis Accelerator modelling Provided by
DB2 instrumentation Dynamic and static SQL Very low effort for
customers CPU cost and elapsed time prospective savings It might
require follow up with IBM CoE assessment procedure V4V4
42. 42 2014 IBM Corporation Accelerator Modelling Provides
indicators for possible CPU and elapsed time savings if IBM DB2
Analytics Accelerator was available It does not require presence of
the accelerator DB2 11 or DB2 10 Controlled by new zparm ACCELMODEL
which can be set to YES or NO Changeable online If set to YES, DB2
accounting records (IFCIDs 3 and 148) include projected CPU ad
elapsed time savings Both the zparm and special register CURRENT
QUERY ACCELERATION must be set to NONE However, EXPLAIN will still
indicate if the query is eligible for acceleration and, if not, the
reason why in DSN_STATEMNT_TABLE.REASON Like with any DB2
instrumentation, the new timers need to be formatted and reported
by a monitor For more granular and detail analysis, such as
projected cost saving per statement, request the existing IBM CoE
assessment procedure or use Optim Query Workload Tuner
Functionality delivered via two DB2 10 APARs PM90886: Covers the
existing V3 acceleration capability PM95035: Adds the new V4
acceleration capabilities, such as static SQL REBIND needed to
enable acceleration modelling
43. 43 2014 IBM Corporation Accelerator Modelling as Reported
by OMPE MEASURED/ELIG TIMES APPL (CL1) DB2 (CL2)
------------------- ---------- ---------- ELAPSED TIME 4.830139
4.740227 ELIGIBLE FOR ACCEL N/A 4.442327 CP CPU TIME 6.337894
6.336111 ELIGIBLE FOR SECP 4.990042 N/A ELIGIBLE FOR ACCEL N/A
6.329119 SE CPU TIME 0.000000 0.000000 ELIGIBLE FOR ACCEL N/A
0.000000 1 2 3 1 Elapsed time that can be significantly reduced
because the qualifying statements in the reported plan execution
could be routed to the accelerator. If the statements are executed
in parallel, the reduced elapsed time relates to the parent task
only. 2 The part of CPU time spent on general purpose processors
that can be saved to a large extent because the qualifying
statements in the reported plan execution could be routed to the
accelerator. If the statements are executed in parallel, the CPU
saving includes the parent and all the subordinated parallel tasks.
3 The part of CPU time spent on specialty engine processors that
can be saved to a large extent because the qualifying statements in
the reported plan execution could be routed to the accelerator. If
the statements are executed in parallel, the CPU saving includes
the parent and all the subordinated parallel tasks.
44. 44 2014 IBM Corporation Agenda What is IBM DB2 Analytics
Accelerator Fast evolution of DB2 Analytics Accelerator Static SQL
support Workload balancing across multiple accelerators Incremental
update enhancements High Performance Storage Server improvements
Easy workload acceleration eligibility assessment More
acceleration, improved functionality, simpler management
45. 45 2014 IBM Corporation Setting Acceleration Options
without Application Changes What to accelerate? NONE | ENABLE |
ENABLE WITH FAILBACK | ELIGIBLE | ALL Read archived data? NO | YES
System scope: zparms QUERY_ACCELERATION GET_ACCEL_ARCHIVE Statement
scope: special registers CURRENT QUERY ACCELERATION CURRENT
GET_ACCEL_ARCHIVE Application scope JDBC and ODBC applications BIND
PACKAGE Application can be qualified by any identifier supported by
DB2 profile tables V4V4 System scope: zparms QUERY_ACCELERATION
GET_ACCEL_ARCHIVE Statement scope: special registers CURRENT QUERY
ACCELERATION CURRENT GET_ACCEL_ARCHIVE Application scope JDBC
applications: specify special registers in connection URL ODBC
applications: specify special registers in db2dsdriver.cfg
V3V3
46. 46 2014 IBM Corporation Workload Manager Integration
Enhancements Workload Manager integration introduced in V3 DB2
detects WLM service class and importance level and sends it to the
accelerator with each query submitted from a remote
applicationremote application. The local applications such as
SPUFI, TEP3, CICS, IMS are not supported The accelerator maps the
importance level to a Netezza priority and alters the session prior
to query execution, using the corresponding priority. Also threads
scheduled will have their priorities adjusted. The changes in
prioritization after query start are not reflected Netezza supports
only 4 different priority levels, therefore multiple WLM importance
levels have to be mapped against the same Netezza priority. V4
extends the support to the local applicationslocal applications as
well Mapping changes apply to both remote and local applications
WLM Importance Level Netezza Priority System Critical Critical
Importance 1 Critical Critical Importance 2 High Critical
Importance 3 Normal High Importance 4 Normal Normal Importance 5
Normal Low Discretionary Low Low V3V3 V4V4
47. 47 2014 IBM Corporation Multi-row Fetch Support for Local
Applications If a cursor within a application that is locally
connected to DB2 uses multi-row fetch, the query does not qualify
for acceleration This disables acceleration for local applications
that use good programming practices to improve performance and
reduce CPU cost The remotely connected applications are not exposed
to this deficiency V3V3 The restriction is removed Queries need to
specify: WITH ROWSET POSITIONING on PREPARE or DECLARE CURSOR FETCH
NEXT ROWSET with FOR N ROWS clause when fetching Rowset size must
be the same for each FETCH NEXT ROWSET Target host variables must
be specified The local query must use WITHOUT RETURN (the default
clause) on PREPARE or DECLARE CURSOR Query is not a part of an SQL
PL routine V4V4
48. 48 2014 IBM Corporation System Scope Monitoring Basic
statistics about DB2 resources involved in communicating with the
accelerator Basic statistics about accelerator activity The data
collected by accelerator and sent back to DB2 via the heartbeat
mechanism, i.e. every 20 seconds. Both types of statistics
externalized by DB2 Statistics Trace in SMF 100, i.e. IFCID 2
Formatted and reported by traditional DB2 performance monitors
Displayed by DISPLAY ACCEL command V3V3 Existing set of statistics
is greatly enhanced by new indicators to help: Perfomance
monitoring Charge-back Capacity planning Problem determination Many
indicators are provided in pairs: Per accelerator Per DB2 connected
to the accelerator Includes comprehensive statistics about
incremental update The mechanism for collecting and externalizing
the statistics stays the same V4V4
49. 49 2014 IBM Corporation System Scope Monitoring as Reported
by OMPE Q100 FOR SUBSYSTEM ONLY QUANTITY Q100 TOTAL ACCELERATOR
QUANTITY ----------------------------------- --------------------
------------------------------------ -------------------- QUERIES
SUCCESSFULLY EXECUTED 1.00 QUERIES SUCCESSFULLY EXECUTED 1.00
QUERIES FAILED TO EXECUTE 1.00 QUERIES FAILED TO EXECUTE 1.00
CURRENTLY EXECUTING QUERIES 0.00 CURRENTLY EXECUTING QUERIES 0.23
MAXIMUM EXECUTING QUERIES 1.00 MAXIMUM EXECUTING QUERIES 1.00 CPU
TIME EXECUTING QUERIES 1.290000 CPU TIME EXECUTING QUERIES 1.290000
CPU TIME LOAD/ARCHIVE/RESTORE 15:42.600000 CPU TIME
LOAD/ARCHIVE/RESTORE 15:42.600000 CONNECTS TO ACCELERATOR 4.00
ACCELERATOR SERVER START 09/05/13 13:36:48.19 REQUESTS SENT TO
ACCELERATOR 6.00 ACCELERATOR STATUS CHANGE 09/09/13 11:47:05.22
TIMED OUT 0.00 FAILED 0.00 DISK STORAGE AVAILABLE (MB) 48000959.97
BYTES SENT TO ACCELERATOR 7618.00 IN USE FOR ACCEL DB - ALL DB2
(MB) 1932487.60 BYTES RECEIVED FROM ACCELERATOR 2707.00 IN USE FOR
ACCEL DB - THIS DB2(MB) 64322.60 MESSAGES SENT TO ACCELERATOR 33.00
MESSAGES RECEIVED FROM ACCEL 33.00 MAXIMUM QUEUE LENGTH 0.00 BLOCKS
SENT TO ACCELERATOR 0.00 CURRENT QUEUE LENGTH 0.00 BLOCKS RECEIVED
FROM ACCELERATOR 2.00 AVG QUEUE WAIT ELAPSED TIME 0.021328 ROWS
SENT TO ACCELERATOR 0.00 MAX QUEUE WAIT ELAPSED TIME 0.945941 ROWS
RECEIVED FROM ACCELERATOR 53.00 WORKER NODES 7.00 TCP/IP SERVICES
ELAPSED TIME 28:18.061328 WORKER NODES DISK UTILIZATION (%) 2.40
ELAPSED TIME IN ACCELERATOR 7.791182 WORKER NODES AVG CPU
UTILIZATION (%) 23.14 WAIT TIME IN ACCELERATOR 0.099476 COORDINATOR
CPU UTILIZATION (%) 8.71 PROCESSORS 224.00 CPU TIME FOR REPLICATION
N/P DATA SLICES 240.00 LOG RECORDS READ N/P LOG RECORDS FOR ACCEL
TABLES N/P CPU TIME FOR REPLICATION N/P LOG RECORD BYTES PROCESSED
N/P LOG RECORDS READ N/P INSERT ROWS FOR ACCEL TABLES N/P LOG
RECORDS FOR ACCEL TABLES N/P UPDATE ROWS FOR ACCEL TABLES N/P LOG
RECORD BYTES PROCESSED N/P DELETE ROWS FOR ACCEL TABLES N/P INSERT
ROWS FOR ACCEL TABLES N/P REPLICATION LATENCY IN SECONDS N/P UPDATE
ROWS FOR ACCEL TABLES N/P REPLICATION STATUS CHANGE N/P DELETE ROWS
FOR ACCEL TABLES
50. 50 2014 IBM Corporation NOT IN and ALL predicate Support
Queries using the following predicates are now eligible for routing
to the accelerator: NOT IN ALL where can be any of =, , >, >,
>=,