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Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Under	the	Hood	of	the	Smartest	Availability	
Features	in	Oracle's	Autonomous	Database	
	
Markus	Michalewicz	–	Senior	Director	of	Product	Management,		
Database	HA	&	Scalability		
	
	
	
November	20,	2018	
	Markus.Michalewicz@oracle.com		
	@OracleRACpm	
	http://www.linkedin.com/in/markusmichalewicz			
	http://www.slideshare.net/MarkusMichalewicz
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Safe	Harbor	Statement	
The	following	is	intended	to	outline	our	general	product	direction.	It	is	intended	for	
information	purposes	only,	and	may	not	be	incorporated	into	any	contract.	It	is	not	a	
commitment	to	deliver	any	material,	code,	or	functionality,	and	should	not	be	relied	upon	
in	making	purchasing	decisions.	The	development,	release,	and	timing	of	any	features	or	
functionality	described	for	Oracle’s	products	remains	at	the	sole	discretion	of	Oracle.	
3
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Program	Agenda	
Overview	
Database	Smart	Features	
Smarter	on	Engineered	Systems	
“Autonomous	Database	Smart”	
1	
2	
3	
4	
4
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Program	Agenda	
Overview	
Database	Smart	Features	
Smarter	on	Engineered	Systems	
“Autonomous	Database	Smart”	
1	
2	
3	
4	
5
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Oracle	Autonomous	Database	Highlights	
6	
Self-Driving	
Automates	database	and	
infrastructure	management,	
monitoring,	tuning	
Self-Securing	
Protects	from	both	
external	attacks	and	
malicious	internal	users	
Self-Repairing	
Protects	from	all	
downtime	including	
planned	maintenance	
Enabled	by	Applied	Machine	Learning
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 7	
	 	 																				 																																													 	 	 	 	
	 	 	 	 	 	 	 					Automatic	Columnar	Cache	
	 																				Autonomous	Health	Framework	
	 													Automatic	Diagnostic	Framework	
																																																																																																																				Automatic	Refresh	of	Database	Clone	
																																																																																																											Automatic	Capture	of	SQL	Monitor	
																																																																																																		Automatic	Data	Optimization	
																																																																																										Automatic	Workload	Replay	
																																																																																		Automatic	Storage	Indexes						
																																																																										Automatic	SQL	Tuning		
																																																																	Automatic	Segment	Space	Management	
																																																								Automatic	Statistics	Gathering	
																																														Automatic	Storage	Management(ASM)	
																																				Automatic	Workload	Repository	(AWR)	
																												Automatic	DB	Diagnostic	Monitor	(ADDM)	
																					Automatic	Memory	Management	
														Automatic	Undo	Management	
							Automatic	Query	Rewrite	
																																																				
Journey	to	Autonomous	Database	
Oracle	has	invested	thousands	of	engineer	years	automating	key	database	functions
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Some	Automatic	Features	Will	Become	“Smart	Features”	
8	
•  “Smart	Features”	are	automatic	features	that	are	executed	as	needed	
using	real	time	analysis	of	data	at	the	moment	of	execution	
•  Examples:	
– Automatic	Data	Optimization,	SQL	Plan	Management,	Hang	Manager	
– Recovery	Buddies,	Smart	Fencing	
– Autonomous	Health	Framework	features
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Automation	
9	
Engineered	Systems	 Oracle	Cloud	
Three	Components	to	Ensure	Success	
Automated	DC	&	DB	Operations	Expanded	Infrastructure	Automation	Expanded	Database	Automation
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Program	Agenda	
Overview	
Database	Smart	Features	
Smarter	on	Engineered	Systems	
“Autonomous	Database	Smart”	
1	
2	
3	
4	
10
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Automatic		
Data	Optimization	
11
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Policy	3	
Policy	2	
Automatic	Data	Optimization	
Heat	
Map	
•  An	in-memory	heat	map	tracks	disk	based	block	and	
segment	access	
–  Heat	map	is	periodically	written	to	storage	
–  Data	is	accessible	by	views	or	stored	procedures	
•  Users	can	attach	policies	to	automatically	manage	
segments	based	on	access	
–  Tables,	Partitions	or	Sub-partitions	can	be	moved	in	and	out	
of	the	In-Memory	Column	Store,	between	storage	tiers	and	
compression	levels	
–  Online,	no	impact	to	data	availability	
–  It	is	NOT	an	archive	and	purge	solution	
•  Part	of	the	Advanced	Compression	Option	
Policy	1	
12
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Automatic	Data	Optimization	–	Defining	Policies	
•  Policy	action	include:	
•  set	(NO)	INMEMORY	or		MEMCOMPRESS		level	
•  Advanced	compress	levels	
•  Tier	data	to	lower	cost	storage	
•  Policy	criteria	include:	
•  after	<time>	of	no	access	
•  after	<time>	of	creation	
•  after	<time>	of	no	modification	
•  on	<user	defined	boolean	function>	
•  Actions	run	in	maintenance	window	
•  Also	possible	to	run	policies	manually	
•  dbms_ilm.execute_ilm	procedure	
13	
ALTER TABLE sales ILM ADD POLICY …
inmemory
after 1 days of creation;
No inmemory
after 30 days of creation;
memcompress for capacity
after 3 days of no modification;
compress for archive high
after 90 days of no access;
Tier to medium_storage_ts
on MyCustomPolicyFunction;
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
SQL	Plan		
Management	
14	
EMP	 DEPT	
HASH
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Plan	Stability	is	Critical	For	Predictable	Performance	
•  Unpredictable	changes	can	happen	to	an	execution	plan	
•  Avoiding	plan	changes	is	the	only	method	to	avoid	performance	regression	
– Lock	statistics	to	prevent	them	from	changing	does	guarantee	the	plan	won’t	change	
– Freezing	an	execution	plan	with	a	Stored	Outline,	which	have	been	deprecated!	
– No	mechanism	for	plans	to	evolve!	
15	
•  Solution:	use	SQL	Plan	Management	
– Optimizer	automatically	manages	‘execution	plans’	
•  Only	known	and	verified	plans	are	used	
– Plan	changes	are	verified	
•  Only	comparable	or	better	plans	are	used	going	forward		
Available	in	18c	
Standard	Edition
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
How	SPM	Works	
16	
SELECT count(empno) tot
FROM emp e, dept d
WHERE e.deptno=d.deptno
AND d.dname=’SALES’;
SQL	statement	is	submitted		1
Plan	history	
Plan	baseline	
NL	
EMP	 DEPT	
								During	hard	parse		
								Optimizer	determines	execution	plan	
2
Acceptable	plan	
Execute	
									Before	execution,	the	plan	is	compared		
									to	the	plan	in	the	baseline	to	confirm	it’s	
									acceptable	
3
NL	
EMP	 DEPT
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Plan	history	
Plan	baseline	
How	SPM	Works	
17	
HJ	
EMP	 DEPT	
									During	hard	parse		
								Optimizer	determines	execution	plan	2
Plan	Unacceptable	
NL	
EMP	 DEPT	
									Before	execution,	the	plan	is	compared		
									to	the	plan	in	the	baseline	to	confirm	it’s	
									acceptable	
3
HJ	
EMP	 DEPT	
									If	the	plan	does	not	match	an	accepted	
									plan	in	the	SQL	plan	baseline	it	is	added	
									to	the	plan	baseline	but	not	executed	
4
SQL	statement	is	submitted		1
SELECT count(empno) tot
FROM emp e, dept d
WHERE e.deptno=d.deptno
AND d.dname=’SALES’;
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Plan	history	
Plan	baseline	
How	SPM	Works	
18	
NL	
EMP	 DEPT	
HJ	
EMP	 DEPT	
NL	
EMP	 DEPT	
Execute	
Acceptable	plan	
SELECT count(empno) tot
FROM emp e, dept d
WHERE e.deptno=d.deptno
AND d.dname=’SALES’;
									Only	an	accepted	plan	will	be	use	5
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Automatic	SQL	Plan	Management		
•  New	evolve	auto	task	running	in	the	maintenance	window	
– Ranks	all	non-accepted	plans	and	runs	evolve	process	for	them	
• Newly	found	plans	are	ranked	the	highest	
– If	new	plan	performs	better	than	existing	plan	it	is	automatically	accepted	
– If	new	plan	performs	worse	than	existing	plan	it	will	remain	unaccepted	
– Poor	performing	plans	will	not	be	retried	for	30	days	and	then	only	if	the	statement	is	
active	
– New	task	is	SYS_AUTO_SPM_EVOLVE_TASK	
– Information	on	task	found	in	DBA_ADVISOR_TASKS	
– Use	DBMS_SPM.REPORT_AUTO_EVOLVE_TASK	to	view	results	of	the	auto	job	
	
19
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Automatic	Evolution	Task	Report	
EXECUTE	:evol_out	:=		
DBMS_SPM.REPORT_AUTO_EVOLVE_TASK(type=>	‘TEXT’);	
	
SELECT	:evol_out	FROM	DUAL;		
	
	
	
20
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Database		
Hang	Manager	
21
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 22	
Introduction	to	Hang	Manager	
How	it	works	
Session	
DIAG0	
EVALUATE
DETECT
ANALYZE
Hung?	
VERIFY
Victim	
QoS	
Policy	
•  Always	on,	as	enabled	by	default	
•  Reliably	detects	database	hangs	
–  Including	cross-layer	hangs	between	ASM	&	DB	
•  Automatically	resolves	hangs	
•  Supports	QoS	Performance	Classes,		
Ranks	and	Policies	to	maintain	SLAs	
•  Logs	all	detected	hangs	&	their	resolutions	
•  New	in	18c:	Resolves	Deadlocks
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 23	
Hang	Manager	Optimizations	with	Oracle	RAC	12c	(Rel.	2)	
Tuning	under	the	hood	
•  Hang	Manager	auto-tunes	itself	by	
periodically	collecting	instance-and	
cluster-wide	hang	statistics	
•  Metrics	like	cluster	health/instance		
health	is	tracked	over	a	moving	average	
•  This	moving	average	is		
considered	during	resolution	
•  Holders	waiting	on	SQL*Net		
break/reset	are	fast	tracked
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 24	
Full	Resolution	Dump	Trace	File	and	DB	Alert	Log	Audit	Reports	
Hang	Manager	
2015-10-13T16:47:59.435039+17:00
Errors in file /oracle/log/diag/rdbms/hm6/hm6/trace/hm6_dia0_12433.trc (incident=7353):
ORA-32701: Possible hangs up to hang ID=1 detected
Incident details in: …/diag/rdbms/hm6/hm6/incident/incdir_7353/hm6_dia0_12433_i7353.trc
2015-10-13T16:47:59.506775+17:00
DIA0 requesting termination of session sid:40 with serial # 43179 (ospid:13031) on instance 2
    due to a GLOBAL, HIGH confidence hang with ID=1.
    Hang Resolution Reason: Automatic hang resolution was performed to free a
   significant number of affected sessions.
DIA0: Examine the alert log on instance 2 for session termination status of hang with ID=1.
In the alert log on the instance local to the session (instance 2 in this case),
we see the following:
2015-10-13T16:47:59.538673+17:00
Errors in file …/diag/rdbms/hm6/hm62/trace/hm62_dia0_12656.trc (incident=5753):
ORA-32701: Possible hangs up to hang ID=1 detected
Incident details in: …/diag/rdbms/hm6/hm62/incident/incdir_5753/hm62_dia0_12656_i5753.trc
2015-10-13T16:48:04.222661+17:00
DIA0 terminating blocker (ospid: 13031 sid: 40 ser#: 43179) of hang with ID = 1
    requested by master DIA0 process on instance 1
    Hang Resolution Reason: Automatic hang resolution was performed to free a
   significant number of affected sessions.
    by terminating session sid:40 with serial # 43179 (ospid:13031)
Hang detected by hang manager
Session victim identified
& requested termination
Blocker session terminated
Session	
EVALUATE
DETECT
ANALYZE
Hung?	
QoS	
Policy	
DIAG0	 VERIFY
Victim	
Elapsed time: ~5.3 secs.
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 25	
DBMS_HANG_MANAGER.Sensitivity	
A	new	SQL	interface	to	set	Hang	Manager	sensitivity		
Hang	
Sensitivity	
Level	
Description	 Note	
NORMAL	 Hang	Manager	uses	its	
default	internal	operating	
parameters	to	try	to	
meet	typical	
requirements	for	any	
environments	
Default	
HIGH	 Hang	Manager	is	more	
alert	to	sessions	waiting	
in	a	chain	than	when	
sensitivity	is	in	NORMAL	
level	
•  Early	warning	exposed	via	(V$	view)	
	
•  Sensitivity	can	be	set	higher	
–  If	the	default	level	is	too	conservative	
	
•  Hang	Manager	considers	QoS	policies	
and	data	during	the	validation	process
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Recovery	Buddies	
26
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 27	
•  Recovery	Buddies	
•  Track	block	changes	on	buddy	instance	
	
•  Quickly	identify	blocks	requiring	
recovery	during	reconfiguration	
	
•  Allow	rapid	processing	of		
transactions	after	failures	
Near	Zero	Reconfiguration	Time	with	Recovery	Buddies	
A.k.a.	Buddy	Instances
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
How	Recovery	Buddies	Help	Reducing	Recovery	Time	
Without	Recovery	Buddies	 With	Recovery	Buddies	
28	
Detect	
Evict	
Elect	
Recovery	
Read	
Redo	
Apply	
Recovery	
Detect	
Evict	
Elect	
Recovery	
Read	
Redo	
Apply	
Recovery	
Up	to	
4x	
faster
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 29	
•  Buddy	Instance	mapping	is	simple	(random)	
–  e.g.	I1	à	I2,	I2	à	I3,	I3	à	I4,	I4	à	I1	
•  Recovery	buddies	are	assigned	during	startup	
•  RMS0	on	each	recovery	buddy	instance	maintains	
an	in-memory	area	for	redo	log	change		
•  An	in-memory	area	is	used	during	recovery	
–  Eliminates	the	need	to	physically	read	the	redo	
•  Recovery	Buddies	is	a	smart	feature	that	is	
enabled	by	default	and	executed	at	“best	effort”		
Near	Zero	Reconfiguration	Time	with	Recovery	Buddies	
How	it	works	under	the	hood	
Instance		
I1	
Instance	
I2	
Instance	
I3	
Instance	
I4	
Recovery	
Buddy	I3	
Recovery	
Buddy	I4	
Recovery	
Buddy	I1	
MyCluster	
Recovery	
Buddy	I2
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Smart	Fencing	
30
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 31	
•  Pre-12.2,	node	eviction	follows		
a	rather	“ignorant”	pattern	
–  Example	in	a	2-node	cluster:	The	node		
with	the	lowest	node	number	survives	
•  Customers	must	not	base	their	
application	logic	on	which	node		
survives	the	split	brain	
–  As	this	may(!)	change	in	future	releases		
Node	Eviction	Basics	
http://www.slideshare.net/MarkusMichalewicz/oracle-clusterware-node-management-and-voting-disks		
✔	
1	 2
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 32	
•  Node	Weighting	is	a	new	feature	that	considers	
the	workload	hosted	in	the	cluster	during	fencing	
–  Hence,	called	“Smart	Fencing”	
•  The	idea	is	to	let	the	majority	of	work	survive,		
if	everything	else	is	equal	
–  Example:		
In	a	2-node	cluster,	the	node	hosting	the	majority	
of	services	(at	fencing	time)	is	meant	to	survive		
Node	Weighting	in	Oracle	RAC	12c	Release	2	
Idea:	Everything	equal,	let	the	majority	of	work	survive	
✔	
1	 2
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
A	three	node	cluster	
will	benefit	from	“Node	Weighting”,	
if	three	equally	sized	sub-clusters	are	
built	as	s	result	of	the	failure	
33	
Secondary	failure	consideration	can	
influence	which	node	survives	
Secondary	failure	consideration	will	
be	enhanced	successively	
A	fallback	scheme		
is	applied	if	considerations	do	not	
lead	to	an	actionable	outcome	
Let’s	Define	“Equal”	
✔	
Public	network	
card	failure	
“Conflict”
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
CSS_CRITICAL	
can	be	set	on	various	levels	/	
components	to	mark	them	as	
“critical”	so	that	the	cluster	will	try	to	
preserve	them	in	case	of	a	failure	
34	
CSS_CRITICAL	will	be	honored	
if	no	other	technical	reason	prohibits	
survival	of	the	node	which	has	at	
least	one	critical	component	at	the	
time	of	failure		
A	fallback	scheme	is	applied	if	
CSS_CRITICAL	settings	do	not	lead	to	
an	actionable	outcome	
CSS_CRITICAL	–	Fencing	with	Manual	Override	
crsctl	set	server	
css_critical	{YES|NO}	
+	server	restart	
srvctl	modify	database	-help	
|grep	critical	
…	
-css_critical	{YES	|	NO}										
Define	whether	the	database	
or	service	is	CSS	critical	
✔	
Node	eviction	
despite	WL;	WL	
will	failover			
“Conflict”
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Program	Agenda	
Overview	
Database	Smart	Features	
Smarter	on	Engineered	Systems	
“Autonomous	Database	Smart”	
1	
2	
3	
4	
35
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Engineered	Systems		
are	well	known	configurations	
allowing	for	specialization		
36	
Engineered	Systems	provide	
hardware-assisted	resilience		
Engineered	Systems		
enable	optimized		
software	utilization		
Engineered	Systems	–	Designed	for	Success		
“ 	 				“
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	
Program	Agenda	
Overview	
Database	Smart	Features	
Smarter	on	Engineered	Systems	
“Autonomous	Database	Smart”	
1	
2	
3	
4	
37
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 38	
Powered	by	Machine	Learning	
Autonomous	Health	Framework	
•  Oracle	Autonomous	Health	Framework	
(AHF)	was	released	with	Oracle	
Database	12c	Release	
•  Oracle	AHF	18c	extends	Machine	
Learning	to	more	utilities	in	the	
Framework	such	as		
–  Hang	Manager		
–  Trace	File	Analyzer
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 39	
…	Because	of	“Expert	Supervision”			
Oracle’s	Autonomous	Database	is	Smarter	… 	
Data	
ML	
Knowledge	
Extraction	
Model	
Generation	
Scrub	Data	
TFA	Dev	Team	
Expert	
Supervision	
	CHA	Dev	Team	
	HM	Dev	Team	
	MAA	Dev	Team	
http://oracle.com/goto/maa
Copyright	©	2018,	Oracle	and/or	its	affiliates.	All	rights	reserved.		|	 40

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