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DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
DDN	Applied	
Technologies	
DDN	
Performance	
and	Use	Cases
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
DDN	
Life	Sciences	 Machine	Learning	 Oil	and	Gas	
Full range of IO types: small file
random, sequential, workflows
Secure, tenanted, cloud ready
Cost-free data manipulation and
partitioning
Heavy Read Intensive workloads
Strong requirement for single
client performance
Squeeze more jobs into Compute
RTM, Kirchoff Migration, bring
extreme cases of large datasets and
sub optimal data reuse
Economic data at scale
Monitoring and user management
DDN	Confidential	DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
Integrated	File	
System	Appliances	
SCALER™	
Large	Scale	Cloud	
&	Archive	Object	
WOS®	
SSD	and	NVMe	
Based	Scale-Out	
IME™	
Fast	and	Scalable	
Data	Platforms	
SFA™	
High	Density,	Power	
Efficient	SSD,	SAS,	SATA	
&	File	System	Platform	
Fastest	Time	to	Insight	
Scale	in	GB/s,	IOPS,	TB	
Mixed	Workloads	
Collaboration	and	
Distribution,	Private	
and	Public	Cloud	
Acceleration	of	I/O,	
Workflow,	File	System	
and	Applications	
DDN	|	Software	Defined,	Flash,	Hybrid	and	Cloud	Storage
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
SFA	|	Embedded	Appliances	
EXAScaler	and	GRIDScaler	-	Parallel	Filesystems	Simplified	
Up	to	40GB/s	Throughput	
Millions	of	IOPS	
ReACTTM	for	Mixed-IO	
Mirrored	Cache	for	small	IO	
Custom	Full-Fabric	Architecture	
768	PCIe	Lanes	
OPA/EDR/FDR		
10/40/100GbE	
SFAOS	Real-Time	Parity	
Engine	
DirectProtect	
Real-time	Integrity	
Partial	rebuilds	
Up	to	1752	Devices	
Over	20PB	in	2	floor	tiles		
Hybrid	SSD/HDD	Architecture	
SCALE	UP	or	OUT	DATA	PROTECTION	SCALABLE	FABRICS	EXTREME	PERFORMANCE
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
Big	Data	 NoSQL	
Analytics	
Supercomputing	Multi-Physics	Machine	Learning	 Workflows	 Adaptive	Mesh		
Refinement	
Checkpointing	
Flash	Economics	
Achieve	more	with	less.	Less	
space,	less	power,	less	cost.	
Harness	the	economics	of	
Flash	at	Scale	
Faster	Insight	
Performance	like	you’ve	never	
seen	it.	The	fastest	data	
platform	you	can	get.	
Specifically	designed	for	Flash	
Smarter	Productivity	
Limitless	Scaling.	Improve	
efficiency	of	compute,	storage	and	
networking.	Eliminate	storage	
bottlenecks.		
$	
SCALE-OUT	FLASH	
IME	|	Scale-Out	Flash	for	Improved	Price/Performance
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
Scalable	Lustre	
Monitoring	
Lustre	Persistent	
Client	Cache	
Compressing	copytool		
for	genomic	data	
Audit	Logs	
EXAScaler	ZFS	
QoS	Planner:	
Integration	and	
manageability	of	Lustre	
QoS.	
	
Secure	multi-tenant	
openstack	storage	
EXAScaler 	DDN	
INDIANA	
UNIVERSITY	
Collaborations
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
EXAScaler 	DDN	
Quota	Accounting	
CPU/memory	usage	
Bandwidth	
#RPC	vs	IO	size		
IOPs	 Top	User	by	Bandwidth	 Top	User	by	Metadata	
IME	Bandwidth,	IOPs,	summary	of	PFS	operations	
►  Highly	Scalable	to	1000’s	of	clients	tested	in	
the	field	
►  Advanced	and	relevant	monitoring	features		
►  Monitor	Lustre	File	Systems	
►  Integration	with	DDN	Hardware		
►  extended	features:	JOBSTATS,	IME	Integration	
►  Proven	scalability	to	thousands	of	nodes	and	users)
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
EXAScaler 	DDN	
0		
50,000		
100,000		
150,000		
200,000		
250,000		
300,000		
4		 8		 16		 32		 64		 128		
ops/sec
Number	of	Threads
File	Creation	:mds-survey	on	ldiskfs		
1	x	MDS	and	1	x	MDT(2	x	RAID1	SSD)	
default	
patch	
72	 10	
400	
4000	
0	
500	
1000	
1500	
2000	
2500	
3000	
3500	
4000	
4500	
1	
10	
100	
1000	
10000	
100000	
1000000	
10000000	
SSD	Based	 HDD	 HDD	40	pools	 Projected	HDD	
Read	Random	4K	IOPS	on	ES14KX	
Number	of	Devices	
Projected	Performance	for	
Rotational	Devices	
MEASURED	SSD	Performance	
4K	IOPS	(Log	scale)	
Number	of	
Devices
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
1 Million files per job are
common within life science
Sequencers & Microscopes
pumping out TB’s per hour
Diverse experience of user base
à improved monitoring
Full range of IO types: small
random, sequential, workflows
Secure, tenanted, cloud ready
EXAScaler 	
HDD	Capacity	
at	scale	
Scalable	
Monitoring
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
Autonomous	Vehicles	|	Machine	Learning	at	Scale	 DDN	
…	
…	
► Lustre	Performance	at	Web	Scale	
► Over	175	Ethernet-Attached	ES7KX	
► Over	1.6TB/s	Aggregate	Performance	
► Economical	approach	to	very	large	capacities	>	170PB	
► Flat	namespace	performance	for	each	Region	
Ingest/Compression	 Preprocessing	–	Sub	Sampling	and	Training	–	Machine	Learning
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
Autonomous	Vehicles	|	Machine	Learning	at	Scale	 DDN	
► Deploy	Flash	at	Scale	for	Machine	Learning	
► Deploy	in-sample	image	sets	into	scale-out	flash	
► Optimised	Capacity/Large	HDD/best	economics	
► IME	extreme	client	performance	to	each	node
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
								
IME	|	Reservoir	Simulation	Study	
0	
0.5	
1	
1.5	
2	
2.5	
3	
3.5	
1	 3	 5	 7	 9	 2	 4	 6	 8	 10	
IO	TIME	(MIN)	
WRITERS	PER	NODE	
50M	MODEL	(50	WRITERS)	
IME	(IO)	 IME	(SYNC)	 GPFS	
0	
2	
4	
6	
8	
10	
1	 2	 3	 4	 5	 6	 7	 8	 9	10	 1	 2	 3	 4	 5	 6	 7	 8	 9	10	
IO	TIME	(MIN)	
WRITERS	PER	NODE	
200M	MODEL	(200	WRITERS)	
0	
20	
40	
60	
80	
100	
9	 9	 9	 9	
IO	TIME	(MIN)	
WRITERS	PER	NODE	
200M	MODEL	(200	WRITERS)	
INTENSIVE	IO	–	2	
CONCURRENT	JOBS	
Reservoir	simulation	
				
Large	Capacity	GS	
►  Real-world	reservoir	simulation	study	comparing	large	HDD-based	
GRIDScaler	against	a	4-node	IME240	system	
►  Varying	job	count	(1,2),	Model	Size	(50M,	100M,	200M),	number	of	
writers	(50,100,200),	etc	across	50	compute	nodes	
►  4-5x	IO	time	reductions	with	IME	–	speedup	improves	with	concurrency	
GRIDScaler	
x5	
x4	
x2.5
DDN	Storage	|		©	2017	DDN	Storage	 DDN Confidential
DDN	
Big	Data	 NoSQL	
Analytics	
Supercomputing	Multi-Physics	Machine	Learning	 Workflows	 Adaptive	Mesh		
Refinement	
Checkpointing	
DDN	Applied	Technologies	
Delivering	the	Potential	of	Flash	to	Applications

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DDN Applied Technologies, Performance, and Use Cases