Transcript AT&T PowerPoint® Tutorial

XTreeNet: A Framework for Flexible Large Scale
Information Dissemination & Retrieval
TaeWon Cho, Divesh Srivastava,
K. K. Ramakrishnan, Yin Zhang and many others
AT&T Labs Research, NJ USA
August 2011
© 2008 AT&T Intellectual Property. All rights reserved.
Network as the Vehicle for Information
Dissemination
• The ‘network’ will (has) become increasingly Information-centric
– Information of all types becoming electronic and network accessible
– Access of information based on content of interest, instead of location
• Information Overload - Scale: Producers and Consumers face
challenges
– Large number of producers (publishers; data sources)
– Even larger number of consumers (subscribers, users querying/looking
for content)
o Tremendous number of information producers makes it difficult for a
consumer to know where to find relevant information
– Significant challenge: “whom and what to ask” & “whom and what to
tell”
• XTreeNet looks at the various problems related to a networkbased Information Dissemination and Retrieval environment
– Obtain “information” of interest by asking the network to find it
– Tell the network to deliver “information” of interest
– Ask the network as to what “information” I should be interested in
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© 2008 AT&T Intellectual Property. All rights reserved.
Role of the Network in Information Dissemination
• Success of information aggregators (search engines etc.) unquestionable
– Information aggregators do play a key role
• Limitation:
– Dis-intermediates producers: constrains business model of producers
• Timeliness and Coverage are also key criteria for information
dissemination
– Timeliness: Need information (including real-time) to be available right away
o E.g., for a consumer to access real-time media content
o Ability for the content to be withdrawn is also desirable
– Coverage: Availability of information depends on set of information that is
made available to the consumer by intermediaries, like an aggregator
o Information providers can be “dynamic”/ transient. Complete coverage by an
aggregator may be difficult
o Desirable to enable information producers themselves to make it available on an asneeded basis
• Publish-subscribe based access has become somewhat popular
– (E.g., news groups, RSS feeds)
• Information dissemination and Query-Response for Information Retrieval
in a scalable manner is essential
– Inherently N-to-N communication
– We seek to exploit XML-tagging of information
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© 2008 AT&T Intellectual Property. All rights reserved.
XML Routing: Overlay Services based on XML
XML
router
XML Overlay
Network
Data query
generation
Database
Subscriber
for alerts
IP Network
Infrastructure
Subscriber for
information
Publisher
• An XML Network: overlay network of XML switches/routers
• XTreeNet project: investigate the design for a large-scale
integrated publish/subscribe + query/response application
• how can we partition functions between the overlay and underlay?
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© 2008 AT&T Intellectual Property. All rights reserved.
XTreeNet Overview
• Publishers and Subscribers submit Content Descriptors (CD’s) to the
network
• As soon as CD (from producer or consumer) hits network, map into single
hash-id at first overlay router
– Subsequent routers forward based on hash-id downstream
 much more efficient than matching against aggregated query filters
• XTreeNet builds a common Core-based tree(CBT) on a per-”CD”
basis; integrate both producers and consumers of information
– Dynamically create CBT on first arrival of CD from producer
• Groups (overlay multicast) formed on an as-needed basis for each
CD
– Very fine grained distribution tree connecting producers & consumers
– Branches to subscribers for disseminating published content & branches to
publishers for forwarding queries
– Different cores for different CDs – reduce likelihood of traffic concentration
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© 2008 AT&T Intellectual Property. All rights reserved.
Content Descriptors
• Content Descriptors (CDs) act like “indexes” in a distributed data
base environment
– Each data item generated by a producer and each consumer query filter
are independently mapped to a set of CDs
– A data item matches a query when respective sets of CDs have at least
one CD in common
• CDs decouple producers from the consumers
– Can support heterogeneous producer schemas
• CD can be an element of a topic hierarchy; multiple hierarchies
may be supported (e.g., topics, geographic location)
– An XML schema path (root-to-leaf path) may also be used as basis of
hierarchically structured domain for constructing
CDs
rss
o Disambiguate between multiple XML documents using string values at
leaves
channel
<rss> <channel>
<editor> Jupiter </editor>
<item> <title> ReutersNews </title>
<link> reuters.com </link> </item>
<description> abc </description>
</channel> </rss>
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editor
item
title
description
link
Jupiter
ReutersNews
© 2008 AT&T Intellectual Property. All rights reserved.
reuters.com
abc
• Publisher guidance
Scalability of CDs
o Information publisher provides guidance on what XML tags of potential interest
• Strategies
o Fullpath: /rss/channel/item/title/ReutersNews
o Last Tag: /title/ReutersNews
o Keyword: ReutersNews
• Estimated by extracting CDs from XML version of Wikipedia
Unique CDs genereated by Wikipedia articles
8000000
7000000
6000000
# of unique Cds
• ~ 5M CDs for
about 1M articles
and grows slowly
– duplication of
CDs in
documents
5000000
Fullpath
4000000
Last Tag
3000000
Keyword
2000000
Last Tag + Keyword
1000000
10
43 00
0
85 00
12 00
7 0
16 00
9 0
21 00
1 0
25 00
3 0
29 00
5 0
33 00
7 0
37 00
9 0
42 00
1 0
46 00
3 0
50 00
5 0
54 00
7 0
58 00
9 0
63 00
1 0
67 00
3 0
71 00
5 0
75 00
7 0
79 00
9 0
84 00
1 0
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3 0
92 00
5 0
96 00
0
10 70
0 00
10 90
5 0
10 10 0
93 0 0
00
0
0
# of Wikipedia articles
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© 2008 AT&T Intellectual Property. All rights reserved.
Scalable Multicast: Multicast Architecture with
Adaptive Dual-state
• Multicast is key to efficient information dissemination
• Requirements for Information-centric Multicast:
– Scalability in group membership
o Fine granularity of access  support for large number of groups
– Persistent access to group
o Network should be responsible for maintaining group membership unless
users explicitly un-subscribe from group
– Minimize loss of information
– Keep control traffic scalable
• Limitations of existing IP / Overlay Multicast
o Forwarding state grows linearly with number of groups
– State overhead (at multiple routers)
o Soft-state needs to be refreshed
– Control overhead
o Hence, limits scalability and has inadequate persistence
• How to achieve scalable and persistent multicast?
• MAD seeks to solve issues of scale and persistence with multicast
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Group Memberships Lifetime & Activity Level
•Membership (e.g., in a pub-sub
environment) likely to be long-lived
Subscription count to YouTube channels
•Users subscribe, and remain interested
in receiving info’ even when publishers
distribute infrequently
•Only 2.3% groups see reduction
•Long-lived membership results in
•Network state grows for group; increased
group size
• Group activity can vary widely
RSS: Publishing rate (# updates/month)
– Analyzed publishing activity of RSS feeds
o Only 5% RSS feeds publish more than 100
updates/month
o Median rate is 10 updates/month
– 10% most active feeds contribute 75% updates
• IP multicast: Inactive groups usually
treated the same as an active group
o But can’t afford loss of information
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© 2008 AT&T Intellectual Property. All rights reserved.
Using an IP-Multicast Style Approach
• Every intermediate router has to maintain state
o Forwarding state grows linearly with number of groups
– State overhead (at multiple routers)
o Soft-state needs to be refreshed
– Control overhead
• A lot of routers maintain
forwarding state:
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• 6 intermediate routers keep
state that has to be constantly
refreshed
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•4 first hop routers also keep
state
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First-hop router (FH)
Forwarder
Router not participating
User
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The MAD environment
• MAD multicast service overlay consists of a set of
logical overlay routers
• Each logical router serves as a single aggregated local
subscriber for all users attached to it
• Subscription manager responsible for all the users’
subscription management
– maintains subscriptions for users connected to site
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Differentiate the Roles of Multicast State
• Membership State vs. Forwarding State
• Group membership can be separated from
forwarding state
– Group membership must be stored scalably and
persistently
o Especially for groups that have low frequency of information
flow
– Forwarding state: efficient forwarding of active groups
o Can be re-generated when a group becomes active
• Active and inactive groups can be treated
differently
– Small percent of (active) groups generate data at a high
rate: forward efficiently
– Large percent of (inactive) groups generate low traffic
volume
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© 2008 AT&T Intellectual Property. All rights reserved.
The MAD Solution
• Group membership is separated from forwarding state:
Multicast with Adaptive Dual State
• Use Membership Tree (MT) for scalable state maintenance
– Store group membership information in MT
o Minimize number of intermediate routers keeping group state
– Impose static virtual hierarchy => no control overhead
o But, static hierarchy may not result in optimal delivery path
• Use Dissemination Tree (DT) for forwarding efficiency
– Use DT for active groups
o Can use any “state-of-art” multicast protocol
• MAD may begin as an overlay multicast service
– Use IP multicast to improve forwarding efficiency for DT
– MT may also eventually evolve to being supported by the underlay
• MAD achieves best of both worlds - scalability and forwarding
efficiency
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MAD Membership Tree protocol overview
• Goal of Membership Tree: reduce # routers keeping
multicast group state
• MT selects the core (root) based on hash of group ID
– Define a single base tree at this root (static)
– All groups selecting this root use the base tree to construct MT
• Subscriber join is forwarded up on the base tree until
it reaches first on-tree node for this group’s MT
– When a subtree rooted at an en-route router has more than a
min. # of first-hop routers with attached subscribers, the
parent node on the MT requires that the en-route router join
the MT
• MAD protocol provides for seamless transition to
switch from DT to MT as level of group activity
changes (reduces) over time
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Routers Maintaining State in MAD
Base Tree
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Membership Tree
(4 First-hops, 5 users)
Virtual membership tree
(fan-out 8, aggregation threshold 2)
• Fewer routers maintain state:
– 2 intermediate routers and 4 FH routers
• Forwarding by multicast/unicast – not necessarily efficient
• MT reduces number of routers keeping Multicast State by
aggregating subscriber state in a virtual sub-tree
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© 2008 AT&T Intellectual Property. All rights reserved.
Scalability of Multicast with MAD
• Evaluation using simulation and measurements with implementation
– Implementation measured on Emulab with about 100 routers
– Simulation with 16,000 routers; Power-law topology
• MAD achieves both efficient state maintenance and efficient forwarding
• Forwarding efficiency with MAD is
as good as IP multicast (DT)
Total Delay (msec)
Number of Groups (Trillions)
• State efficiency with MAD is
significantly better than IP
multicast-like approaches (DT)
Number of First-Hop Routers in a Group
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Number of First-Hop Routers in a Group
© 2008 AT&T Intellectual Property. All rights reserved.
Summary
• XTreeNet: project we have been working on –
primarily focused on the meta-data plane
– XTreeNet Architecture – complex processing at the edges;
efficient forwarding in the core
– MAD: Scalable Multicast – Large # groups; Large #
subscribers
– QDTs: Query Distribution Trees for Distribution of Complex
Queries – Load Balancing, Privacy preservation, Censorship
Resistant
– Recommendation Systems: Scalable, Privacy Preserving
• More recent work: “COPSS: An Efficient ContentOriented Publish/Subscribe System” in collaboration
with folks from University of Goettingen, Germany
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© 2008 AT&T Intellectual Property. All rights reserved.