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Piotr Srebrny

Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

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Page 1: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Piotr Srebrny

Page 2: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Part I: Multicasting in the Internet Basis & critique

Part II: CacheCast Internet redundancy

Packet caching systems

CacheCast design

CacheCast evaluation ▪ Efficiency

▪ Computational complexity

▪ Environmental impact

Page 3: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 4: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 5: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 6: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 7: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Vera Goebel

Daniel Rodríguez Fernández

Ellen Munthe-Kaas

Kjell Åge Bringsrud

Hi…

Page 8: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Hi,

I would like to

invite

you to the

presentation

on the IP Multicast

issues.

Page 9: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 10: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Scalability was like the Holy Grail for multicast community.

Page 11: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

DMMS Group

Page 12: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

DMMS Group

Page 13: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 14: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 15: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 16: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 17: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

… and after 10 years of non-random mutations

Page 18: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 19: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 20: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

DVMRP PIM-DM

PIM-SM

MOSPF

MSDP

MLDv2

IGPMv2

IGPMv3

MBGP

BGP4+

MLDv3

AMT

PIM-SSM

PGM

MAAS

MADCAP

MASC IGMP Snooping

CGMP RGMP

Page 21: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

http://multicasttech.com/status/ (obsolete)

Page 22: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 23: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 24: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Part II

Page 25: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Internet redundancy Packet caching systems CacheCast design CacheCast evaluation

Efficiency

Computational complexity

Environmental impact

Related system Summary

Page 26: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Internet is a content distribution network

26 Ipoque 2009 (http://www.ipoque.com/sites/default/files/mediafiles/documents/internet-study-2008-2009.pdf)

Page 27: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Single source multiple destination transport mechanism becomes fundamental!

At present, Internet does not provide efficient multi-point transport mechanism

Page 28: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

“Datagram routing for internet multicasting”, L. Aguilar, 1984 – explicit list of destinations in the IP header

“Host groups: A multicast extension for datagram internetworks”, D. Cheriton and S. Deering, 1985 – destination address denotes a group of host

“A case for end system multicast”, Y. hua Chu et al., 2000 – application layer multicast

28

Page 29: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Server transmitting the same data to multiple destinations is wasting the Internet resources

The same data traverses the same path multiple times

D

C

S

A

B P D P C P B P A

29

Page 30: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Consider two packets A and B that carry the same content and travel the same few hops

P A A

B P P P

30

Page 31: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Consider two packets A and B that carry the same content and travel the same few hops

P B A

B P P P

B

31

P B

Page 32: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

In practice:

How to determine whether a packet payload is in the next hop cache?

How to compare packet payloads?

What size should be the cache?

Page 33: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

33

Page 34: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Network elements:

Link

Medium transporting packets

Router

Switches data packets between links

34

Page 35: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Link Logical point to point connection

Highly robust & very deterministic

Throughput limitation per bit [bps]

It is beneficial to avoid redundant payload

transmissions over a link

Page 36: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Router

Switching node

Performs three elementary tasks per packet

▪ TTL update

▪ Checksum recalculation

▪ Destination IP address lookup

Throughput limitation per packet [pps]

Forwarding packets with redundant payload does not impact router performance

Page 37: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Caching is done on per link basis Cache Management Unit (CMU) removes payloads

that are stored on the link exit Cache Store Unit (CSU) restores payloads from a

local cache

37

Page 38: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Link cache processing must be simple ~72ns to process the minimum size packet on a 10Gbps

link

Modern memory r/w cycle ~6-20ns Link cache size must be minimised At present, a link queue is scaled to 250ms of the link

traffic, for a 10Gbps link it is already 315MB

Difficult to build!

38

A source of redundant data must support link caches!

Page 39: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

1. Server can transmit packets carrying the same data within a minimum time interval

2. Server can mark its redundant traffic

3. Server can provide additional information that simplifies link cache processing

39

Page 40: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

CacheCast packet carries an extension header describing packet payload

Payload ID

Payload size

Index

Only packets with the header are cached

40

Page 41: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Packet train

Only the first packet carries the payload

The remaining packets truncated to the header

41

Page 42: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Packet train duration time

It is sufficient to hold payload in the CSU for

the packet train duration time What is the maximum packet train duration

time?

42

Page 43: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Back-of-the-envelope calculations

~10ms caches are sufficient

43

Page 44: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Two components of the CacheCast system

Server support

Distributed infrastructure of small link caches

D

C

S

A

B D C B P A

CMU CSU CMU CSU

44

Page 45: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 46: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

P2

P4 P3

Index

0 1 2

Index

0 1 2

Payload ID

P3 P4

Payload

A P1 x

P1

P1 A P1 0

• Cache miss

CMU table Cache store

CMU CSU

46

P2

Page 47: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Index

0 1 2

Index

0 1 2

Payload ID

P1 P2 P3

Payload - - -

B P2 x

P1

B 1

P2 P3

• Cache hit

P2

CMU table Cache store

CMU CSU

47

Page 48: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

P2

P4 P3

Index

0 1 2

Index

0 1 2

Payload ID

P3 P4

Payload

A P1 x

P1

A P1 0

• Cache miss

CMU table Cache store

CMU CSU

48

P2

What can go wrong?

Page 49: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

P2

P4 P3

Index

0 1 2

Index

0 1 2

Payload ID

P3 P4

Payload

P1

• Cache hit

CMU table Cache store

CMU CSU

49

B P1 x B 0

P2

B P2 0

How to protect against this error?

Page 50: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Tasks: Batch transmissions of the same data to multiple destinations Build the CacheCast headers Transmit packets in the form of a packet train

One system call to transmit data to all destinations msend()

Page 51: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

msend() system call

Implemented in Linux

Simple API

fds_write – a set of file descriptors representing connections to

data clients

fds_written – a set of file descriptors representing connections to clients that the data was transmitted to

int msend(fd_set *fds_write,

fd_set *fds_written,

char *buf, int len)

51

Page 52: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

OS network stack

Connection endpoints represented as sockets

Transport layer (e.g. TCP, UDP, or DCCP)

Network layer (e.g. IP)

Link layer (e.g. Ethernet)

Network card driver

Page 53: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

msend() execution

Page 54: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 55: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Two aspects of the CacheCast system

I. Efficiency

How much redundancy CacheCast removes?

II. Computational complexity

Can CacheCast be implemented efficiently with the present technology?

55

Page 56: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

CacheCast and ‘Perfect multicast’

‘Perfect multicast’ – delivers data to multiple destinations without any overhead

CacheCast overheads

I. Unique packet header per destination

II. Finite link cache size resulting in payload retransmissions

III. Partial deployment

56

Page 57: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Metric expresses the reduction in traffic volume

Example:

u

mm

L

L1

5,9 mu LL

%449

4

9

51 m

57

links unicast of amount totalthe -

links multicast of amount totalthe -

u

m

L

L

Page 58: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

CacheCast unicast header part (h) and multicast payload part (p)

Thus:

E.g.: using packets where sp=1436B and sh=64B, CacheCast

achieves 96% of the ‘perfect multicast’ efficiency

uph

mpuh

CCLss

LsLs

)(1

u

mm

L

L1

p

hmCC

s

sr

r

,

1

1

58

Page 59: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Single link cache efficiency is related to the amount of redundancy that is removed

Traffic volumes:

V

Vc1CacheCast withoutvolume traffic

CacheCastwith volume traffic-

V

Vc

)( hp ssnV

hpc nssV

Page 60: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Link cache efficiency:

Thus:

hp

hp

nsns

nss

1

Cn

11

p

h

s

sr

rC

,

1

1

Page 61: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Cn

11

Page 62: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

The more destination the higher efficiency E.g.

512Kbps – 8 headers in 10ms, e.g. 12 destinations

Slow sources transmitting to many

destinations cannot achieve the maximum efficiency

A P B C D E F G H I P J K L

Page 63: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

System efficiency δm for 10ms large caches

63

Page 64: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Step I

Page 65: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Step II

Page 66: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Step III

Page 67: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Step IV

How could we improve?

Page 68: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

S

CMU and CSU deployed partially

1 2 3 4 5 6

68

Page 69: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

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Page 70: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Considering unique packet headers

CacheCast can achieve up to 96% of the ‘Perfect multicast’ efficiency

Considering finite cache size

10ms link caches can remove most of the redundancy generated by fast sources

Considering partial deployment

CacheCast deployed over the first five hops from a server achieves already half of the maximum efficiency

70

Page 71: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication
Page 72: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Computational complexity may render CacheCast inefficient

Implementations

Link cache elements – implemented with Click Modular Router Software as processing elements

Server support – a Linux system call and an auxiliary shell command tool

72

Page 73: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

CacheCast can be deployed as a software update

Click Modular Router Software

CacheCast router modell

73

Page 74: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Router configuration:

CSU – first element

CMU – last element

Packet drop occurs at the output link queue, however before CMU processing

Page 75: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Workload

Packet trains

Payload sizes: 500B, 1500B, 9000B, 16000B

Group size: 10, 100, 1000

Page 76: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Due to CSU and CMU elements CacheCast router cannot forward packet trains at line rate

76

Page 77: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

When compared with a standard router CacheCast router can forward more data

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Page 78: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Efficiency of the server support is related to the efficiency of the msend() system call

Basic metric:

Time to transmit a single packet

Compare the msend() system call with the standard send() system call

78

Page 79: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Server transmitting to 100 destinations using Loop of send() sys. calls

A single msend() sys. call

msend() system call outperforms the standard send() system call when transmitting to multiple destinations

79

Page 80: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Paraslash audio streaming software

80

while (written < len) { size_t num = len - written; if (num > DCCP_MAX_BYTES_PER_WRITE) num = DCCP_MAX_BYTES_PER_WRITE; msend(&dss->client_fds, &fdw, buf, num); written += num; } /* We drop chunks that we don't manage to send */

http://paraslash.systemlinux.org/

dccp_send.c

Page 81: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Setup

Paraslash clients located at the machines A

and B gradually request an audio stream from the server S

81

Page 82: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Original paraslash server can only handle 74 clients CacheCast paraslash server can handle 1020 clients and

more depending on the chunk size Server load is reduced when using large chunks

82

Page 83: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

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Page 84: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

Internet congestion avoidance relies on communicating end-points that adjust transmission rate to the network conditions

CacheCast transparently removes redundancy increasing network capacity

It is not given how congestion control algorithms behave in the CacheCast presence

84

Page 85: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

CacheCast implemented in ns-2 Simulation setup: Bottleneck link topology

100 TCP flows and 100 TFRC flows

Link cache operating on a bottleneck link

85

Page 86: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

TCP flows consume the spare capacity TFRC flows increase end-to-end throughput

CacheCast preserves the Internet ‘fairness’

86

Page 87: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

“Packet caches on routers: the implications of universal redundant traffic elimination” Ashok Anand, Archit Gupta, Aditya Akella, Srinivasan Seshan, and Scott Shenker, SIGCOMM’08

Fine grain redundancy detection ▪ 10-50% removed redundancy

New redundancy aware routing protocol ▪ Further 10-25% removed redundancy

Large caches ▪ Caching 10s of traffic traversing a link

Page 88: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

IP Multicast Based on the host group model to achieve great scalability

Breaks end-to-end model of the Internet communication

Operates only in ‘walled gardens’ CacheCast Only removes redundant payload transmission and

preserves end-to-end connections

Can achieve near multicast bandwidth savings

Is incrementally deployable

Preserves fairness in Internet

Requires server support

Page 89: Packet Caching on Network Links - Universitetet i oslo...IP Multicast Based on the host group model to achieve great scalability Breaks end-to-end model of the Internet communication

P. Srebrny, T. Plagemann, V. Goebel, and A. Mauthe, “CacheCast: Eliminating Redundant Link Traffic for Single Source Multiple Destination Transfer,” ICDCS’2010.

A. Anand, A. Gupta, A. Akella, S. Seshan, and S. Shenker, “Packet caches on routers: the implications of universal redundant traffic elimination,” SIGCOMM’08

J. Santos and D. Wetherall, “Increasing effective link bandwidth by suppressing replicated data,” USENIX’98

89