ECE 466/566 Advanced Computer...

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7: Multimedia Networking 7-1 ECE 466/566 Advanced Computer Networks Thinh Nguyen Email: [email protected] Electrical Engineering and Computer Science Oregon State University

Transcript of ECE 466/566 Advanced Computer...

Page 1: ECE 466/566 Advanced Computer Networksweb.engr.oregonstate.edu/~thinhq/teaching/ece466/winter06/mm_streaming.pdf7: Multimedia Networking 7-3 Socket programming Socket API introduced

7: Multimedia Networking 7-1

ECE 466/566Advanced Computer Networks

Thinh Nguyen

Email: [email protected]

Electrical Engineering and Computer Science

Oregon State University

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Network Programming in C

http://beej.us/guide/bgnet/output/html/index.html

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Socket programming

Socket APIintroduced in BSD4.1 UNIX, 1981explicitly created, used, released by apps client/server paradigm two types of transport service via socket API:

unreliable datagram reliable, byte stream-oriented

a host-local, application-created,

OS-controlled interface (a “door”) into which

application process can both send and

receive messages to/from another application

process

socket

Goal: learn how to build client/server application that communicate using sockets

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Socket-programming using TCP

Socket: a door between application process and end-end-transport protocol (UCP or TCP)

TCP service: reliable transfer of bytes from one process to another

process

TCP withbuffers,variables

socket

controlled byapplicationdeveloper

controlled byoperating

system

host orserver

process

TCP withbuffers,variables

socket

controlled byapplicationdeveloper

controlled byoperatingsystem

host orserver

internet

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Socket programming with TCP

Client must contact serverserver process must first be runningserver must have created socket (door) that welcomes client’s contact

Client contacts server by:creating client-local TCP socketspecifying IP address, port number of server processWhen client creates socket: client TCP establishes connection to server TCP

When contacted by client, server TCP creates new socketfor server process to communicate with client

allows server to talk with multiple clientssource port numbers used to distinguish clients (more in Chap 3)

TCP provides reliable, in-ordertransfer of bytes (“pipe”) between client and server

application viewpoint

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Socket programming with TCP

Example client-server app:1) client reads line from standard

input (inFromUser stream) , sends to server via socket (outToServer stream)

2) server reads line from socket3) server converts line to uppercase,

sends back to client4) client reads, prints modified line

from socket (inFromServerstream)

outT

oSer

ver

to network from network

inFr

omS

erve

r

inFr

omU

ser

keyboard monitor

Process

clientSocket

inputstream

inputstream

outputstream

TCPsocket

Clientprocess

client TCP socket

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Client/server socket interaction: TCP

wait for incomingconnection request

create socket,port=x, forincoming request:

create socket,connect to hostid, port=x

close

read reply fromServer socket

close

Server (running on hostid) Client

send request usingClient socketread request from

Server socket

write reply toServer socket

TCP connection setup

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Socket programming with UDP

UDP: no “connection” between client and serverno handshakingsender explicitly attaches IP address and port of destination to each packetserver must extract IP address, port of sender from received packet

UDP: transmitted data may be received out of order, or lost

application viewpoint

UDP provides unreliable transferof groups of bytes (“datagrams”)

between client and server

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Client/server socket interaction: UDP

closeclientSocket

Server (running on hostid)

read reply fromclientSocket

create socket,

Client

Create, address (hostid, port=x,send datagram request using clientSocket

create socket,port=x, forincoming request:

read request fromserverSocket

write reply toserverSocketspecifying clienthost address,port number

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Example: Java client (UDP)

send

Pac

ket

to network from network

rece

iveP

acke

t

inFr

omU

ser

keyboard monitor

Process

clientSocket

UDPpacket

inputstream

UDPpacket

UDPsocket

Output: sends packet (TCP sent “byte stream”)

Input: receives packet (TCP received “byte stream”)

Clientprocess

client UDP socket

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Network Programming in C (Streaming Server)/*** server.c -- a stream socket server demo*/

#include <stdio.h>#include <stdlib.h>#include <unistd.h>#include <errno.h>#include <string.h>#include <sys/types.h>#include <sys/socket.h>#include <netinet/in.h>#include <arpa/inet.h>#include <sys/wait.h>#include <signal.h>

#define MYPORT 3490 // the port users will be connecting to

#define BACKLOG 10 // how many pending connections queue will hold

void sigchld_handler(int s){

while(waitpid(-1, NULL, WNOHANG) > 0);}

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Network Programming in C (Streaming Server)int main(void){

int sockfd, new_fd; // listen on sock_fd, new connection on new_fdstruct sockaddr_in my_addr; // my address informationstruct sockaddr_in their_addr; // connector's address informationsocklen_t sin_size;struct sigaction sa;int yes=1;

if ((sockfd = socket(PF_INET, SOCK_STREAM, 0)) == -1) {perror("socket");exit(1);

}

if (setsockopt(sockfd,SOL_SOCKET,SO_REUSEADDR,&yes,sizeof(int)) == -1) {perror("setsockopt");exit(1);

}

my_addr.sin_family = AF_INET; // host byte ordermy_addr.sin_port = htons(MYPORT); // short, network byte ordermy_addr.sin_addr.s_addr = INADDR_ANY; // automatically fill with my IPmemset(&(my_addr.sin_zero), '\0', 8); // zero the rest of the struct

if (bind(sockfd, (struct sockaddr *)&my_addr, sizeof(struct sockaddr)) == -1) {perror("bind");exit(1);

}

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Network Programming in C (Streaming Server)if (listen(sockfd, BACKLOG) == -1) {

perror("listen");exit(1);

}sa.sa_handler = sigchld_handler; // reap all dead processessigemptyset(&sa.sa_mask);sa.sa_flags = SA_RESTART;if (sigaction(SIGCHLD, &sa, NULL) == -1) {

perror("sigaction");exit(1);

}while(1) { // main accept() loop

sin_size = sizeof(struct sockaddr_in);if ((new_fd = accept(sockfd, (struct sockaddr *)&their_addr, &sin_size)) == -1) {

perror("accept");continue;

}printf("server: got connection from %s\n", inet_ntoa(their_addr.sin_addr));if (!fork()) { // this is the child process

close(sockfd); // child doesn't need the listenerif (send(new_fd, "Hello, world!\n", 14, 0) == -1)

perror("send");close(new_fd);exit(0);

}close(new_fd); // parent doesn't need this

}return 0;

}

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Network Programming in C (Client)

/*** client.c -- a stream socket client demo*/

#include <stdio.h>#include <stdlib.h>#include <unistd.h>#include <errno.h>#include <string.h>#include <netdb.h>#include <sys/types.h>#include <netinet/in.h>#include <sys/socket.h>

#define PORT 3490 // the port client will be connecting to #define MAXDATASIZE 100 // max number of bytes we can get at once

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Network Programming in C (Client)int main(int argc, char *argv[]){

int sockfd, numbytes; char buf[MAXDATASIZE];struct hostent *he;struct sockaddr_in their_addr; // connector's address information

if (argc != 2) {fprintf(stderr,"usage: client hostname\n");exit(1);

}

if ((he=gethostbyname(argv[1])) == NULL) { // get the host info herror("gethostbyname");exit(1);

}

if ((sockfd = socket(PF_INET, SOCK_STREAM, 0)) == -1) {perror("socket");exit(1);

}

their_addr.sin_family = AF_INET; // host byte order their_addr.sin_port = htons(PORT); // short, network byte order their_addr.sin_addr = *((struct in_addr *)he->h_addr);memset(&(their_addr.sin_zero), '\0', 8); // zero the rest of the struct

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Network Programming in C (Client)

if (connect(sockfd, (struct sockaddr *)&their_addr, sizeof(struct sockaddr)) == -1) {perror("connect");exit(1);

}if ((numbytes=recv(sockfd, buf, MAXDATASIZE-1, 0)) == -1) {

perror("recv");exit(1);

}buf[numbytes] = '\0';printf("Received: %s",buf);close(sockfd);return 0;

}

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Network Programming in C (Datagram listener)

/*** listener.c -- a datagram sockets "server" demo*/

#include <stdio.h>#include <stdlib.h>#include <unistd.h>#include <errno.h>#include <string.h>#include <sys/types.h>#include <sys/socket.h>#include <netinet/in.h>#include <arpa/inet.h>

#define MYPORT 4950 // the port users will be connecting to#define MAXBUFLEN 100

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Network Programming in C (Datagram listener)

int main(void){

int sockfd;struct sockaddr_in my_addr; // my address informationstruct sockaddr_in their_addr; // connector's address informationsocklen_t addr_len;int numbytes;char buf[MAXBUFLEN];

if ((sockfd = socket(PF_INET, SOCK_DGRAM, 0)) == -1) {perror("socket");exit(1);

}

my_addr.sin_family = AF_INET; // host byte ordermy_addr.sin_port = htons(MYPORT); // short, network byte ordermy_addr.sin_addr.s_addr = INADDR_ANY; // automatically fill with my IPmemset(&(my_addr.sin_zero), '\0', 8); // zero the rest of the struct

if (bind(sockfd, (struct sockaddr *)&my_addr,sizeof(struct sockaddr)) == -1) {perror("bind");exit(1);

}

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Network Programming in C (Datagram listener)

addr_len = sizeof(struct sockaddr);if ((numbytes=recvfrom(sockfd, buf, MAXBUFLEN-1 , 0,

(struct sockaddr *)&their_addr, &addr_len)) == -1) {perror("recvfrom");exit(1);

}

printf("got packet from %s\n",inet_ntoa(their_addr.sin_addr));printf("packet is %d bytes long\n",numbytes);buf[numbytes] = '\0';printf("packet contains \"%s\"\n",buf);

close(sockfd);

return 0;}

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Network Programming in C (Datagram talker)/*** talker.c -- a datagram "client" demo*/

#include <stdio.h>#include <stdlib.h>#include <unistd.h>#include <errno.h>#include <string.h>#include <sys/types.h>#include <sys/socket.h>#include <netinet/in.h>#include <arpa/inet.h>#include <netdb.h>

#define SERVERPORT 4950 // the port users will be connecting to

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Network Programming in C (Datagram talker)

int main(int argc, char *argv[]){

int sockfd;struct sockaddr_in their_addr; // connector's address informationstruct hostent *he;int numbytes;

if (argc != 3) {fprintf(stderr,"usage: talker hostname message\n");exit(1);

}

if ((he=gethostbyname(argv[1])) == NULL) { // get the host infoperror("gethostbyname");exit(1);

}

if ((sockfd = socket(AF_INET, SOCK_DGRAM, 0)) == -1) {perror("socket");exit(1);

}

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Network Programming in C (Datagram talker)

their_addr.sin_family = AF_INET; // host byte order

their_addr.sin_port = htons(SERVERPORT); // short, network byte order

their_addr.sin_addr = *((struct in_addr *)he->h_addr);

memset(&(their_addr.sin_zero), '\0', 8); // zero the rest of the struct

if ((numbytes = sendto(sockfd, argv[2], strlen(argv[2]), 0,(struct sockaddr *)&their_addr, sizeof(struct sockaddr))) == -1) {

perror("sendto");

exit(1);}

printf("sent %d bytes to %s\n", numbytes, inet_ntoa(their_addr.sin_addr));

close(sockfd);

return 0;}

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Multimedia, Quality of Service: What is it?

Multimedia applications: network audio and video(“continuous media”)

network provides application with level of performance needed for application to function.

QoS

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Chapter 7: Goals

PrinciplesClassify multimedia applicationsIdentify the network services the apps needMaking the best of best effort serviceMechanisms for providing QoS

Protocols and ArchitecturesSpecific protocols for best-effortArchitectures for QoS

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Chapter 7 outline

7.1 Multimedia Networking Applications7.2 Streaming stored audio and video7.3 Real-time Multimedia: Internet Phone study7.4 Protocols for Real-Time Interactive Applications

RTP,RTCP,SIP7.5 Distributing Multimedia: content distribution networks

7.6 Beyond Best Effort7.7 Scheduling and Policing Mechanisms 7.8 Integrated Services and Differentiated Services7.9 RSVP

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MM Networking Applications

Fundamental characteristics:Typically delay sensitive

end-to-end delaydelay jitter

But loss tolerant: infrequent losses cause minor glitches Antithesis of data, which are loss intolerant but delay tolerant.

Classes of MM applications:1) Streaming stored audio

and video2) Streaming live audio and

video3) Real-time interactive

audio and video

Jitter is the variability of packet delays within the same packet stream

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Streaming Stored Multimedia

Streaming: media stored at sourcetransmitted to clientstreaming: client playout begins before all data has arrived

timing constraint for still-to-be transmitted data: in time for playout

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Streaming Stored Multimedia: What is it?

1. videorecorded

2. videosent 3. video received,

played out at client

Cum

ulat

ive

data

streaming: at this time, client playing out early part of video, while server still sending laterpart of video

networkdelay

time

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Streaming Stored Multimedia: Interactivity

VCR-like functionality: client can pause, rewind, FF, push slider bar

10 sec initial delay OK1-2 sec until command effect OKRTSP often used (more later)

timing constraint for still-to-be transmitted data: in time for playout

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Streaming Live Multimedia

Examples:Internet radio talk showLive sporting event

Streamingplayback bufferplayback can lag tens of seconds after transmissionstill have timing constraint

Interactivityfast forward impossiblerewind, pause possible!

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Interactive, Real-Time Multimedia

end-end delay requirements:audio: < 150 msec good, < 400 msec OK

• includes application-level (packetization) and network delays

• higher delays noticeable, impair interactivitysession initialization

how does callee advertise its IP address, port number, encoding algorithms?

applications: IP telephony, video conference, distributed interactive worlds

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Multimedia Over Today’s Internet

TCP/UDP/IP: “best-effort service”no guarantees on delay, loss

Today’s Internet multimedia applications use application-level techniques to mitigate

(as best possible) effects of delay, loss

But you said multimedia apps requiresQoS and level of performance to be

effective!

?? ?? ??

? ??

?

?

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How should the Internet evolve to better support multimedia?

Integrated services philosophy:Fundamental changes in Internet so that apps can reserve end-to-end bandwidthRequires new, complex software in hosts & routers

Laissez-faireno major changesmore bandwidth when neededcontent distribution, application-layer multicast

application layer

Differentiated services philosophy:Fewer changes to Internet infrastructure, yet provide 1st and 2nd class service.

What’s your opinion?

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Analog to Digital Conversion

Loss from A/D conversionAliasing (worse than quantization loss) due to samplingLoss due to quantization

Analog signals

sampling quantization

Digital signals

A/D converterDigital Signal processing

D/A converter

Analog signals

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Analog to Digital Conversion

Loss from A/D conversion.

For perfect re-construction, sampling rate (Nyquist’s frequency) needs to be twice the maximum frequency of the signal.

However, in practice, loss still occurs due to quantization.

Finer quantization leads to less error at the expense of increased number of bits to represent signals.

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Audio Compression

Analog signal sampled at constant rate

telephone: 8,000 samples/secCD music: 44,100 samples/sec

Each sample quantized, i.e., rounded

e.g., 28=256 possible quantized values

Each quantized value represented by bits

8 bits for 256 values

Example: 8,000 samples/sec, 256 quantized values --> 64,000 bpsReceiver converts it back to analog signal:

some quality reductionExample rates

CD: 1.411 MbpsMP3: 96, 128, 160 kbpsInternet telephony: 5.3 - 13 kbps

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PCM (Pulse Code Modulation)

The 2 step process of sampling and quantization is known as Pulse Code Modulation.Used in speech and CD recording.

audio signals

sampling quantizationbits

Much less compression than MP3

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DPCM (Differential Pulse Code Modulation)

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DPCM

Simple example:Code the following value sequence:

1.4 1.75 2.05 2.5 2.4 Quantization step: 0.2Predictor: current value = previous quantized value + quantized error.

Error = 1.75-1.4 = 0.35 => .4Prediction value = 1.4 + 0.4 = 1.8

Error = 2.05 - 1.8 = => 0.25 => 0.2Prediction value = 1.8 + .2 = 2.0

Error = 2.5 – 2.05 = 0.45=> 0.4 Prediction value = 2.0 + .4 = 2.4

Send 0.4, 0.2, 0.4, …

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Video Compression

Video is sequence of images displayed at constant rate

e.g. 24 images/secDigital image is array of pixelsEach pixel represented by bitsRedundancy

spatialtemporal

Examples:MPEG 1 (CD-ROM) 1.5 MbpsMPEG2 (DVD) 3-6 MbpsMPEG4 (often used in Internet, < 1 Mbps)

Research:Layered (scalable) video

adapt layers to available bandwidth

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Chapter 7 outline

7.1 Multimedia Networking Applications7.2 Streaming stored audio and video7.3 Real-time Multimedia: Internet Phone study7.4 Protocols for Real-Time Interactive Applications

RTP,RTCP,SIP7.5 Distributing Multimedia: content distribution networks

7.6 Beyond Best Effort7.7 Scheduling and Policing Mechanisms 7.8 Integrated Services and Differentiated Services7.9 RSVP

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Streaming Stored Multimedia

Application-level streaming techniques for making the best out of best effort service:

client side bufferinguse of UDP versus TCPmultiple encodings of multimedia

jitter removaldecompressionerror concealmentgraphical user interface w/ controls for

interactivity

Media Player

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Internet multimedia: simplest approach

audio, video not streamed:no, “pipelining,” long delays until playout!

audio or video stored in filefiles transferred as HTTP object

received in entirety at clientthen passed to player

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Internet multimedia: streaming approach

browser GETs metafilebrowser launches player, passing metafileplayer contacts serverserver streams audio/video to player

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Streaming from a streaming server

This architecture allows for non-HTTP protocol between server and media playerCan also use UDP instead of TCP.

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7: Multimedia Networking 7-46

constant bit rate video

transmission

Cum

ulat

ive

data

time

variablenetwork

delay

client videoreception

constant bit rate video

playout at client

client playoutdelay

buff

ered

vide

o

Streaming Multimedia: Client Buffering

Client-side buffering, playout delay compensate for network-added delay, delay jitter

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Streaming Multimedia: Client Buffering

Client-side buffering, playout delay compensate for network-added delay, delay jitter

bufferedvideo

variable fillrate, x(t)

constantdrain

rate, d

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7: Multimedia Networking 7-48

Streaming Multimedia: UDP or TCP?UDP

server sends at rate appropriate for client (oblivious to network congestion !)

often send rate = encoding rate = constant ratethen, fill rate = constant rate - packet loss

short playout delay (2-5 seconds) to compensate for network delay jittererror recover: time permitting

TCPsend at maximum possible rate under TCPfill rate fluctuates due to TCP congestion controllarger playout delay: smooth TCP delivery rateHTTP/TCP passes more easily through firewalls

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Streaming Multimedia: client rate(s)

Q: how to handle different client receive rate capabilities?

28.8 Kbps dialup100Mbps Ethernet

A: server stores, transmits multiple copies of video, encoded at different rates

1.5 Mbps encoding

28.8 Kbps encoding

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User Control of Streaming Media: RTSP

HTTPDoes not target multimedia contentNo commands for fast forward, etc.

RTSP: RFC 2326Client-server application layer protocol.For user to control display: rewind, fast forward, pause, resume, repositioning, etc…

What it doesn’t do:does not define how audio/video is encapsulated for streaming over networkdoes not restrict how streamed media is transported; it can be transported over UDP or TCPdoes not specify how the media player buffers audio/video

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7: Multimedia Networking 7-51

RTSP: out of band controlFTP uses an “out-of-band”

control channel:A file is transferred over one TCP connection.Control information (directory changes, file deletion, file renaming, etc.) is sent over a separate TCP connection.The “out-of-band” and “in-band” channels use different port numbers.

RTSP messages are also sent out-of-band:RTSP control messages

use different port numbers than the media stream: out-of-band.

Port 554The media stream is considered “in-band”.

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7: Multimedia Networking 7-52

RTSP Example

Scenario:metafile communicated to web browserbrowser launches playerplayer sets up an RTSP control connection, data connection to streaming server

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7: Multimedia Networking 7-53

Metafile Example<title>Twister</title> <session>

<group language=en lipsync> <switch>

<track type=audio e="PCMU/8000/1" src = "rtsp://audio.example.com/twister/audio.en/lofi">

<track type=audio e="DVI4/16000/2" pt="90 DVI4/8000/1" src="rtsp://audio.example.com/twister/audio.en/hifi">

</switch> <track type="video/jpeg"

src="rtsp://video.example.com/twister/video"> </group>

</session>

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RTSP Operation

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RTSP Exchange ExampleC: SETUP rtsp://audio.example.com/twister/audio RTSP/1.0

Transport: rtp/udp; compression; port=3056; mode=PLAY

S: RTSP/1.0 200 1 OK Session 4231

C: PLAY rtsp://audio.example.com/twister/audio.en/lofi RTSP/1.0 Session: 4231 Range: npt=0-

C: PAUSE rtsp://audio.example.com/twister/audio.en/lofi RTSP/1.0 Session: 4231 Range: npt=37

C: TEARDOWN rtsp://audio.example.com/twister/audio.en/lofi RTSP/1.0 Session: 4231

S: 200 3 OK

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7: Multimedia Networking 7-56

Chapter 7 outline

7.1 Multimedia Networking Applications7.2 Streaming stored audio and video7.3 Real-time Multimedia: Internet Phone case study7.4 Protocols for Real-Time Interactive Applications

RTP,RTCP,SIP7.5 Distributing Multimedia: content distribution networks

7.6 Beyond Best Effort7.7 Scheduling and Policing Mechanisms 7.8 Integrated Services and Differentiated Services7.9 RSVP

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7: Multimedia Networking 7-57

Real-time interactive applications

PC-2-PC phoneinstant messaging services are providing this

PC-2-phoneDialpadNet2phone

videoconference with Webcams

Going to now look at a PC-2-PC Internet phone example in detail

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7: Multimedia Networking 7-58

Interactive Multimedia: Internet Phone

Introduce Internet Phone by way of an examplespeaker’s audio: alternating talk spurts, silent periods.

64 kbps during talk spurt

pkts generated only during talk spurts20 msec chunks at 8 Kbytes/sec: 160 bytes data

application-layer header added to each chunk.Chunk+header encapsulated into UDP segment.application sends UDP segment into socket every 20 msec during talkspurt.

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7: Multimedia Networking 7-59

Internet Phone: Packet Loss and Delay

network loss: IP datagram lost due to network congestion (router buffer overflow)delay loss: IP datagram arrives too late for playout at receiver

delays: processing, queueing in network; end-system (sender, receiver) delaystypical maximum tolerable delay: 400 ms

loss tolerance: depending on voice encoding, losses concealed, packet loss rates between 1% and 10% can be tolerated.

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7: Multimedia Networking 7-60

constant bit rate

transmission

Cum

ulat

ive

data

time

variablenetwork

delay(jitter)

clientreception

constant bit rate playout

at client

client playoutdelay

buff

ered

data

Delay Jitter

Consider the end-to-end delays of two consecutive packets: difference can be more or less than 20 msec

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Internet Phone: Fixed Playout Delay

Receiver attempts to playout each chunk exactly q msecs after chunk was generated.

chunk has time stamp t: play out chunk at t+q .chunk arrives after t+q: data arrives too late for playout, data “lost”

Tradeoff for q:large q: less packet losssmall q: better interactive experience

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7: Multimedia Networking 7-62

Fixed Playout Delay

packets

time

packetsgenerated

packetsreceived

loss

rp p'

playout schedulep' - r

playout schedulep - r

• Sender generates packets every 20 msec during talk spurt.• First packet received at time r• First playout schedule: begins at p• Second playout schedule: begins at p’

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Adaptive Playout Delay, I

packetith receivingafter delay network average of estimatedacketpith for delay network tr

receiverat played is ipacket timethepreceiverby received is ipacket timether

packetith theof timestampt

i

ii

i

i

i

==−

===

Dynamic estimate of average delay at receiver:

)()1( 1 iiii trudud −+−= −

where u is a fixed constant (e.g., u = .01).

Goal: minimize playout delay, keeping late loss rate lowApproach: adaptive playout delay adjustment:

Estimate network delay, adjust playout delay at beginning of each talk spurt. Silent periods compressed and elongated.Chunks still played out every 20 msec during talk spurt.

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7: Multimedia Networking 7-64

Adaptive playout delay IIAlso useful to estimate the average deviation of the delay, vi :

||)1( 1 iiiii dtruvuv −−+−= −

The estimates di and vi are calculated for every received packet, although they are only used at the beginning of a talk spurt.

For first packet in talk spurt, playout time is:

iiii Kvdtp ++=

where K is a positive constant.

Remaining packets in talkspurt are played out periodically

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Adaptive Playout, III

Q: How does receiver determine whether packet is first in a talkspurt?If no loss, receiver looks at successive timestamps.

difference of successive stamps > 20 msec -->talk spurt begins.

With loss possible, receiver must look at both time stamps and sequence numbers.

difference of successive stamps > 20 msec and sequence numbers without gaps --> talk spurt begins.

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Recovery from packet loss (1)

forward error correction (FEC): simple schemefor every group of n chunks create a redundant chunk by exclusive OR-ing the n original chunkssend out n+1 chunks, increasing the bandwidth by factor 1/n.can reconstruct the original n chunks if there is at most one lost chunk from the n+1 chunks

Playout delay needs to be fixed to the time to receive all n+1 packetsTradeoff:

increase n, less bandwidth wasteincrease n, longer playout delayincrease n, higher probability that 2 or more chunks will be lost

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Recovery from packet loss (2)

2nd FEC scheme• “piggyback lower quality stream”• send lower resolutionaudio stream as theredundant information• for example, nominal stream PCM at 64 kbpsand redundant streamGSM at 13 kbps.

• Whenever there is non-consecutive loss, thereceiver can conceal the loss. • Can also append (n-1)st and (n-2)nd low-bit ratechunk

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Recovery from packet loss (3)

Interleavingchunks are brokenup into smaller unitsfor example, 4 5 msec units per chunkPacket contains small units from different chunks

if packet is lost, still have most of every chunkhas no redundancy overheadbut adds to playout delay

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Summary: Internet Multimedia: bag of tricks

use UDP to avoid TCP congestion control (delays) for time-sensitive traffic

client-side adaptive playout delay: to compensate for delayserver side matches stream bandwidth to available client-to-server path bandwidth

chose among pre-encoded stream ratesdynamic server encoding rate

error recovery (on top of UDP)FEC, interleavingretransmissions, time permittingconceal errors: repeat nearby data

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Chapter 7 outline

7.1 Multimedia Networking Applications7.2 Streaming stored audio and video7.3 Real-time Multimedia: Internet Phone study7.4 Protocols for Real-Time Interactive Applications

RTP,RTCP,SIP7.5 Distributing Multimedia: content distribution networks

7.6 Beyond Best Effort7.7 Scheduling and Policing Mechanisms 7.8 Integrated Services and Differentiated Services7.9 RSVP

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Real-Time Protocol (RTP)

RTP specifies a packet structure for packets carrying audio and video dataRFC 1889.RTP packet provides

payload type identificationpacket sequence numberingtimestamping

RTP runs in the end systems.RTP packets are encapsulated in UDP segmentsInteroperability: If two Internet phone applications run RTP, then they may be able to work together

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RTP runs on top of UDP

RTP libraries provide a transport-layer interface that extend UDP:

• port numbers, IP addresses• payload type identification• packet sequence numbering• time-stamping

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RTP ExampleConsider sending 64 kbps PCM-encoded voice over RTP. Application collects the encoded data in chunks, e.g., every 20 msec = 160 bytes in a chunk. The audio chunk along with the RTP header form the RTP packet, which is encapsulated into a UDP segment.

RTP header indicates type of audio encoding in each packet

sender can change encoding during a conference.

RTP header also contains sequence numbers and timestamps.

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RTP and QoS

RTP does not provide any mechanism to ensure timely delivery of data or provide other quality of service guarantees. RTP encapsulation is only seen at the end systems: it is not seen by intermediate routers.

Routers providing best-effort service do not make any special effort to ensure that RTP packets arrive at the destination in a timely matter.

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RTP Header

Payload Type (7 bits): Indicates type of encoding currently being used. If sender changes encoding in middle of conference, senderinforms the receiver through this payload type field.

•Payload type 0: PCM mu-law, 64 kbps•Payload type 3, GSM, 13 kbps•Payload type 7, LPC, 2.4 kbps•Payload type 26, Motion JPEG•Payload type 31. H.261•Payload type 33, MPEG2 video

Sequence Number (16 bits): Increments by one for each RTP packet sent, and may be used to detect packet loss and to restore packet sequence.

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RTP Header (2)

Timestamp field (32 bytes long). Reflects the sampling instant of the first byte in the RTP data packet.

For audio, timestamp clock typically increments by one for each sampling period (for example, each 125 usecsfor a 8 KHz sampling clock) if application generates chunks of 160 encoded samples, then timestamp increases by 160 for each RTP packet when source is active. Timestamp clock continues to increase at constant rate when source is inactive.

SSRC field (32 bits long). Identifies the source of the RTP stream. Each stream in a RTP session should have a distinct SSRC.

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Real-Time Control Protocol (RTCP)

Works in conjunction with RTP. Each participant in RTP session periodically transmits RTCP control packets to all other participants. Each RTCP packet contains sender and/or receiver reports

report statistics useful to application

Statistics include number of packets sent, number of packets lost, interarrival jitter, etc.Feedback can be used to control performance

Sender may modify its transmissions based on feedback

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RTCP - Continued

- For an RTP session there is typically a single multicast address; all RTP and RTCP packets belonging to the session use the multicast address.

- RTP and RTCP packets are distinguished from each other through the use of distinct port numbers.

- To limit traffic, each participant reduces his RTCP traffic as the number of conference participants increases.

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RTCP Packets

Receiver report packets:fraction of packets

lost, last sequence number, average interarrival jitter.

Sender report packets:SSRC of the RTP stream, the current time, the number of packets sent, and the number of bytes sent.

Source description packets:e-mail address of sender, sender's name, SSRC of associated RTP stream. Provide mapping between the SSRC and the user/host name.

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Synchronization of Streams

RTCP can synchronize different media streams within a RTP session. Consider videoconferencing app for which each sender generates one RTP stream for video and one for audio. Timestamps in RTP packets tied to the video and audio sampling clocks

not tied to the wall-clock time

Each RTCP sender-report packet contains (for the most recently generated packet in the associated RTP stream):

timestamp of the RTP packet wall-clock time for when packet was created.

Receivers can use this association to synchronize the playout of audio and video.

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RTCP Bandwidth Scaling

RTCP attempts to limit its traffic to 5% of the session bandwidth.

ExampleSuppose one sender, sending video at a rate of 2 Mbps. Then RTCP attempts to limit its traffic to 100 Kbps. RTCP gives 75% of this rate to the receivers; remaining 25% to the sender

The 75 kbps is equally shared among receivers:

With R receivers, each receiver gets to send RTCP traffic at 75/R kbps.

Sender gets to send RTCP traffic at 25 kbps.Participant determines RTCP packet transmission period by calculating avg RTCP packet size (across the entire session) and dividing by allocated rate.

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SIP

Session Initiation ProtocolComes from IETF

SIP long-term visionAll telephone calls and video conference calls take place over the InternetPeople are identified by names or e-mail addresses, rather than by phone numbers.You can reach the callee, no matter where the callee roams, no matter what IP device the calleeis currently using.

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SIP Services

Setting up a callProvides mechanisms for caller to let callee know she wants to establish a callProvides mechanisms so that caller and callee can agree on media type and encoding.Provides mechanisms to end call.

Determine current IP address of callee.

Maps mnemonic identifier to current IP address

Call managementAdd new media streams during callChange encoding during callInvite others Transfer and hold calls

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Setting up a call to a known IP address• Alice’s SIP invite message indicates her port number & IP address. Indicates encoding that Alice prefers to receive (PCM ulaw)

• Bob’s 200 OK message indicates his port number, IP address & preferred encoding (GSM)

• SIP messages can be sent over TCP or UDP; here sent over RTP/UDP.

•Default SIP port number is 5060.time time

Bob'sterminal rings

Alice

167.180.112.24

Bob

193.64.210.89

port 5060

port 38060µ Law audio

GSMport 48753

INVITE [email protected]=IN IP4 167.180.112.24m=audio 38060 RTP/AVP 0port 5060

200 OKc=IN IP4 193.64.210.89

m=audio 48753 RTP/AVP 3

ACKport 5060

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Setting up a call (more)Codec negotiation:

Suppose Bob doesn’t have PCM ulaw encoder. Bob will instead reply with 606 Not Acceptable Reply and list encoders he can use. Alice can then send a new INVITE message, advertising an appropriate encoder.

Rejecting the callBob can reject with replies “busy,” “gone,”“payment required,”“forbidden”.

Media can be sent over RTP or some other protocol.

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Example of SIP message

INVITE sip:[email protected] SIP/2.0Via: SIP/2.0/UDP 167.180.112.24From: sip:[email protected]: sip:[email protected] Call-ID: [email protected]: application/sdpContent-Length: 885

c=IN IP4 167.180.112.24m=audio 38060 RTP/AVP 0

Notes:HTTP message syntaxsdp = session description protocolCall-ID is unique for every call.

• Here we don’t know Bob’s IP address. Intermediate SIP

servers will be necessary.

• Alice sends and receives SIP messages using the SIP default port number 506.

• Alice specifies in Via:header that SIP client sends and receives SIP messages over UDP

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Name translation and user locataion

Caller wants to call callee, but only has callee’s name or e-mail address.Need to get IP address of callee’scurrent host:

user moves aroundDHCP protocoluser has different IP devices (PC, PDA, car device)

Result can be based on:time of day (work, home)

caller (don’t want boss to call you at home)status of callee (calls sent to voicemail when callee is already talking to someone)

Service provided by SIP servers:SIP registrar serverSIP proxy server

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SIP Registrar

REGISTER sip:domain.com SIP/2.0Via: SIP/2.0/UDP 193.64.210.89 From: sip:[email protected]: sip:[email protected]: 3600

When Bob starts SIP client, client sends SIP REGISTER message to Bob’s registrar server(similar function needed by Instant Messaging)

Register Message:

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SIP Proxy

Alice sends invite message to her proxy servercontains address sip:[email protected]

Proxy responsible for routing SIP messages to callee

possibly through multiple proxies.Callee sends response back through the same set of proxies.Proxy returns SIP response message to Alice

contains Bob’s IP address

Note: proxy is analogous to local DNS server

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ExampleCaller [email protected] places a call to [email protected]

(1) Jim sends INVITEmessage to umass SIPproxy. (2) Proxy forwardsrequest to upennregistrar server. (3) upenn server returnsredirect response,indicating that it should try [email protected]

(4) umass proxy sends INVITE to eurecom registrar. (5) eurecom registrar forwards INVITE to 197.87.54.21, which is running keith’s SIP client. (6-8) SIP response sent back (9) media sent directly between clients. Note: also a SIP ack message, which is not shown.

SIP client217.123.56.89

SIP client197.87.54.21

SIP proxyumass.edu

SIP registrarupenn.edu

SIPregistrareurecom.fr

1

2

3 4

5

6

7

8

9

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Chapter 7 outline

7.1 Multimedia Networking Applications7.2 Streaming stored audio and video7.3 Real-time Multimedia: Internet Phone study7.4 Protocols for Real-Time Interactive Applications

RTP,RTCP,SIP7.5 Distributing Multimedia: content distribution networks

7.6 Beyond Best Effort7.7 Scheduling and Policing Mechanisms 7.8 Integrated Services and Differentiated Services7.9 RSVP

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Content distribution networks (CDNs)

Content replicationChallenging to stream large files (e.g., video) from single origin server in real timeSolution: replicate content at hundreds of servers throughout Internet

content downloaded to CDN servers ahead of timeplacing content “close” to user avoids impairments (loss, delay) of sending content over long pathsCDN server typically in edge/access network

origin server in North America

CDN distribution node

CDN serverin S. America CDN server

in Europe

CDN serverin Asia

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Content distribution networks (CDNs)

Content replicationCDN (e.g., Akamai) customer is the content provider (e.g., CNN)CDN replicates customers’content in CDN servers. When provider updates content, CDN updates servers

origin server in North America

CDN distribution node

CDN serverin S. America CDN server

in Europe

CDN serverin Asia

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CDN example

origin server (www.foo.com)distributes HTMLreplaces:http://www.foo.com/sports.ruth.gif

withhttp://www.cdn.com/www.foo.com/sports/ruth.gif

HTTP request for www.foo.com/sports/sports.html

DNS query for www.cdn.com

HTTP request for www.cdn.com/www.foo.com/sports/ruth.gif

1

2

3

Origin server

CDNs authoritative DNS server

NearbyCDN server

CDN company (cdn.com)distributes gif filesuses its authoritative DNS server to route redirect requests

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More about CDNs

routing requestsCDN creates a “map”, indicating distances from leaf ISPs and CDN nodeswhen query arrives at authoritative DNS server:

server determines ISP from which query originatesuses “map” to determine best CDN server

CDN nodes create application-layer overlay network

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Chapter 7 outline

7.1 Multimedia Networking Applications7.2 Streaming stored audio and video7.3 Real-time Multimedia: Internet Phone study7.4 Protocols for Real-Time Interactive Applications

RTP,RTCP,SIP7.5 Distributing Multimedia: content distribution networks

7.6 Beyond Best Effort7.7 Scheduling and Policing Mechanisms 7.8 Integrated Services and Differentiated Services7.9 RSVP

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Improving QOS in IP Networks

Thus far: “making the best of best effort”Future: next generation Internet with QoS guarantees

RSVP: signaling for resource reservationsDifferentiated Services: differential guaranteesIntegrated Services: firm guarantees

simple model for sharing and congestion studies:

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Principles for QOS Guarantees

Example: 1Mbps, I P phone, FTP share 1.5 Mbps link. bursts of FTP can congest router, cause audio losswant to give priority to audio over FTP

packet marking needed for router to distinguish between different classes; and new router policy to treat packets accordingly

Principle 1

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Principles for QOS Guarantees (more)

what if applications misbehave (audio sends higher than declared rate)

policing: force source adherence to bandwidth allocationsmarking and policing at network edge:

similar to ATM UNI (User Network Interface)

provide protection (isolation) for one class from othersPrinciple 2

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Principles for QOS Guarantees (more)

Allocating fixed (non-sharable) bandwidth to flow: inefficient use of bandwidth if flows doesn’t use its allocation

While providing isolation, it is desirable to use resources as efficiently as possible

Principle 3

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Principles for QOS Guarantees (more)

Basic fact of life: can not support traffic demands beyond link capacity

Call Admission: flow declares its needs, network may block call (e.g., busy signal) if it cannot meet needs

Principle 4

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Summary of QoS Principles

Let’s next look at mechanisms for achieving this ….

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Chapter 7 outline

7.1 Multimedia Networking Applications7.2 Streaming stored audio and video7.3 Real-time Multimedia: Internet Phone study7.4 Protocols for Real-Time Interactive Applications

RTP,RTCP,SIP7.5 Distributing Multimedia: content distribution networks

7.6 Beyond Best Effort7.7 Scheduling and Policing Mechanisms7.8 Integrated Services and Differentiated Services7.9 RSVP

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Scheduling And Policing Mechanisms

scheduling: choose next packet to send on linkFIFO (first in first out) scheduling: send in order of arrival to queue

real-world example?discard policy: if packet arrives to full queue: who to discard?

• Tail drop: drop arriving packet• priority: drop/remove on priority basis• random: drop/remove randomly

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Router Support For Congestion Management

Traditional Internet Congestion control mechanisms at end-systems, mainly implemented in TCPRouters play little role

Router mechanisms affecting congestion management

SchedulingBuffer management

Traditional routersFIFOTail drop

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Drawbacks of FIFO with Tail-drop

Buffer lock out by misbehaving flowsSynchronizing effect for multiple TCP flowsBurst or multiple consecutive packet drops

Bad for TCP fast recovery

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FIFO Router with Two TCP Sessions

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RED (Random Early Detection)

FIFO schedulingBuffer management:

Probabilistically discard packets Probability is computed as a function of average queue length (why average?)

Discard Probability

AverageQueue Length

0

1

min_th max_th queue_len

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RED (cont’d)

min_th – minimum thresholdmax_th – maximum thresholdavg_len – average queue length

avg_len = (1-w)*avg_len + w*sample_len

Discard Probability

AverageQueue Length

0

1

min_th max_th queue_len

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RED (cont’d)

If (avg_len < min_th) enqueue packetIf (avg_len > max_th) drop packetIf (avg_len >= min_th and avg_len < max_th) discard packet with probability P

Discard Probability (P)

AverageQueue Length

0

1

min_th max_th queue_len

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RED (cont’d)

P = max_P*(avg_len – min_th)/(max_th – min_th)Improvements to spread the dropsP’ = P/(1 – count*P), where• count – how many packets were consecutively enqueued

since last dropDiscard Probability

AverageQueue Length

0

1

min_th max_th queue_len

P

max_P

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RED Advantages

Absorb burst betterAvoids synchronizationSignal end systems earlier

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RED Router with Two TCP Sessions

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Scheduling Policies: more

Priority scheduling: transmit highest priority queued packet multiple classes, with different priorities

class may depend on marking or other header info, e.g. IP source/dest, port numbers, etc..Real world example?

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Scheduling Policies: still more

round robin scheduling:multiple classescyclically scan class queues, serving one from each class (if available)real world example?

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Scheduling Policies: bit-by-bit round robins

round robin scheduling:What if packets are not the same size?Bit-by-bit round robin

Pi = length, Ai = arrival timeSi = begin transmit timeFi = finish transmit time

Fi = Si+Pi = max (Fi-1, Ai) + Pi

Transmit packet with lowest Fi Finish time

Finish time

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Fair Rate Computation

DenoteC – link capacityN – number of flowsri – arrival rate

Max-min fair rate computation:1. compute C/N2. if there are flows i such that ri <= C/N, update C and N

3. if no, f = C/N; terminate4. go to 1A flow can receive at most the fair rate, i.e., min(f, ri)

∑ ≤−=

Crtsi ii

rCC.

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Example of Fair Rate Computation

C = 10; r1 = 8, r2 = 6, r3 = 2; N = 3C/3 = 3.33 C = C – r3 = 8; N = 2C/2 = 4; f = 4

862

44

2

f = 4: min(8, 4) = 4min(6, 4) = 4min(2, 4) = 2

10

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Scheduling Policies: Weighted Fair Queuing

Weighted Fair Queuing: generalized Round Robineach class gets weighted amount of service in each cyclereal-world example?

∑=

i

ii w

wBR

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6

Max-Min FairnessAssociate a weight wi with each flow iIf link congested, compute f such that

Cwfr ii

i =×∑ ),min(

862

22

f = 2: min(8, 2*3) = 6min(6, 2*1) = 2min(2, 2*1) = 2

10(w1 = 3)

(w2 = 1)

(w3 = 1)

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Generalized Process Sharing (GPS)

The methodology:Assume we can send infinitesimal packets

• single bitPerform round robin.

• At the bit levelIdealized policy to split bandwidthGPS is not implementableUsed mainly to evaluate and compare real approaches.Has weights that give relative frequencies.

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GPS: Example 1GPS example 1

0

10

20

30

40

time

queu

e si

ze A

B

C

50 6030

Packets of size 10, 20 & 30 arrive at time 0

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GPS: Example 2

GPS example 2

0

5

10

15

20

25

time

queu

e si

ze A

B

C

5 15 3040 45

Packets: time 0 size 15time 5 size 20time 15 size 10

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GPS: Example 3

GPS example 3

0

5

10

15

20

25

time

queu

e si

ze A

B

C

5 15 30 45 60

Packets: time 0 size 15time 5 size 20time 15 size 10time 18 size 15

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Implementing Fair Queuing (Approximate GPS)

Define a fluid flow system: a system in which flows are served bit-by-bitThen serve packets in the increasing order of their deadlines

AdvantagesEach flow will receive exactly its fair rate

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Example

1 2 3 4 5

1 2 3 4

1 23

1 24

3 45

5 6

1 2 1 3 2 3 4 4

5 6

55 6

Flow 1(arrival traffic)

Flow 2(arrival traffic)

Servicein fluid flow

system

Packetsystem

time

time

time

time

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System Virtual Time: V (t)Measure service, instead of timeV(t) slope – rate at which every active flow receives service

C – link capacityN(t) – number of active flows in fluid system at time t

1 2 31 2

43 4

55 6Service

in fluid flow system

time

time

V(t)

)()(

tNC

ttV

=∂

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Generalized Processor SharingA work conserving GPS is defined as

wherewi – weight of flow iWi(t1, t2) – total service received by flow i during [t1, t2)W(t1, t2) – total service allocated to all flows during [t1, t2)B(t) – number of flows backlogged

)(),(),(

)(

tBiwdtttW

wdtttW

tBj ji

i ∈∀+

=+

∑ ∈

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System Virtual Time: V (t)Virtual time = Work (W)

)(),(),()(

tBiwdtttWwdtttW

tBj jii ∈∀

+×=+∑ ∈

tW

wtV

tBj j

GPS

∂∂

×=∂

∑ ∈ )(

1)()(

tBit

Ww

wt

W

tBj j

ii ∈∀∂∂

×=∂∂

∑ ∈

)(1),( 2

1)(

21 tBidtt

Ww

wttWt

tttBj j

ii ∈∀⎟⎟

⎜⎜

∂∂

××= ∫ ∑=∈

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Service Allocation in GPSThe service received by flow i during an interval [t1,t2), while it is backlogged is

)(),( 2

121 tBidt

tVwttW

t

ttGPS

ii ∈∀∂

∂×= ∫=

)())()((),( 1221 tBitVtVwttW GPSGPSii ∈∀−×=

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Virtual Time Implementation of Weighted Fair Queueing

wj

kjk

jkj

LSF +=

0)0( =V

))(,max( 1 kj

kj

kj aVFS −=

ajk – arrival time of packet k of flow j

Sjk – virtual starting time of packet k of flow j

Fjk – virtual finishing time of packet k of flow j

Ljk – length of packet k of flow j

BJ - backlog flow (flow with packets in queue)Packets are sent in the increasing order of Fj

k

∑∈

+=+

jBii

jj wtVtV ττ )()(

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System Virtual Time

0 4 128 16

1/21/81/81/81/8

)(tVGPS

2*C

C2*C

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Virtual Start and Finish TimesUtilize the time the packets would start Si

k and finishFi

k in a fluid system

0 4 128 16

kiFkiS

i

kik

ik

i wLSF +=

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Queue 1@ t=0

Queue 2@ t=0

GPS:both packets served at rate 1/2

Both packets complete service at t=2

t

1

1 20

Packet-by-packet system (WFQ):queue 1 served first at rate 1;then queue 2 served at rate 1.

Packet fromqueue 1 beingserved

Packet from queue 2being served

Packet fromqueue 2 waiting

1

t1 20

GPS vs WFQ (equal length)

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Queue 1@ t=0

Queue 2@ t=0

2

1

t30

2

Packet from queue2 served at rate 1

GPS: both packets served at rate 1/2

queue 2 served at rate 1

Packet fromqueue 1 beingserved at rate 1

Packet fromqueue 2 waiting

1

t1 20 3

GPS vs WFQ (different length)

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Queue 1@ t=0

Queue 2@ t=0 1

t1 20

WFQ: queue 2 served first at rate 1;then queue 1 served at rate 1.

Packet from queue 1being served

Packet fromqueue 2 beingserved

Packet fromqueue 1 waiting

1

t1 20

GPS: packet from queue 1served at rate 1/4;

Packet from queue 2served at rate 3/4

GPS vs WFQ

Weight:

Queue 1=1 Queue 2 =3

Packet from queue 1 served at rate 1

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Policing Mechanisms

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Policing Mechanisms

Goal: limit traffic to not exceed declared parametersThree common-used criteria:

(Long term) Average Rate: how many pkts can be sent per unit time (in the long run)

crucial question: what is the interval length: 100 packets per sec or 6000 packets per min have same average!

Peak Rate: e.g., 6000 pkts per min. (ppm) avg.; 1500 ppm peak rate(Max.) Burst Size: max. number of pkts sent consecutively (with no intervening idle)

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Policing Mechanisms

1. Leaky Bucket Algorithm

2. Token Bucket Algorithm

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The Leaky Bucket Algorithm

The Leaky Bucket Algorithm used to control rate in a network.

Implemented as a single-server queue with constant service time.

If the bucket (buffer) overflows then packets are discarded.

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The Leaky Bucket Algorithm

(a) A leaky bucket with water. (b) a leaky bucket with packets.

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The leaky bucket enforces a constant output rate regardless of the burstiness of the input. Does nothing when input is idle.

The host injects one packet per clock tick onto the network. This results in a uniform flow of packets, smoothing out bursts and reducing congestion.

When packets are the same size (as in ATM cells), the one packet per tick is okay. For variable length packets though, it is better to allow a fixed number of bytes per tick.

The Leaky Bucket Algorithm

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Token Bucket

Token Bucket: limit input to specified Burst Size and Average Rate.

bucket can hold b tokenstokens generated at rate r token/sec unless bucket fullover interval of length t: number of packets admitted less than or equal to (r t + b).

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Token BucketCharacterized by three parameters (b, r, R)

b – token depthr – average arrival rateR – maximum arrival rate (e.g., R link capacity)

A bit is transmitted only when there is an available token

When a bit is transmitted exactly one token is consumed

r tokens per second

b tokens

<= R bpsregulator

time

bits

b*R/(R-r)

slope R

slope r

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Characterizing a Source by Token Bucket

Arrival curve – maximum amount of bits transmitted by time tUse token bucket to bound the arrival curve

time

bits

Arrival curve

time

bps

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ExampleArrival curve – maximum amount of bits transmitted by time tUse token bucket to bound the arrival curve

size of timeinterval

bitsArrival curve

time

bps

0 1 2 3 4 5

1

2

1 2 3 4 5

1

2

3

4

(b=1,r=1,R=2)

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Policing Mechanisms

token bucket, WFQ combine to provide guaranteed upper bound on delay, i.e., QoS guarantee!

WFQ

token rate, r

bucket size, bper-flowrate, R

D = b/Rmax

arrivingtraffic

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Leaky Bucket vs. Token Bucket

Leaky Bucket vs Token Bucket

With TB, a packet can only be transmitted if there are enough tokens to cover its length in bytes.

LB sends packets at an average rate. TB allows for large bursts to be sent faster by speeding up the output.

TB allows saving up tokens (permissions) to send large bursts. LB does not allow saving.