nus.soc.cs5248 ooi wei tsang recent papers from conferences

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Page 1: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Recent Papers

from conferences

Page 2: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Sessions

•Session 1: Movies and Music•Session 2: Peer-to-Peer

Streaming•Session 3: Power-Friendly

Page 3: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Movies and Music

Session 1

Page 4: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Characterizing DVD

Wu-Chi Feng et. al.Packet Video 2003

Page 5: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Motivations

• Lots of DVD videos available• How are they encoded?• What is the implications to our

research?

Page 6: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

DVD data

•107 video streams•140 hours•80 DVDs

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nus.soc.cs5248 Ooi Wei Tsang

Bit-rates

• Maximum DVD bit rates 10 Mbps• Found on DVD 3.3 – 7.8 Mbps

• VBR• Quantization values change over time

(only Spy Kids is CBR)

Page 8: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

GOPs and Sequences

• Each GOP was encoded into a different sequence

• GOP sizes: around 12 frames

Page 9: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

NUS.SOC.CS5248OOI Wei Tsang

nus.soc.cs5248 Ooi Wei Tsang

Sequence

sequence header:• width• height• frame rate• bit rate• :

Page 10: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

NUS.SOC.CS5248OOI Wei Tsang

nus.soc.cs5248 Ooi Wei Tsang

GOP: Group of Picture

gop header:• time• :

Page 11: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

NUS.SOC.CS5248OOI Wei Tsang

nus.soc.cs5248 Ooi Wei Tsang

Picture

pic header:• number• type (I,P,B)• :

Page 12: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Frame Patterns

• Most videos have varying• Number of frames within a GOP • Frame patterns

(ID4 has 134 unique GOP

patterns)

Page 13: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Frame Pattern

• Scene Change Detection used extensively

• IPPPPPPP quite common!

Page 14: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Implication to Research

• Cannot assume fixed frame pattern

• Cannot always drop B frames

Page 15: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Network Musical Performances

UC BerkeleyNOSSDAV 2001

Page 16: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Goal

• Show that networked musical performances (NMP) can be done

Page 17: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Observation

• Stanford – Berkeley (40 miles)• RTT ~4 ms• 0.72 meters

• Berkeley – Caltech (375 miles)• RTT ~28 ms• 4.88 meters

Page 18: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Observation

• Musical instruments have long production latency

Page 19: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Observation

• Don’t send audio, send command

• Keeps “states” of the current music performance

Page 20: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Example

• NoteOn(channel, note, velocity)• NoteOff(channel, note)

Page 21: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Packet Loss Recovery

• Lost/Late NoteOn • skipped

• Lost/Late NoteOff• executed

Page 22: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Packet Loss Recovery

• Guard packets

• Recovery journals

Page 23: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Bandwidth

• 20 MIDI command per seconds• 640 bps

• With recovery journals• ~7 kbps

Page 24: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Experience

• Lost/Late NoteOn/NoteOff

• But musician can adjust and play fluidly

Page 25: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Peer-to-Peer

Session 2

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nus.soc.cs5248 Ooi Wei Tsang

P2Cast

Yang Guo et. al. WWW 2003

Page 27: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei TsangNUS.SOC.CS5248OOI WEI TSANG

Patching

Time

Client Request

mcast

unicast

Page 28: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei TsangNUS.SOC.CS5248OOI WEI TSANG

Patching

Time

Client Request

Patching Window: W

mcast

mcast

Page 29: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Problem with VOD

• IP Multicast usually assumed• Patching still requires unicast

connections

Page 30: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

P2Cast

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nus.soc.cs5248 Ooi Wei Tsang

New Session

Page 32: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Existing Session + Patch

?

?

Fat Pipe First

Page 33: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Patch Server Selection

Page 34: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Patching Stream

patching stream

base stream

Page 35: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Tree Example

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nus.soc.cs5248 Ooi Wei Tsang

Failure Recovery

X

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nus.soc.cs5248 Ooi Wei Tsang

Failure Recovery

• What if• Patch server failed?

• Base server failed?

Page 38: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

PROMISE

Mohamed Hafeeda et. al.

ACM MM 2003

Page 39: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Problem

• P2P with streaming• One peer may not have enough

bandwidth• Need to aggregate multiple

peers

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nus.soc.cs5248 Ooi Wei Tsang

Architecture

B/2B/4B/4

CollectCast

Page 41: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

CollectCast

• Select sending peers• Monitor network• Assign streaming rates and data

segments• Decide when to change peers

Page 42: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

PROMISE Operations

I want to watch

LOTR:T2T

Page 43: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

PROMISE Operations

These are the

candidates..

Page 44: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

PROMISE Operations

Max expected goodnessSubject to rate constraints

Page 45: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

PROMISE Operations

Here are your peers!

Page 46: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

PROMISE Operations

Send these..

Page 47: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

PROMISE OperationsShould

I switch

?

Page 48: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

PALS

Reza Rejaie et. al.NOSSDAV 2003

Page 49: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Problem

• P2P with streaming• One peer may not have enough

bandwidth• Need to aggregate multiple

peers•Using layered coding•With congestion control

Page 50: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Sliding Window

playout time window

Page 51: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Packet Assignment

playout timeS1 S2

Page 52: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Sending Mechanism

• Request packets in priority order• Sender must send in order• Next request overwrites previous

one

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nus.soc.cs5248 Ooi Wei Tsang

Power-Friendly

Session 3

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nus.soc.cs5248 Ooi Wei Tsang

GRACE-OS

Wanghong YuanSOSP 2003

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nus.soc.cs5248 Ooi Wei Tsang

Motivation

• Mobile devices run on battery• How to save battery?

Page 56: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Dynamic Voltage Scaling

•Example: AMD Athlon 4 PowerOn {300, 500, 600, 700, 800, 1000}MHz

• Energy V2

Page 57: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

CPU Scheduler

•When to execute a task•How long to execute it•How fast to execute it

Page 58: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei TsangNUS.SOC.CS5248OOI WEI TSANG

CPU Reservation

“I need C units of time, out of every T units.”

Page 59: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Probability Distribution

cycles

Cum. Prob.

500

0.8

80% ofthe time,this taskrequires 500 cycle.

Page 60: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

CPU Requirements

• “I need C units of time, out of every T units.”

• CPU only needs to run at

“With 80% success rate, C is 500 cycle”

i i

i

T

C

Page 61: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Speed Schedulesp

eed

time

If task can finish early, we save energyby not running it at higher speed

Page 62: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Finding Speed Schedule

• Let task execute at speed vx

during cycle x• execution time: 1/vx

• power: vx2

• average power: (1-F(x))vx2

Page 63: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Optimize This

• Minimize:

• Subjected to:

C

xxvxF

0

2))(1(

i

C

x x

TiCiC

v1

1

Page 64: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Implementation

• Linux Kernel• AMD Athlon 4•716 lines of code

Page 65: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Findings

• Probability distribution is quite stable

• Able to meet deadlines with bounded miss ratio

• Save energy by 7 – 72%

Page 66: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Proxy Assisted Streaming

Prashant Shenoy et. al.MMCN 2003

Page 67: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Motivation

• Power-aware streaming to mobile device• save energy in decoding frames• save energy in receiving packets

Page 68: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Architecture

server/proxy client

Here’s my energy budget for decoding +

network reception and max resolution

Page 69: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Architecture

server/proxy client

OK, what should I send?

Page 70: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Information Needed

• Map stream properties to energy requirement

• Need to know decoding time of a frame

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nus.soc.cs5248 Ooi Wei Tsang

Frame Decoding Time

Frame Size (bits)

Time (s)

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nus.soc.cs5248 Ooi Wei Tsang

Transcoding

• If current stream would exceed client decoding energy budget

• Need to transcode by reducing quality

Page 73: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Transcode to what?

E = estimated energy neededwhile E > energy budget reduce quality by ε E = estimate energy needed

Page 74: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Transcoded Streams

server/proxy client

Page 75: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Reducing NIC Energy

• NIC has two modes : active/sleep

• Client can activate NIC only when packets are expected.

Page 76: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Burst Transmission

I will start transmitting at

10:12:54.86 pm

Page 77: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

EvaluationsDecoding Time

Frame Number

Page 78: Nus.soc.cs5248 Ooi Wei Tsang Recent Papers from conferences

nus.soc.cs5248 Ooi Wei Tsang

Evaluations

• NIC Idle Uptime: 2 – 20%