Ali El-Haj-Mahmoud and Eric Rotenberg -...

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NC STATE UNIVERSITY Center for Embedded Systems Research (CESR) Electrical & Computer Engineering North Carolina State University Ali El-Haj-Mahmoud and Eric Rotenberg Safely Exploiting Multithreaded Processors to Tolerate Memory Latency in Real-Time Systems

Transcript of Ali El-Haj-Mahmoud and Eric Rotenberg -...

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NC STATE UNIVERSITY

Center for Embedded Systems Research (CESR)Electrical & Computer Engineering

North Carolina State University

Ali El-Haj-Mahmoud and Eric Rotenberg

Safely Exploiting Multithreaded Processors to Tolerate Memory Latency

in Real-Time Systems

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CASES 2004 2El-Haj-Mahmoud © 2004

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Embedded Processor Trends

• More demanding applications and user expectations• Higher frequency

– ARM-11 (0.13µ): 500 MHz– ARM-11 (0.10µ): 1 GHz

• Processor-memory speed gap

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Memory Wall

1000

10

10000

100000

100

Perf

orm

ance

20051980

processor

memory

Years

How to capitalize on higher frequency?

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Multithreading

• Switch-on-event coarse-grain multithreading– Multiple register contexts for fast switching– Switch to alternate task when current task accesses

memory– Overlap memory accesses with computation

• But what about multithreading in hard-real-time?– Require analyzability– Cannot rely on dynamic schemes

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Exploiting Multithreading in Hard-Real-Time Systems

• Safety– Guarantee all tasks meet deadlines (worst-case)– Statically bound overlap under all scenarios

• Tractability– Confirm/disconfirm schedulability mathematically

using closed-form tests– Consider each task individually

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Classic Real-Time Scheduling

25.082===

A

AA period

WCETU

• Utilization-based schedulability test• No need to construct the schedule a priori

Example: Earliest Deadline First (EDF)

time

Task A

Task B

EDF

B1 B2 B3 B4

A1 A2

periodA

periodB

release A1 deadline A1release A2

release B1 deadline B1release B2

B1 A1 B2 B3 B4A2

EDF schedulability test

1≤= ∑i i

i

periodWCETU

75.043===

B

BB period

WCETU

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Performance vs. Tractability

• Performance: Memory overlap • Tractability: Closed-form schedulability test

• Only basic parameters of tasks are known – WCET = C + M (from conventional WCET analysis)– Period = deadline

A

B

MM M

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EDF (Classic Real-Time)Low Performance but Tractable

1>+=B

B

A

A

periodWCET

periodWCETU

• Memory overlap: No

• Closed-form test: Yes

A

B

MM M

M M M

DEADLINE MISSED

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A

B

MM M

M M M

EDF (Classic Real-Time)Low Performance but Tractable

1>+=B

B

A

A

periodWCET

periodWCETU

• Memory overlap: No

• Closed-form test: Yes

DEADLINE MISSED

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A

B

MM M

M M M

EDF (Classic Real-Time)Low Performance but Tractable

1>+=B

B

A

A

periodWCET

periodWCETU

• Memory overlap: No

• Closed-form test: Yes

DEADLINE MISSED

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A

B

MM M

M M M

EDF (Classic Real-Time)Low Performance but Tractable

1>+=B

B

A

A

periodWCET

periodWCETU

• Memory overlap: No

• Closed-form test: Yes

DEADLINE MISSED

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A

B

M M

M M

M

M

Dynamic Switch on Memory AccessPossibly High Performance but Intractable

• Memory overlap: Possible, unfair for low priority• Closed-form test: No

– Must examine memory positioning!

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A

B

M M

M M

M

M

Dynamic Switch on Memory AccessPossibly High Performance but Intractable

• Memory overlap: Possible, unfair for low priority• Closed-form test: No

– Must examine memory positioning!

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A

B

M M

M M

M

M

Dynamic Switch on Memory AccessPossibly High Performance but Intractable

• Memory overlap: Possible, unfair for low priority• Closed-form test: No

– Must examine memory positioning!

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Dynamic Switch on Memory AccessPossibly High Performance but Intractable

• Memory overlap: Possible, unfair for low priority• Closed-form test: No

– Must examine memory positioning!

A

B

M M

M M

M

M

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A

B

M M

M M

M

M

Dynamic Switch on Memory AccessPossibly High Performance but Intractable

• Memory overlap: Possible, unfair for low priority• Closed-form test: No

– Must examine memory positioning!

DEADLINE MISSED

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A

B

M M

M M

M

M

Dynamic Switch on Memory AccessPossibly High Performance but Intractable

• Memory overlap: Possible, unfair for low priority• Closed-form test: No

– Must examine memory positioning!

DEADLINE MISSED

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A

B

M

MM

M

M

M

Deterministic SwitchingHigh Performance and Tractable

• Memory overlap: Yes (fair and bounded)• Closed-form test: Yes

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A

B

M

MM

M

M

M

Deterministic SwitchingHigh Performance and Tractable

• Memory overlap: Yes (fair and bounded)• Closed-form test: Yes

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Deterministic SwitchingHigh Performance and Tractable

• Memory overlap: Yes (fair and bounded)• Closed-form test: Yes

A

B

M

MM

M

M

M

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Deterministic SwitchingHigh Performance and Tractable

• Memory overlap: Yes (fair and bounded)• Closed-form test: Yes

A

B

M

MM

M

M

M

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A

B

M

MM

M

M

M

Deterministic SwitchingHigh Performance and Tractable

• Memory overlap: Yes (fair and bounded)• Closed-form test: Yes

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Tractability through Deterministic Switching

• Fully decouple independent tasks by forcing periodic switches– Every task gets a chance to initiate/overlap

memory accesses– No scheduling dependences– No specificity regarding memory positioning

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Weighted-Round-Robin (WRR)

Pipeline

Virt. Proc. 1Virt. Proc. 2Virt. Proc. 3Virt. Proc. 4

round = memory latency

T1 T2

T3

T4time

T1T2

T3 T1 T2 T4T3 T1 T2 T3T4

T3

T1T2

T4T3

T1T2

forced pre-emptiondilate WCET

T4T4 T4memory transfer operation

Round i Round i+1 Round i+2

duty cycle

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Analytical Framework for WRR

d: duty cycle 0 < d ≤ 1 P: period = deadlineWCET: Worst-Case Execution Time

WCET = C + MC: aggregate computation timeM: aggregate memory time

WCET’: dilated Worst-Case Execution TimeWCET’ = (C/d) + M

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Schedulability Test1. Dilated task meets deadline on its virtual processor

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Schedulability Test

PWCET ≤'

1. Dilated task meets deadline on its virtual processor

PMdC

≤+

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Schedulability Test

PWCET ≤'

1. Dilated task meets deadline on its virtual processor

PMdC

≤+

MPCd−

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Schedulability Test

( )( )PM

PCMP

Cd−

=−

=1

PWCET ≤'

1. Dilated task meets deadline on its virtual processor

PMdC

≤+

MPCd−

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Schedulability Test

2. Sum of all duty cycles less than or equal to 1

( )( )PM

PCMP

Cd−

=−

=1

PWCET ≤'

1. Dilated task meets deadline on its virtual processor

PMdC

≤+

MPCd−

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CASES 2004 31El-Haj-Mahmoud © 2004

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Schedulability Test

2. Sum of all duty cycles less than or equal to 1

( )( )PM

PCMP

Cd−

=−

=1

PWCET ≤'

1. Dilated task meets deadline on its virtual processor

PMdC

≤+

MPCd−

∑=

≤n

iid

11

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Schedulability Test

( )( ) 1

11≤

−∑=

n

i ii

ii

PMPC

2. Sum of all duty cycles less than or equal to 1

( )( )PM

PCMP

Cd−

=−

=1

PWCET ≤'

1. Dilated task meets deadline on its virtual processor

PMdC

≤+

MPCd−

∑=

≤n

iid

11

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Generalized Analytical Framework

12

22

1

11

≤⎟⎟⎠

⎞⎜⎜⎝

⎛+

++⎟⎟⎠

⎞⎜⎜⎝

⎛+

+⎟⎟⎠

⎞⎜⎜⎝

⎛+

t

tvp

t

vpvp

P

MdC

P

MdC

P

MdC

L

( )

( )∑

=

=

−= t

jjj

t

jjj

vp

PM

PCd

1

1

1

Multiple tasks per VP:

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Modeling Bus and Memory System

• Addressed in detail in paper• Analysis accounts for:

– Worst-case task serialization on memory bus– DRAM bank conflicts– Multiple VPs sharing single DRAM bank

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0

0.2

0.4

0.6

0.8

1

1.2

1GHz 2GHz 1GHz 2GHz 1GHz 2GHz

TASK-SETS8 tasks (2 tasks/VP for WRR)

wor

st-c

ase

utili

zatio

nEDF WRR EDF (no memory)

LOW MED HIGH

Results

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0

0.2

0.4

0.6

0.8

1

1.2

1GHz 2GHz 1GHz 2GHz 1GHz 2GHz

TASK-SETS8 tasks (2 tasks/VP for WRR)

wor

st-c

ase

utili

zatio

nEDF WRR EDF (no memory)

LOW MED HIGH

Results

memcomponent

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0

0.2

0.4

0.6

0.8

1

1.2

1GHz 2GHz 1GHz 2GHz 1GHz 2GHz

TASK-SETS8 tasks (2 tasks/VP for WRR)

wor

st-c

ase

utili

zatio

nEDF WRR EDF (no memory)

LOW MED HIGH

Results

memcomponent

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0

0.2

0.4

0.6

0.8

1

1.2

1GHz 2GHz 1GHz 2GHz 1GHz 2GHz

TASK-SETS8 tasks (2 tasks/VP for WRR)

wor

st-c

ase

utili

zatio

nEDF WRR EDF (no memory)

LOW MED HIGH

Results

50%

28%

memcomponent

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Novel

YesYesOur real-time multithreading framework

NoYesClassic multithreading

YesNoClassic real-time

Formalism(safety & tractability)

Memory overlap

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Useful

• Fully capitalize on high-frequency embedded microprocessors

• Exceed schedulability limit of conventional real-time theory for uniprocessors by analytically bounding WCET overlap

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Deployable• Software-only solution

– Use Ubicom IP3023 8-thread embedded microprocessor

– Analytical framework + scheduling policy

16

Local Register Files (8 Banks)

GPR: 16 x 32 Bits Addr: 8 x 32 Bits

Accum: 1 x 48 Bits Source-3: 1 x 32 Bits Interrupt Mask Reg. Control/Status Reg.

Global RegisterThread Control Interrupt Status Debug Control

32-Bit CPU Core

Program Memory256K SRAM

Data Memory 64K SRAM

SDRAM Memory

Controller

Parallel I/O

Serializer Deserializer

(serdes)

Serializer Deserializer

(serdes)

SPI Debug

CPU PLL

PeripheralPLL

Watchdog Timer

Reset & Brown-Out

Random # Generator

Data Memory (0-8MB)

External Flash

Memory (0-4MB)

8

10Base-T USB GPSI

UARTs

MII GPIO

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Summary

Safely expose multithreading to hard-real-time schedulability analysisBound computation / memory overlap

Offline closed-form schedulability testSafeTractable

Scale “Memory Wall” in embedded systemsExpose full benefits of high-frequency embedded processors

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Questions?