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r r ss r st r s s rr srrrsr INSTITUTO DE


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SLIDE 1

❚❤r❡❡✲▲❡✈❡❧ ❙❝r❡❡♥✐♥❣ ❉❡s✐❣♥s ❢♦r ❋❛st ❊♥❡r❣② ❙❛✈✐♥❣s

▲✉❝❛s ▼❡❧❧♦ ❙❝❤♥♦rr s❝❤♥♦rr❅✐♥❢✳✉❢r❣s✳❜r

INSTITUTO DE INFORMÁTICA UFRGS

❋✐rst ❊♥❡r❣②❙❋❊ ■♥t❧✳ ❲♦r❦s❤♦♣

  • r❡♥♦❜❧❡✱ ❙❡♣t❡♠❜❡r ✶st✱ ✷✵✶✻

✶ ✴ ✶✵

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SLIDE 2

■♥tr♦❞✉❝t✐♦♥ ✫ ❈♦♥t❡①t

❉❱❋❙ ✭❉②♥❛♠✐❝ ❱♦❧t❛❣❡ ❛♥❞ ❋r❡q✉❡♥❝② ❙❝❛❧✐♥❣✮ ❤❛r❞✇❛r❡ s✉♣♣♦rt

❼ P❡r✲♣r♦❝❡ss♦r ✭♠♦r❡ ❝♦♠♠♦♥✮ ♦r ♣❡r✲❝♦r❡ ❉❱❋❙ ❼ ❱❡r② ❝♦♠♠♦♥ s❡♥s❡✿ ✏❖❙ ❣♦✈❡r♥♦r ✐s ❛❧r❡❛❞② ❤❡r❡✑ ❼ ❚❤✐♥❣s ♠✐❣❤t ❜❡ ♠♦r❡ ❝♦♠♣❧❡① ✐♥ ❍P❈ → ❋✐♥❡✲❣r❛✐♥ ❉❱❋❙

❋✐♥❡✲❣r❛✐♥ ❉❱❋❙ ❢♦r ❍P❈ ❛♣♣❧✐❝❛t✐♦♥s❄

❼ ❙✉❜t❧❡ ♣❤❛s❡ ❝❤❛♥❣❡s ✭♠✐❝r♦s❡❝s✳ r❛♥❣❡✮ ❞✉r✐♥❣ r✉♥t✐♠❡

❼ ❈P❯✲❜♦✉♥❞✱ ▼❡♠♦r②✲❜♦✉♥❞

❼ ❋r❡q✉❡♥❝② s❝❛❧✐♥❣ ✐♥ ♣❡r✲♣❤❛s❡ ❢❛s❤✐♦♥

❼ ■❢ ♣❤❛s❡ ✐s ♠❡♠♦r②✲❜♦✉♥❞

♠✐♥✐♠❛❧ ✭♦r ♥♦✮ ♣❡r❢♦r♠❛♥❝❡ ❧♦ss❡s ❼ ❲❤❛t ✐s ❛ ♣❤❛s❡✿ ❛ ❖♣❡♥▼P ♣❛r❛❧❧❡❧ ❧♦♦♣

✷ ✴ ✶✵

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SLIDE 3

■♥tr♦❞✉❝t✐♦♥ ✫ ❈♦♥t❡①t

❉❱❋❙ ✭❉②♥❛♠✐❝ ❱♦❧t❛❣❡ ❛♥❞ ❋r❡q✉❡♥❝② ❙❝❛❧✐♥❣✮ ❤❛r❞✇❛r❡ s✉♣♣♦rt

❼ P❡r✲♣r♦❝❡ss♦r ✭♠♦r❡ ❝♦♠♠♦♥✮ ♦r ♣❡r✲❝♦r❡ ❉❱❋❙ ❼ ❱❡r② ❝♦♠♠♦♥ s❡♥s❡✿ ✏❖❙ ❣♦✈❡r♥♦r ✐s ❛❧r❡❛❞② ❤❡r❡✑ ❼ ❚❤✐♥❣s ♠✐❣❤t ❜❡ ♠♦r❡ ❝♦♠♣❧❡① ✐♥ ❍P❈ → ❋✐♥❡✲❣r❛✐♥ ❉❱❋❙

❋✐♥❡✲❣r❛✐♥ ❉❱❋❙ ❢♦r ❍P❈ ❛♣♣❧✐❝❛t✐♦♥s❄

❼ ❙✉❜t❧❡ ♣❤❛s❡ ❝❤❛♥❣❡s ✭♠✐❝r♦s❡❝s✳ r❛♥❣❡✮ ❞✉r✐♥❣ r✉♥t✐♠❡

❼ ❈P❯✲❜♦✉♥❞✱ ▼❡♠♦r②✲❜♦✉♥❞

❼ ❋r❡q✉❡♥❝② s❝❛❧✐♥❣ ✐♥ ♣❡r✲♣❤❛s❡ ❢❛s❤✐♦♥

❼ ■❢ ♣❤❛s❡ ✐s ♠❡♠♦r②✲❜♦✉♥❞ → ♠✐♥✐♠❛❧ ✭♦r ♥♦✮ ♣❡r❢♦r♠❛♥❝❡ ❧♦ss❡s

❼ ❲❤❛t ✐s ❛ ♣❤❛s❡✿ ❛ ❖♣❡♥▼P ♣❛r❛❧❧❡❧ ❧♦♦♣

✷ ✴ ✶✵

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SLIDE 4

P❡r✲P❤❛s❡ ❋r❡q✉❡♥❝② ❙❝❛❧✐♥❣

❚❤❡r❡ ❛r❡ ♠❛♥② str❛t❡❣✐❡s✳ ❍❡r❡✬s t✇♦ ✇✐❞❡❧② ❞✐✛❡r❡♥t ❋r❡❡❤ ❡t ❛❧✳ ✭✷✵✵✺✮✿ ♣❡r✲♣❤❛s❡ ❢r❡q✉❡♥❝② s❝❛❧✐♥❣

❼ ❚❡st ❛❧❧ ♣♦ss✐❜❧❡ ❢r❡q✉❡♥❝✐❡s ♦♥❡ ❜② ♦♥❡ ❢♦r ❡❛❝❤ ♣❤❛s❡

❼ ❙❡q✉❡♥t✐❛❧❧② ❛♥❞ ✐♥ ♦r❞❡r ✭❢ Ö ♣ ♣❧✉s r❡♣❧✐❝❛t✐♦♥s✮

▲❛✉r❡♥③❛♥♦ ❡t ❛❧✳ ✭✷✵✶✶✱ ✷✵✶✸✮✿ ❧♦♦♣✲❜❛s❡❞ str❛t❡❣②

❼ ❙❡r✐❡s ♦❢ ❧♦♦♣s ✭✇✐t❤ ❞✐✛❡r❡♥t ❈P❯ ❛♥❞ ♠❡♠♦r② ❜❡❤❛✈✐♦r✮

✶ ❙②st❡♠ ❝❤❛r❛❝t❡r✐③❛t✐♦♥

❼ ❙❡✈❡r❛❧ ❧♦♦♣ ✈❡rs✐♦♥s ❛r❡ ❡①❡❝✉t❡❞ ✇✐t❤ ❛❧❧ ❛✈❛✐❧❛❜❧❡ ❢r❡q✉❡♥❝✐❡s ❼ ❉❡✜♥❡s ✇❤✐❝❤ ❢r❡q✉❡♥❝② ✐s t❤❡ ❜❡st ❢♦r ❡❛❝❤ ❧♦♦♣ ❝♦♥✜❣✉r❛t✐♦♥

✷ ❘❡❛❧ ❛♣♣❧✐❝❛t✐♦♥ ❧♦♦♣s ❛r❡ ♣r♦✜❧❡❞

❼ ❙✐❣♥❛t✉r❡ ✭❝❛❝❤❡ ❤✐ts✱ ✢♦♣s✱ ♠❡♠♦r② ❛❝❝❡ss❡s✱ ❡t❝✮ ❼ ❙❡❛r❝❤ t❤❡ ❝❧♦s❡st ♣♦✐♥t ✐♥ s②st❡♠ ❝❤❛r❛❝t❡r✐③❛t✐♦♥ ❞❛t❛

✸ ✴ ✶✵

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SLIDE 5

P❡r✲P❤❛s❡ ❋r❡q✉❡♥❝② ❙❝❛❧✐♥❣

❚❤❡r❡ ❛r❡ ♠❛♥② str❛t❡❣✐❡s✳ ❍❡r❡✬s t✇♦ ✇✐❞❡❧② ❞✐✛❡r❡♥t ❋r❡❡❤ ❡t ❛❧✳ ✭✷✵✵✺✮✿ ♣❡r✲♣❤❛s❡ ❢r❡q✉❡♥❝② s❝❛❧✐♥❣

❼ ❚❡st ❛❧❧ ♣♦ss✐❜❧❡ ❢r❡q✉❡♥❝✐❡s ♦♥❡ ❜② ♦♥❡ ❢♦r ❡❛❝❤ ♣❤❛s❡

❼ ❙❡q✉❡♥t✐❛❧❧② ❛♥❞ ✐♥ ♦r❞❡r ✭❢ Ö ♣ ♣❧✉s r❡♣❧✐❝❛t✐♦♥s✮

▲❛✉r❡♥③❛♥♦ ❡t ❛❧✳ ✭✷✵✶✶✱ ✷✵✶✸✮✿ ❧♦♦♣✲❜❛s❡❞ str❛t❡❣②

❼ ❙❡r✐❡s ♦❢ ❧♦♦♣s ✭✇✐t❤ ❞✐✛❡r❡♥t ❈P❯ ❛♥❞ ♠❡♠♦r② ❜❡❤❛✈✐♦r✮

✶ ❙②st❡♠ ❝❤❛r❛❝t❡r✐③❛t✐♦♥

❼ ❙❡✈❡r❛❧ ❧♦♦♣ ✈❡rs✐♦♥s ❛r❡ ❡①❡❝✉t❡❞ ✇✐t❤ ❛❧❧ ❛✈❛✐❧❛❜❧❡ ❢r❡q✉❡♥❝✐❡s ❼ ❉❡✜♥❡s ✇❤✐❝❤ ❢r❡q✉❡♥❝② ✐s t❤❡ ❜❡st ❢♦r ❡❛❝❤ ❧♦♦♣ ❝♦♥✜❣✉r❛t✐♦♥

✷ ❘❡❛❧ ❛♣♣❧✐❝❛t✐♦♥ ❧♦♦♣s ❛r❡ ♣r♦✜❧❡❞

❼ ❙✐❣♥❛t✉r❡ ✭❝❛❝❤❡ ❤✐ts✱ ✢♦♣s✱ ♠❡♠♦r② ❛❝❝❡ss❡s✱ ❡t❝✮ ❼ ❙❡❛r❝❤ t❤❡ ❝❧♦s❡st ♣♦✐♥t ✐♥ s②st❡♠ ❝❤❛r❛❝t❡r✐③❛t✐♦♥ ❞❛t❛

✸ ✴ ✶✵

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SLIDE 6

P❡r✲P❤❛s❡ ❋r❡q✉❡♥❝② ❙❝❛❧✐♥❣

❚❤❡r❡ ❛r❡ ♠❛♥② str❛t❡❣✐❡s✳ ❍❡r❡✬s t✇♦ ✇✐❞❡❧② ❞✐✛❡r❡♥t ❋r❡❡❤ ❡t ❛❧✳ ✭✷✵✵✺✮✿ ♣❡r✲♣❤❛s❡ ❢r❡q✉❡♥❝② s❝❛❧✐♥❣

❼ ❚❡st ❛❧❧ ♣♦ss✐❜❧❡ ❢r❡q✉❡♥❝✐❡s ♦♥❡ ❜② ♦♥❡ ❢♦r ❡❛❝❤ ♣❤❛s❡

❼ ❙❡q✉❡♥t✐❛❧❧② ❛♥❞ ✐♥ ♦r❞❡r ✭❢ Ö ♣ ♣❧✉s r❡♣❧✐❝❛t✐♦♥s✮

▲❛✉r❡♥③❛♥♦ ❡t ❛❧✳ ✭✷✵✶✶✱ ✷✵✶✸✮✿ ❧♦♦♣✲❜❛s❡❞ str❛t❡❣②

❼ ❙❡r✐❡s ♦❢ ❧♦♦♣s ✭✇✐t❤ ❞✐✛❡r❡♥t ❈P❯ ❛♥❞ ♠❡♠♦r② ❜❡❤❛✈✐♦r✮

✶ ❙②st❡♠ ❝❤❛r❛❝t❡r✐③❛t✐♦♥

❼ ❙❡✈❡r❛❧ ❧♦♦♣ ✈❡rs✐♦♥s ❛r❡ ❡①❡❝✉t❡❞ ✇✐t❤ ❛❧❧ ❛✈❛✐❧❛❜❧❡ ❢r❡q✉❡♥❝✐❡s ❼ ❉❡✜♥❡s ✇❤✐❝❤ ❢r❡q✉❡♥❝② ✐s t❤❡ ❜❡st ❢♦r ❡❛❝❤ ❧♦♦♣ ❝♦♥✜❣✉r❛t✐♦♥

✷ ❘❡❛❧ ❛♣♣❧✐❝❛t✐♦♥ ❧♦♦♣s ❛r❡ ♣r♦✜❧❡❞

❼ ❙✐❣♥❛t✉r❡ ✭❝❛❝❤❡ ❤✐ts✱ ✢♦♣s✱ ♠❡♠♦r② ❛❝❝❡ss❡s✱ ❡t❝✮ ❼ ❙❡❛r❝❤ t❤❡ ❝❧♦s❡st ♣♦✐♥t ✐♥ s②st❡♠ ❝❤❛r❛❝t❡r✐③❛t✐♦♥ ❞❛t❛

✸ ✴ ✶✵

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SLIDE 7

Pr♦❜❧❡♠ ❙t❛t❡♠❡♥t ✭✇✐t❤ ❡①❛♠♣❧❡✮

❙✐t✉❛t✐♦♥

✶ ▼❛♥② ❢r❡q✳ ❧❡✈❡❧s ❛✈❛✐❧❛❜❧❡ ♦♥ ❝✉rr❡♥t ♣r♦❝❡ss♦rs ❛r❝❤✐t❡❝t✉r❡s ✷ ▼❛♥② ❝♦❞❡ r❡❣✐♦♥ ✐♥ ❝♦♠♣❧❡① ❍P❈ ❛♣♣❧✐❝❛t✐♦♥s

❚♦♦ ♠✉❝❤ t✐♠❡ t♦ ❞✐s❝♦✈❡r ❜❡st ❢r❡q✉❡♥❝② ❢♦r ❡❛❝❤ ❝♦❞❡ r❡❣✐♦♥

❼ ❘❡s✉❧ts ❞❡♣❡♥❞ ♦♥ t❤❡ ✐♥♣✉t s✐③❡ ✰ ♦t❤❡r ❢❛❝t♦rs

❆♥ ❡①❛♠♣❧❡✿ ❛♣♣❧②✐♥❣ ❋r❡❡❤✬s ♠❡t❤♦❞♦❧♦❣②✿ ❢ Ö ♣ Ö r❡♣❧✐❝❛t✐♦♥s

❼ ●r❛♣❤✺✵✵ ❜❡♥❝❤♠❛r❦✿ ✶✼ ❝♦❞❡ r❡❣✐♦♥s ✭♠❛♥✉❛❧❧② ♠❛r❦❡❞✮

❼ ■♥♣✉t s✐③❡ ✷✺✱ ✐t t❛❦❡s r♦✉❣❤❧② s✐① ♠✐♥✉t❡s

❼ ■♥t❡❧ ❳❡♦♥ ❊✺✲✷✻✸✵✿ ✶✸ ❢r❡q✉❡♥❝② ❧❡✈❡❧s ✭✐♥❝❧✉❞✐♥❣ t✉r❜♦ ❜♦♦st✮ ❼ ✷✷✶ ❡①♣❡r✐♠❡♥ts Ö ✶✵ r❡♣❧✐❝❛t✐♦♥s Ö ✻ ♠✐♥✉t❡s ❂ ✶✸✷✻✵ ♠✐♥✉t❡s

❆ ❢❛st❡r ♠❡t❤♦❞♦❧♦❣② ✐s r❡q✉✐r❡❞✳

✹ ✴ ✶✵

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SLIDE 8

Pr♦❜❧❡♠ ❙t❛t❡♠❡♥t ✭✇✐t❤ ❡①❛♠♣❧❡✮

❙✐t✉❛t✐♦♥

✶ ▼❛♥② ❢r❡q✳ ❧❡✈❡❧s ❛✈❛✐❧❛❜❧❡ ♦♥ ❝✉rr❡♥t ♣r♦❝❡ss♦rs ❛r❝❤✐t❡❝t✉r❡s ✷ ▼❛♥② ❝♦❞❡ r❡❣✐♦♥ ✐♥ ❝♦♠♣❧❡① ❍P❈ ❛♣♣❧✐❝❛t✐♦♥s

❚♦♦ ♠✉❝❤ t✐♠❡ t♦ ❞✐s❝♦✈❡r ❜❡st ❢r❡q✉❡♥❝② ❢♦r ❡❛❝❤ ❝♦❞❡ r❡❣✐♦♥

❼ ❘❡s✉❧ts ❞❡♣❡♥❞ ♦♥ t❤❡ ✐♥♣✉t s✐③❡ ✰ ♦t❤❡r ❢❛❝t♦rs

❆♥ ❡①❛♠♣❧❡✿ ❛♣♣❧②✐♥❣ ❋r❡❡❤✬s ♠❡t❤♦❞♦❧♦❣②✿ ❢ Ö ♣ Ö r❡♣❧✐❝❛t✐♦♥s

❼ ●r❛♣❤✺✵✵ ❜❡♥❝❤♠❛r❦✿ ✶✼ ❝♦❞❡ r❡❣✐♦♥s ✭♠❛♥✉❛❧❧② ♠❛r❦❡❞✮

❼ ■♥♣✉t s✐③❡ ✷✺✱ ✐t t❛❦❡s r♦✉❣❤❧② s✐① ♠✐♥✉t❡s

❼ ■♥t❡❧ ❳❡♦♥ ❊✺✲✷✻✸✵✿ ✶✸ ❢r❡q✉❡♥❝② ❧❡✈❡❧s ✭✐♥❝❧✉❞✐♥❣ t✉r❜♦ ❜♦♦st✮ ❼ ✷✷✶ ❡①♣❡r✐♠❡♥ts Ö ✶✵ r❡♣❧✐❝❛t✐♦♥s Ö ✻ ♠✐♥✉t❡s ❂ ✶✸✷✻✵ ♠✐♥✉t❡s

❆ ❢❛st❡r ♠❡t❤♦❞♦❧♦❣② ✐s r❡q✉✐r❡❞✳

✹ ✴ ✶✵

slide-9
SLIDE 9

Pr♦❜❧❡♠ ❙t❛t❡♠❡♥t ✭✇✐t❤ ❡①❛♠♣❧❡✮

❙✐t✉❛t✐♦♥

✶ ▼❛♥② ❢r❡q✳ ❧❡✈❡❧s ❛✈❛✐❧❛❜❧❡ ♦♥ ❝✉rr❡♥t ♣r♦❝❡ss♦rs ❛r❝❤✐t❡❝t✉r❡s ✷ ▼❛♥② ❝♦❞❡ r❡❣✐♦♥ ✐♥ ❝♦♠♣❧❡① ❍P❈ ❛♣♣❧✐❝❛t✐♦♥s

❚♦♦ ♠✉❝❤ t✐♠❡ t♦ ❞✐s❝♦✈❡r ❜❡st ❢r❡q✉❡♥❝② ❢♦r ❡❛❝❤ ❝♦❞❡ r❡❣✐♦♥

❼ ❘❡s✉❧ts ❞❡♣❡♥❞ ♦♥ t❤❡ ✐♥♣✉t s✐③❡ ✰ ♦t❤❡r ❢❛❝t♦rs

❆♥ ❡①❛♠♣❧❡✿ ❛♣♣❧②✐♥❣ ❋r❡❡❤✬s ♠❡t❤♦❞♦❧♦❣②✿ ❢ Ö ♣ Ö r❡♣❧✐❝❛t✐♦♥s

❼ ●r❛♣❤✺✵✵ ❜❡♥❝❤♠❛r❦✿ ✶✼ ❝♦❞❡ r❡❣✐♦♥s ✭♠❛♥✉❛❧❧② ♠❛r❦❡❞✮

❼ ■♥♣✉t s✐③❡ ✷✺✱ ✐t t❛❦❡s r♦✉❣❤❧② s✐① ♠✐♥✉t❡s

❼ ■♥t❡❧ ❳❡♦♥ ❊✺✲✷✻✸✵✿ ✶✸ ❢r❡q✉❡♥❝② ❧❡✈❡❧s ✭✐♥❝❧✉❞✐♥❣ t✉r❜♦ ❜♦♦st✮ ❼ ✷✷✶ ❡①♣❡r✐♠❡♥ts Ö ✶✵ r❡♣❧✐❝❛t✐♦♥s Ö ✻ ♠✐♥✉t❡s ❂ ✶✸✷✻✵ ♠✐♥✉t❡s

❆ ❢❛st❡r ♠❡t❤♦❞♦❧♦❣② ✐s r❡q✉✐r❡❞✳

✹ ✴ ✶✵

slide-10
SLIDE 10

Pr❡✈✐♦✉s ❙tr❛t❡❣② ✭▼✐❧❧❛♥✐✬s ❘❡♣♣❛r✬✶✻ P❛♣❡r✮

❉♦❊✲❜❛s❡❞ ♠❡t❤♦❞♦❧♦❣② t♦ ❛❝❝❡❧❡r❛t❡ ❡①♣❡r✐♠❡♥t❛❧ t✐♠❡

❼ ❈♦❞❡ r❡❣✐♦♥s ❛r❡ ❧❡tt❡rs ✭❆✱ ❇✱ ✳ ✳ ✳ ✮ ✕ ❋❛❝t♦rs ❼ ❖♥❧② t✇♦ ♣r♦❝❡ss♦r ❢r❡q✉❡♥❝✐❡s✿ ▲♦✇ ✭✲✮ ❛♥❞ ❍✐❣❤ ✭✰✮ ✕ ▲❡✈❡❧s

P❇ ❙❝r❡❡♥✐♥❣✿ ❤♦✇ ♠✉❝❤ ❡❛❝❤ ❝♦❞❡ r❡❣✐♦♥ ❛✛❡❝ts ❚✐♠❡✴❊♥❡r❣②❄ ❋✉❧❧ ❋❛❝t♦r✐❛❧✿ ❞❡✜♥❡ ❛❧❧ ❚✐♠❡✲❊♥❡r❣② tr❛❞❡✲♦✛s✱ ✇✐t❤ ✈❛r✐❛❜✐❧✐t② ❇❛❝❦ t♦ t❤❡ ❡①❛♠♣❧❡✿ ●r❛♣❤✺✵✵ ✶✼ r❡❣✐♦♥s ✰ ■♥t❡❧ ❊✺✲✷✻✸✵ ✶✸ ❢r❡qs

❼ ✷✵ Ö✶✵ r❡♣❧✐❝s✳ ✰ ✷✹ Ö✶✵ r❡♣❧✐❝s✳ ❂ ✾✻✵Ö✻ ❂ ✻✾✻✵ ♠✐♥✉t❡s

❼ ❉✐sr❡❣❛r❞✐♥❣ ❋❋✱ ✇❡ ❣❡t ♦♥❧② ✶✷✵✵ ♠✐♥✉t❡s

✺ ✴ ✶✵

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SLIDE 11

Pr❡✈✐♦✉s ❙tr❛t❡❣② ✭▼✐❧❧❛♥✐✬s ❘❡♣♣❛r✬✶✻ P❛♣❡r✮

❉♦❊✲❜❛s❡❞ ♠❡t❤♦❞♦❧♦❣② t♦ ❛❝❝❡❧❡r❛t❡ ❡①♣❡r✐♠❡♥t❛❧ t✐♠❡

❼ ❈♦❞❡ r❡❣✐♦♥s ❛r❡ ❧❡tt❡rs ✭❆✱ ❇✱ ✳ ✳ ✳ ✮ ✕ ❋❛❝t♦rs ❼ ❖♥❧② t✇♦ ♣r♦❝❡ss♦r ❢r❡q✉❡♥❝✐❡s✿ ▲♦✇ ✭✲✮ ❛♥❞ ❍✐❣❤ ✭✰✮ ✕ ▲❡✈❡❧s

P❇ ❙❝r❡❡♥✐♥❣✿ ❤♦✇ ♠✉❝❤ ❡❛❝❤ ❝♦❞❡ r❡❣✐♦♥ ❛✛❡❝ts ❚✐♠❡✴❊♥❡r❣②❄ ❋✉❧❧ ❋❛❝t♦r✐❛❧✿ ❞❡✜♥❡ ❛❧❧ ❚✐♠❡✲❊♥❡r❣② tr❛❞❡✲♦✛s✱ ✇✐t❤ ✈❛r✐❛❜✐❧✐t② ❇❛❝❦ t♦ t❤❡ ❡①❛♠♣❧❡✿ ●r❛♣❤✺✵✵ ✶✼ r❡❣✐♦♥s ✰ ■♥t❡❧ ❊✺✲✷✻✸✵ ✶✸ ❢r❡qs

❼ ✷✵ Ö✶✵ r❡♣❧✐❝s✳ ✰ ✷✹ Ö✶✵ r❡♣❧✐❝s✳ ❂ ✾✻✵Ö✻ ❂ ✻✾✻✵ ♠✐♥✉t❡s

❼ ❉✐sr❡❣❛r❞✐♥❣ ❋❋✱ ✇❡ ❣❡t ♦♥❧② ✶✷✵✵ ♠✐♥✉t❡s

✺ ✴ ✶✵

slide-12
SLIDE 12
  • r❛♣❤✺✵✵✿ ❋✉❧❧ ❋❛❝t♦r✐❛❧ ❘❡s✉❧ts ✭P❛r❡t♦✮

❊❧❧✐♣s❡s✿ ✾✾✪ ❈■❀ P❛r❡t♦ ♣♦✐♥ts✿ ✰ ❛♥❞ ✲ ❧❛❜❡❧s ❢♦r t❤❡ ❊✱■✱❏✱▲ r❡❣✐♦♥s

✰✰✲✲ ✲✼✳✼✪ ❡♥❡r❣②✱ ✰✹✳✹✪ t✐♠❡ ❛❣❛✐♥st ❍■●❍❀ ✰✷✳✹✪ ❡♥❡r❣②✱ ✲✼✪ t✐♠❡ ❛❣❛✐♥st ▲❖❲

  • +++−

−++− ++−− −+−− +−−−

HIGH LOW

3700 3800 3900 4000 4100 4200 37 38 39 40 41 42 Time (s) Energy (J) Per−Region Frequency Configuration

  • −−−−

−−−+ −−+− −−++ −+−− −+−+ −++− −+++ +−−− +−−+ +−+− +−++ ++−− ++−+ +++− ++++

✷ Ö ❊✺✲✷✻✸✵ ❙❛♥❞② ❇r✐❞❣❡ ✭✶✷ ❝♦r❡s✮❀ ✸✷●❇❀ ●❈❈✺✳✶✳✶✲❖✸✱ ❘❆P▲

✻ ✴ ✶✵

slide-13
SLIDE 13

▼✐♥✐❋❊✿ ❋✉❧❧ ❋❛❝t♦r✐❛❧ ❘❡s✉❧ts ✭P❛r❡t♦✮

❊❧❧✐♣s❡s ✾✾✪ ❈■ ✰ ❛♥❞ ✲ ❢♦r t❤❡ ❉✱❋✱❑✱❚✱❨ r❡❣✐♦♥s ✰✲✰✰✰ ✲✾✳✸✪ ❡♥❡r❣② ✰✶✳✺✪ t✐♠❡ ❛❣❛✐♥st ❍■●❍

  • +++−+

+−+++ +−−−+

LOW HIGH

3750 4000 4250 4500 4750 42 45 48 51 Time (s) Energy (J)

✼ ✴ ✶✵

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SLIDE 14

❈r✐t✐❝❛❧ ❱✐❡✇ ♦♥ t❤❡ ❈✉rr❡♥t ❆♣♣r♦❛❝❤

❖♥❧② ❝♦♥s✐❞❡rs t✇♦ ❢r❡q✉❡♥❝② ❧❡✈❡❧s ✭❧♦✇ ❛♥❞ ❤✐❣❤✮

❼ ❙❤♦✇✐♥❣ ❡♥❡r❣② ❝♦♥s✉♠♣t✐♦♥ ❛s ❛ ❢✉♥❝t✐♦♥ ♦❢ ♣r♦❝✳ ❢r❡q✉❡♥❝② ❼ ▼❛tr✐① ▼✉❧t✐♣❧✐❝❛t✐♦♥ ✭❈P❯✲❜♦✉♥❞✮

0.96 0.99 1.02 1 . 2 G H z 1 . 3 G H z 1 . 4 G H z 1 . 5 G H z 1 . 6 G H z 1 . 7 G H z 1 . 8 G H z 1 . 9 G H z 2 . G H z 2 . 1 G H z 2 . 2 G H z 2 . 3 G H z 2 . 3 1 G H z

Frequency Energy (normalized by highest frequency)

■s t❤❡ ❢✉❧❧ ❢❛❝t♦r✐❛❧ st❡♣ r❡❛❧❧② ♥❡❝❡ss❛r②❄

❼ ❲❡ ❤❛✈❡ s❡❡♥ ♥♦ ❢❛❝t♦r ✐t❡r❛❝t✐♦♥ s♦ ❢❛r

✽ ✴ ✶✵

slide-15
SLIDE 15

❈r✐t✐❝❛❧ ❱✐❡✇ ♦♥ t❤❡ ❈✉rr❡♥t ❆♣♣r♦❛❝❤

❖♥❧② ❝♦♥s✐❞❡rs t✇♦ ❢r❡q✉❡♥❝② ❧❡✈❡❧s ✭❧♦✇ ❛♥❞ ❤✐❣❤✮

❼ ❙❤♦✇✐♥❣ ❡♥❡r❣② ❝♦♥s✉♠♣t✐♦♥ ❛s ❛ ❢✉♥❝t✐♦♥ ♦❢ ♣r♦❝✳ ❢r❡q✉❡♥❝② ❼ ▼❛tr✐① ▼✉❧t✐♣❧✐❝❛t✐♦♥ ✭❈P❯✲❜♦✉♥❞✮

0.96 0.99 1.02 1 . 2 G H z 1 . 3 G H z 1 . 4 G H z 1 . 5 G H z 1 . 6 G H z 1 . 7 G H z 1 . 8 G H z 1 . 9 G H z 2 . G H z 2 . 1 G H z 2 . 2 G H z 2 . 3 G H z 2 . 3 1 G H z

Frequency Energy (normalized by highest frequency)

■s t❤❡ ❢✉❧❧ ❢❛❝t♦r✐❛❧ st❡♣ r❡❛❧❧② ♥❡❝❡ss❛r②❄

❼ ❲❡ ❤❛✈❡ s❡❡♥ ♥♦ ❢❛❝t♦r ✐t❡r❛❝t✐♦♥ s♦ ❢❛r

✽ ✴ ✶✵

slide-16
SLIDE 16

❘❡✜♥✐♥❣ t❤❡ ❙tr❛t❡❣② ✰ ❈✉rr❡♥t ❲♦r❦

❆❞♦♣t t❤r❡❡✲❧❡✈❡❧ s❝r❡❡♥✐♥❣ ❞❡s✐❣♥s

❼ ❚❤r❡❡ ♣r♦❝❡ss♦r ❢r❡q✉❡♥❝✐❡s❀ t♦ ❜❡ ♠♦r❡ r❡❛❧✐st✐❝ ❼ ❊❛s② t♦ r✉♥✱ ❤❛r❞ t♦ ❛♥❛❧②③❡

❆✉t♦♠❛t✐❝ ❞❡t❡❝t✐♦♥ ♦❢ ♠❡♠♦r②✲❜♦✉♥❞ ❝♦❞❡ r❡❣✐♦♥s

❼ ❯s✐♥❣ ❤❛r❞✇❛r❡ ❝♦✉♥t❡rs✿ ▲✷✱ ▲✸ ♠✐ss❡s❀ ■P❈

❼ ❯s❡ ❧✐❦✇✐❞✬s t✐♠❡❧✐♥❡ ♠♦❞❡ ✭❝♦✉♥t❡rs ❛s ❛ ❢✉♥❝t✐♦♥ ♦❢ r✉♥t✐♠❡✮

❼ ●❛❜r✐❡❧ ▼♦r♦✬s ▼❛st❡r ❚❤❡s✐s

✾ ✴ ✶✵

slide-17
SLIDE 17

❘❡✜♥✐♥❣ t❤❡ ❙tr❛t❡❣② ✰ ❈✉rr❡♥t ❲♦r❦

❆❞♦♣t t❤r❡❡✲❧❡✈❡❧ s❝r❡❡♥✐♥❣ ❞❡s✐❣♥s

❼ ❚❤r❡❡ ♣r♦❝❡ss♦r ❢r❡q✉❡♥❝✐❡s❀ t♦ ❜❡ ♠♦r❡ r❡❛❧✐st✐❝ ❼ ❊❛s② t♦ r✉♥✱ ❤❛r❞ t♦ ❛♥❛❧②③❡

❆✉t♦♠❛t✐❝ ❞❡t❡❝t✐♦♥ ♦❢ ♠❡♠♦r②✲❜♦✉♥❞ ❝♦❞❡ r❡❣✐♦♥s

❼ ❯s✐♥❣ ❤❛r❞✇❛r❡ ❝♦✉♥t❡rs✿ ▲✷✱ ▲✸ ♠✐ss❡s❀ ■P❈

❼ ❯s❡ ❧✐❦✇✐❞✬s t✐♠❡❧✐♥❡ ♠♦❞❡ ✭❝♦✉♥t❡rs ❛s ❛ ❢✉♥❝t✐♦♥ ♦❢ r✉♥t✐♠❡✮

❼ ●❛❜r✐❡❧ ▼♦r♦✬s ▼❛st❡r ❚❤❡s✐s

  • FT

10 20 30 40 50 0.0 2.5 5.0 7.5 10.0

Runtime (seconds) Average Cache Misses (%) Cache Level

  • L2

L3

  • LU

10 20 30 40 50 10 20 30 40

Runtime (seconds) Average Cache Misses (%) Cache Level

  • L2

L3

✾ ✴ ✶✵

slide-18
SLIDE 18

❋✉t✉r❡ ❉✐r❡❝t✐♦♥s ✰ ❚❤❛♥❦s

▼❛♥② ❜❡♥❝❤♠❛r❦s ●r❛♣❤✺✵✵✱ ▼✐♥✐❋❊✱ ▲✉❧❡s❤✱ ❘♦❞✐♥✐❛✱ P❛rs❡❝✱ ▼❛♥t❡✈♦✱ ❈♦r❛❧✱ ❇♦ts ❘❡❉❋❙❚ ❤tt♣s✿✴✴❣✐t❤✉❜✳❝♦♠✴❧❢❣♠✐❧❧❛♥✐✴r❡❞❢st ✭●P▲✬❞ ❝♦❞❡✮ ❚❤❛♥❦s ❢♦r ②♦✉r ❛tt❡♥t✐♦♥✳ ❙❡❡ ♠♦r❡ ❞❡t❛✐❧s

❼ ❤tt♣✿✴✴✇✇✇✳✐♥❢✳✉❢r❣s✳❜r✴⑦s❝❤♥♦rr✴

✶✵ ✴ ✶✵

slide-19
SLIDE 19

❋✉t✉r❡ ❉✐r❡❝t✐♦♥s ✰ ❚❤❛♥❦s

▼❛♥② ❜❡♥❝❤♠❛r❦s ●r❛♣❤✺✵✵✱ ▼✐♥✐❋❊✱ ▲✉❧❡s❤✱ ❘♦❞✐♥✐❛✱ P❛rs❡❝✱ ▼❛♥t❡✈♦✱ ❈♦r❛❧✱ ❇♦ts ❘❡❉❋❙❚ ❤tt♣s✿✴✴❣✐t❤✉❜✳❝♦♠✴❧❢❣♠✐❧❧❛♥✐✴r❡❞❢st ✭●P▲✬❞ ❝♦❞❡✮ ❚❤❛♥❦s ❢♦r ②♦✉r ❛tt❡♥t✐♦♥✳ ❙❡❡ ♠♦r❡ ❞❡t❛✐❧s

❼ ❤tt♣✿✴✴✇✇✇✳✐♥❢✳✉❢r❣s✳❜r✴⑦s❝❤♥♦rr✴

✶✵ ✴ ✶✵