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SLIDE 1

♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

✉♥✐✈❡rs✐t② ♦❢ ❝♦♣❡♥❤❛❣❡♥

❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r

❑❧❛✉s ❇✐r❦❡❧✉♥❞ ❏❡♥s❡♥✱ ❁❜✐r❦❡❧✉♥❞❅♥❜✐✳❞❦❃

❡❙❝✐❡♥❝❡✱ ◆✐❡❧s ❇♦❤r ■♥st✐t✉t❡ ❈♦♠♠✉♥✐❝❛t✐♥❣ Pr♦❝❡ss ❆r❝❤✐t❡❝t✉r❡s ✷✵✶✻ ◆✐❡❧s ❇♦❤r ■♥st✐t✉t❡✱ ❈♦♣❡♥❤❛❣❡♥✱ ❉❡♥♠❛r❦

❆✉❣✉st ✷✸✱ ✷✵✶✻ ❙❧✐❞❡ ✶✴✸✶

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SLIDE 2

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❖✉t❧✐♥❡

✶ ■♥tr♦❞✉❝t✐♦♥ t♦ t❤❡ ❞♦♠❛✐♥

❆♥ ✐♥tr♦❞✉❝t✐♦♥ t♦ ❤✐❣❤✲t❤r♦✉❣❤♣✉t ✐♠❛❣✐♥❣ ❛♥❞ r❡❧❛t❡❞ ❝❤❛❧❧❡♥❣❡s✳

✷ ❚❛♣❡ ✐♥ t❤❡ ✷✶st ❈❡♥t✉r②

❉❡s❝r✐♣t✐♦♥ ♦❢ t❤❡ ▲❚❖ st❛♥❞❛r❞ ❛♥❞ ▲❚❋❙✳

✸ ❚❛♣r✱ ❛♥ ❛✉t♦♠❛t❡❞ t❛♣❡ ❧✐❜r❛r② ♠❛♥❛❣❡♠❡♥t

s②st❡♠ ❉❡s✐❣♥ ❛♥❞ s♦♠❡ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ❞❡t❛✐❧s ♦❢ ❚❛♣r✳

❙❧✐❞❡ ✷✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 3

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

■♥❞✉str✐❛❧ ❈♦♠♣✉t❡❞ ❚♦♠♦❣r❛♣❤②

❇❛s✐❝❛❧❧② t❤❡ s❛♠❡ ❛s ❣❡tt✐♥❣ ❛ ❈❚ s❝❛♥ ❛t t❤❡ ❤♦s♣✐t❛❧✱ ❜✉t ♠✉❝❤ ❤✐❣❤❡r ❡♥❡r❣✐❡s ❛♥❞ t❤❡ s✉❜❥❡❝t ✐s r♦t❛t❡❞ ✐♥st❡❛❞ ♦❢ r♦t❛t✐♥❣ t❤❡ r❛❞✐❛t✐♦♥ s♦✉r❝❡✳

❙❧✐❞❡ ✸✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 4

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❙♦♠❡ ◆✉♠❜❡rs ❋♦r P❡rs♣❡❝t✐✈❡

❘❛✇ t♦♠♦❣r❛♣❤② ❞❛t❛ ✭✷❉✮ ❛r❡ t②♣✐❝❛❧❧② ✷✺✻✵ × ✷✺✻✵ ♣✐①❡❧s ✭✐✳❡✳ ❚❖▼❈❆❚✶ ❛t t❤❡ ❙✇✐ss ▲✐❣❤t ❙♦✉r❝❡✱ P❛✉❧ ❙❝❤❡rr❡r ■♥st✐t✉t✮ ❙t♦r❡❞ ✉s✐♥❣ ✽✲✶✷ ❜✐t✴❝❤❛♥♥❡❧ ✭♥♦ ❝♦♠♣r❡ss✐♦♥✦✮✿ ✶✾✲✷✽ ▼❇✳ ❚❤❡ ♥✉♠❜❡r ♦❢ ♣r♦❥❡❝t✐♦♥s ✈❛r✐❡s ❢♦r ❡❛❝❤ ❡①♣❡r✐♠❡♥t ✭✸✻✵ t♦ t❤♦✉s❛♥❞s✮✳ ❙✐③❡ ♦❢ r❡❝♦♥str✉❝t❡❞ ✈♦❧✉♠❡s ❡①♣❧♦❞❡s ✭s✐♥❣❧❡ ♣r❡❝✐s✐♦♥✦✮✳ ◆✉♠❜❡r ♦❢ ✈♦①❡❧s ❙✐③❡ ✶❑✸ ✹ ●❇ ✷❑✸ ✸✷ ●❇ ✹❑✸ ✷✺✻ ●❇ ✽❑✸ ✭♥♦t ②❡t ✉s❡❞✮ ✷✵✹✽ ●❇

✶❚❖♠♦❣r❛♣❤✐❝ ▼✐❝r♦s❝♦♣② ❛♥❞ ❈♦❤❡r❡♥t r❆❞✐♦❧♦❣② ❡①♣❡r✐♠❡♥❚s

❙❧✐❞❡ ✹✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 5

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❙♦♠❡ ◆✉♠❜❡rs ❋♦r P❡rs♣❡❝t✐✈❡

❘❛✇ t♦♠♦❣r❛♣❤② ❞❛t❛ ✭✷❉✮ ❛r❡ t②♣✐❝❛❧❧② ✷✺✻✵ × ✷✺✻✵ ♣✐①❡❧s ✭✐✳❡✳ ❚❖▼❈❆❚✶ ❛t t❤❡ ❙✇✐ss ▲✐❣❤t ❙♦✉r❝❡✱ P❛✉❧ ❙❝❤❡rr❡r ■♥st✐t✉t✮ ❙t♦r❡❞ ✉s✐♥❣ ✽✲✶✷ ❜✐t✴❝❤❛♥♥❡❧ ✭♥♦ ❝♦♠♣r❡ss✐♦♥✦✮✿ ✶✾✲✷✽ ▼❇✳ ❚❤❡ ♥✉♠❜❡r ♦❢ ♣r♦❥❡❝t✐♦♥s ✈❛r✐❡s ❢♦r ❡❛❝❤ ❡①♣❡r✐♠❡♥t ✭✸✻✵ t♦ t❤♦✉s❛♥❞s✮✳ ❙✐③❡ ♦❢ r❡❝♦♥str✉❝t❡❞ ✈♦❧✉♠❡s ❡①♣❧♦❞❡s ✭s✐♥❣❧❡ ♣r❡❝✐s✐♦♥✦✮✳ ◆✉♠❜❡r ♦❢ ✈♦①❡❧s ❙✐③❡ ✶❑✸ ✹ ●❇ ✷❑✸ ✸✷ ●❇ ✹❑✸ ✷✺✻ ●❇ ✽❑✸ ✭♥♦t ②❡t ✉s❡❞✮ ✷✵✹✽ ●❇

✶❚❖♠♦❣r❛♣❤✐❝ ▼✐❝r♦s❝♦♣② ❛♥❞ ❈♦❤❡r❡♥t r❆❞✐♦❧♦❣② ❡①♣❡r✐♠❡♥❚s

❙❧✐❞❡ ✹✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 6

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❏❇❖❉❄ ❏✉st ❛ ❇❛❣ ❖❢ ❉✐s❦s❄

❖✉r ♣❤②s✐❝✐st ❝♦❧❧❡❛❣✉❡s ❝❛♥ ❡❛s✐❧② ❣❡♥❡r❛t❡ ❞♦✉❜❧❡ ❞✐❣✐t t❡r❛❜②t❡s ✭r❛✇ ✷❉ t♦♠♦❣r❛♣❤② ❞❛t❛✮ ❞♦✐♥❣ ❛ ✷✹✲❤♦✉r t✐♠❡s❧♦t ❛t ❛ ❜❡❛♠❧✐♥❡✳ ❙❤♦♣♣✐♥❣ ❜❛❣ ❢r♦♠ ❞✐s❝♦✉♥t ❣r♦❝❡r② st♦r❡ ✇✐t❤ ✜✈❡ ✶ ❚❇ ❯❙❇ ❞r✐✈❡s ❧❛❜❡❧❡❞ ✏❚r❛♥s❢❡r t♦ ▼❛♥❥✉❧❛✱ ❳✲❘❛②✴❚❖▼❈❆❚ ✷✺✻✵✱ ❢r♦♠ ▼✐❦❦❡❧✑✳

❙❧✐❞❡ ✺✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 7

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❏❇❖❉❄ ❏✉st ❛ ❇❛❣ ❖❢ ❉✐s❦s❄

❖✉r ♣❤②s✐❝✐st ❝♦❧❧❡❛❣✉❡s ❝❛♥ ❡❛s✐❧② ❣❡♥❡r❛t❡ ❞♦✉❜❧❡ ❞✐❣✐t t❡r❛❜②t❡s ✭r❛✇ ✷❉ t♦♠♦❣r❛♣❤② ❞❛t❛✮ ❞♦✐♥❣ ❛ ✷✹✲❤♦✉r t✐♠❡s❧♦t ❛t ❛ ❜❡❛♠❧✐♥❡✳ ❙❤♦♣♣✐♥❣ ❜❛❣ ❢r♦♠ ❞✐s❝♦✉♥t ❣r♦❝❡r② st♦r❡ ✇✐t❤ ✜✈❡ ✶ ❚❇ ❯❙❇ ❞r✐✈❡s ❧❛❜❡❧❡❞ ✏❚r❛♥s❢❡r t♦ ▼❛♥❥✉❧❛✱ ❳✲❘❛②✴❚❖▼❈❆❚ ✷✺✻✵✱ ❢r♦♠ ▼✐❦❦❡❧✑✳

❙❧✐❞❡ ✺✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 8

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

▼❛❣♥❡t✐❝ ❚❛♣❡ ❙t♦r❛❣❡

  • ❤✐❣❤ ❝❛♣❛❝✐t②✱ ❝♦st✲❡✛❡❝t✐✈❡ ❛♥❞ ❧♦✇ ♣♦✇❡r ❧♦♥❣✲t❡r♠

st♦r❛❣❡✳

  • ❚❤❡ ✼t❤ ❣❡♥❡r❛t✐♦♥ ♦❢ t❤❡ ▲✐♥❡❛r ❚❛♣❡ ❖♣❡♥ ✭▲❚❖✮

st❛♥❞❛r❞ ✭❉❡❝❡♠❜❡r ✷✵✶✺✮ s♣❡❝✐✜❡s ❜❛♥❞✇✐❞t❤ ♦❢ ✸✵✵ ▼❇✴s ❛♥❞ ♥❛t✐✈❡ st♦r❛❣❡ ❝❛♣❛❝✐t② ♦❢ ✻ ❚❇ ✭✉♥❝♦♠♣r❡ss❡❞✮✳

  • ❋r♦♠ t❤❡ ✻t❤ ❣❡♥❡r❛t✐♦♥✱ ▲❚❖ ❡①♣❡❝t ❞❛t❛ t♦ ❝♦♠♣r❡ss

❛t ❛ r❛t✐♦ ♦❢ ✷✳✺✿✶✳

  • ❉❡s✐❣♥❡❞ ❢♦r ♦✤✐♥❡ st♦r❛❣❡ ♦❢ ✶✺ t♦ ✸✵ ②❡❛rs✳

❈♦♥t✐♥✉♦✉s ✉s❡ ❝❛✉s❡s ✇❡❛r ❛♥❞ t❡❛r ❛♥❞ ❧♦✇❡rs t❤❡ ❧✐❢❡s♣❛♥✳

❙❧✐❞❡ ✻✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 9

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

  • r♦✇t❤ ✐♥ ❈❛♣❛❝✐t②

■♠❛❣❡ ❝r❡❞✐t✿ ❲✐❦✐♣❡❞✐❛

❙❧✐❞❡ ✼✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 10

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❍✐❣❤✲♣❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✇✐t❤ ▲❚❋❙

❚❛♣❡s ❤❛✈❡ ❛❧✇❛②s✱ ❛♥❞ st✐❧❧ ❛r❡✱ ❛❝❝❡ss❡❞ t❤r♦✉❣❤ ❧♦✇✲❧❡✈❡❧ ❙❈❙■✳ ❯♥t✐❧ ✷✵✶✵✱ ♥♦ st❛♥❞❛r❞ ❢♦r♠❛t ❡①✐st❡❞✳ t❛r ✉s❡❞ ✐♥ ❯◆■❳ ❛♥❞ ❞❡r✐✈❛t✐✈❡s✳ Pr♦♣r✐❡t❛r② s②st❡♠s ✭■❇▼ ❚✐✈♦❧✐ ❙t♦r❛❣❡ ▼❛♥❛❣❡r✱ ❱❡r✐t❛s ◆❡t❇❛❝❦✉♣✮ ✉s❡s t❤❡✐r ♦✇♥ ❢♦r♠❛t✳ ◆♦ ✐♥t❡r♦♣❡r❛❜✐❧✐t②✳ ❚❤❡ ▲✐♥❡❛r ❚❛♣❡ ❋✐❧❡ ❙②st❡♠ ✭▲❚❋❙✮ ✐♥tr♦❞✉❝❡❞ ✐♥ ✷✵✶✵ ✇✐t❤ t❤❡ ▲❚❖✲✺ st❛♥❞❛r❞ ❝❤❛♥❣❡❞ t❤✐s✳

  • ❙t❛♥❞❛r❞✐③❡❞ st♦r❛❣❡ ❢♦r♠❛t✱ ❛♣♣❡♥❞✲♦♥❧②✳
  • ❆❝❝❡ss❡❞ ❛s ❛ P❖❙■❳ ✜❧❡ s②st❡♠✱ ♠♦✉♥t❡❞ t❤r♦✉❣❤

❋❯❙❊✳

  • ❙✉♣♣♦rts ✜❧❡s✱ ❞✐r❡❝t♦r✐❡s✳

❙❧✐❞❡ ✽✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-11
SLIDE 11

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❚❤❡ ▲✐♥❡❛r ❚❛♣❡ ❋✐❧❡ ❙②st❡♠

❚❛♣❡ ✐s ♣❛rt✐t✐♦♥❡❞ ✐♥ t✇♦✿

✶ ❆ r❡❧❛t✐✈❡❧② s♠❛❧❧ ✭✸✻ ●❇✮ ✐♥❞❡① ♣❛rt✐t✐♦♥✳ ✷ ❆ ❧❛r❣❡ ❞❛t❛ ♣❛rt✐t✐♦♥✳

❚❤❡ ✐♥❞❡① ✐ts❡❧❢ ✐s ❛♣♣❡♥❞✲♦♥❧② ♠❛❦✐♥❣ t❤❡ t❛♣❡ ✐♠♣❧✐❝✐t❧② ✈❡rs✐♦♥❡❞✳ ❚❤❡ t❛♣❡ ✐s s❡❧❢✲❞❡s❝r✐❜✐♥❣✳ ■❢ ②♦✉r s②st❡♠ ❝❛♥ r❡❛❞ ▲❚❋❙✱ ✐t ❝❛♥ r❡❛❞ ❛♥② t❛♣❡ ❢♦r♠❛tt❡❞ ✇✐t❤ ✐t✳ ◗✉✐❝❦ ❧✐st✐♥❣ ♦❢ ❝♦♥t❡♥ts✱ ♦♥❧② ✐♥❞❡① ✐s r❡❛❞ ❛t ♠♦✉♥t t✐♠❡ ✭❛♥❞ ✐♥❞❡① ✐s ❧♦❝❛t❡❞ ✐♥ t❤❡ ❜❡❣✐♥♥✐♥❣ ♦❢ t❤❡ t❛♣❡✮✳ ❚❤❡ ✐♥❞❡① ✐s ❤❡❧❞ ✐♥✲♠❡♠♦r② ❛♥❞ ✇r✐tt❡♥ ❛t ✉♥♠♦✉♥t✳

❙❧✐❞❡ ✾✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-12
SLIDE 12

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

P❤②s✐❝❛❧ ❈❤❛r❛❝t❡r✐st✐❝s ♦❢ ▲❚❖

❆♥ ▲❚❖ t❛♣❡ ✐s ♥♦t ❛ ❞✉❛❧✲s♣✐♥❞❧❡ ❝❛ss❡tt❡✳ ❙♣❡❝✐✜❝❛t✐♦♥ ♦❢ ❛♥ ▲❚❖✲✻ t❛♣❡ ❝❛rtr✐❞❣❡✿

  • ❙✐♥❣❧❡ s♣✐♥❞❧❡
  • ❚♦t❛❧ ❧❡♥❣t❤ ♦❢ ✽✹✻ ♠❡t❡rs
  • ❋♦✉r ❞❛t❛ ❜❛♥❞s
  • ✸✹ ✇r❛♣s ♦❢ ❛❜♦✉t ✶✽ ●❇ ✭✉♥❝♦♠♣r❡ss❡❞✮ ❢♦r ❡❛❝❤ ❜❛♥❞
  • ✶✻ tr❛❝❦s ❢♦r ❡❛❝❤ ✇r❛♣
  • ❚r❛❝❦ ✇r✐t✐♥❣ ✉s❡s s❤✐♥❣❧❡❞ ♠❛❣♥❡t✐❝ r❡❝♦r❞✐♥❣ ✭t❤❡ ❞r✐✈❡

❤❛s ✶✻ ❞❛t❛ r❡❛❞✴✇r✐t❡ ❤❡❛❞s✮

  • ❉r✐✈❡ ♠✉st ♠❛❦❡ ✶✸✻ ♣❛ss❡s ♦✈❡r t❤❡ t❛♣❡ t♦ ❢✉❧❧② ✇r✐t❡

✐t✳ ❊❛❝❤ ♣❛ss r❡q✉✐r❡s ❛ ❞✐r❡❝t✐♦♥ r❡✈❡rs❛❧✳

❙❧✐❞❡ ✶✵✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-13
SLIDE 13

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❯♥✐♥t✉✐t✐✈❡ ❇❡❤❛✈✐♦✉r ♦❢ ▲❚❋❙

40 50 60 70 80 90 100 110 120 130 1 2 4 8 16 32 Seconds GB written to tape LTFS unmount duration

❙❧✐❞❡ ✶✶✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-14
SLIDE 14

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❚❤❡ ❆✉t♦♠❛t❡❞ ❚❛♣❡ ▲✐❜r❛r②

❆♥ ❛✉t♦♠❛t❡❞ t❛♣❡ ❧✐❜r❛r② ❝♦♥s✐sts ♦❢

  • ❆ ❧❛r❣❡ ♥✉♠❜❡r ♦❢ st♦r❛❣❡ s❧♦ts
  • ❖♥❡ ♦r ♠♦r❡ r♦❜♦t ❝❤❛♥❣❡rs
  • ▼✉❧t✐♣❧❡ t❛♣❡ ❞r✐✈❡s

❙❧✐❞❡ ✶✷✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-15
SLIDE 15

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❚❛♣r

❖♣❡♥✲s♦✉r❝❡ ❛✉t♦♠❛t❡❞ t❛♣❡ ❧✐❜r❛r② ♠❛♥❛❣❡♠❡♥t s♦❢t✇❛r❡ ✭❆❚▼❙✮ ❞❡✈❡❧♦♣❡❞ ❛t t❤❡ ◆✐❡❧s ❇♦❤r ■♥st✐t✉t❡ ❢♦r t✇♦ ❞✐st✐♥❝t ♣✉r♣♦s❡s✿

✶ ❚♦ r❡♣❧❛❝❡ ❤✐❣❤✲❝♦st ♣r♦♣r✐❡t❛r② s♦❢t✇❛r❡ ❢♦r ❧♦♥❣✲t❡r♠

❛r❝❤✐✈❛❧ ♦❢ r❡s❡❛r❝❤ ❞❛t❛ ✐♥ t❤❡ ❊❧❡❝tr♦♥✐❝ ❘❡s❡❛r❝❤ ❉❛t❛ ❆r❝❤✐✈❡ ✭❊❘❉❆✮✳

✷ ❍✐❣❤✲t❤r♦✉❣❤♣✉t r❡❝♦r❞✐♥❣ ♦❢ ✐♠❛❣✐♥❣ ❞❛t❛ ❢r♦♠

s②♥❝❤r♦tr♦♥ ✐♥st❛❧❧❛t✐♦♥s✳ ❚❛♣r ✇♦r❦s ✇✐t❤ str❡❛♠s ♦❢ ❞❛t❛✳ ✭r❛✇ ✐♥❞✉str✐❛❧ ✐♠❛❣❡ ❞❛t❛✱ ♦✉t♣✉t ❢r♦♠ ❝❧✐♠❛t❡ ♠♦❞❡❧s✱ ❞❛t❛ ❛r❝❤✐✈❡s✮✳

❙❧✐❞❡ ✶✸✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-16
SLIDE 16

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❚❛♣r

  • ❙tr❡❛♠ ♠✉❧t✐♣❧❡①✐♥❣

❚❛♣r ❝♦♥st❛♥t❧② ♠✉❧t✐♣❧❡①❡s str❡❛♠s ♦♥t♦ ❞r✐✈❡s t♦ ❡♥s✉r❡ ❢✉❧❧ ❜❛♥❞✇✐❞t❤ ✉t✐❧✐③❛t✐♦♥ ♦❢ t❤❡ ❞r✐✈❡✴♠❡❞✐❛✳

  • ❙tr❡❛♠ ✜❧t❡r✐♥❣

❈✉st♦♠ ❢✉♥❝t✐♦♥s ✇♦r❦✐♥❣ ♦♥ str❡❛♠s ❝❛♥ ❜❡ ❛♣♣❧✐❡❞ ❛s ❞❛t❛ ❡♥t❡rs ♦r ❧❡❛✈❡s t❤❡ ✈♦❧✉♠❡ ✭❝✉rr❡♥t ✉s❡ ❝❛s❡✿ ❝❧✐♠❛t❡✴♦❝❡❛♥♦❣r❛♣❤②✮✳

  • ❚r❛♥s♣❛r❡♥t str❡❛♠ ❢❛✐❧✲♦✈❡r

❙tr❡❛♠s ❛r❡ ❛✉t♦♠❛t✐❝❛❧❧② ♠♦✈❡❞ t♦ ♦t❤❡r ❞r✐✈❡s ✇❤❡♥ ❛ ✈♦❧✉♠❡ ✐s ❢✉❧❧ ♦r ✐❢ ❛♥ ❡rr♦r ✐s ❡♥❝♦✉♥t❡❞✳

  • ❇✉✐❧t✲✐♥ ❞✐s❛st❡r r❡❝♦✈❡r②

■♥ t❤❡ ❡✈❡♥t ♦❢ ❞❛t❛❜❛s❡ ❢❛✐❧✉r❡✱ t❤❡ ✐♥❞❡① ♣❛rt✐t✐♦♥s ♦❢ ❛❧❧ ✈♦❧✉♠❡s ❝❛♥ ❜❡ q✉✐❝❦❧② s❝❛♥♥❡❞ t♦ r❡❜✉✐❧❞ t❤❡ ✐♥✈❡♥t♦r② ❞❛t❛❜❛s❡✳

❙❧✐❞❡ ✶✹✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-17
SLIDE 17

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❚❛♣r ❈♦♠♣♦♥❡♥ts

  • ❚❛♣❡ ✐♥t❡r❛❝t✐♦♥

❆ ♣❛❝❦❛❣❡ ❢♦r ✐♥t❡r❛❝t✐♥❣ ✇✐t❤ t❤❡ ❛✉t♦♠❛t❡❞ t❛♣❡ ❧✐❜r❛r② t❤r♦✉❣❤ t❤❡ ▼❚❳✿ ▼❡❞✐❛ ❈❤❛♥❣❡r ❚♦♦❧s✳

  • ❆♥ ❍❚❚P✴✷ ❆P■

❚❤❡ ♠❛✐♥ ✐♥t❡r❢❛❝❡ ✐s ❛ ❘❊❙❚ ❍❚❚P✴✷ ❆P■ ✇✐t❤ ❛❞♠✐♥✐str❛t✐✈❡ ❛s ✇❡❧❧ ❛s ✉s❡r ❝♦♠♠❛♥❞s t♦ st♦r❡✱ r❡tr✐❡✈❡ ❛♥❞ ❧✐st ❛r❝❤✐✈❡s✳

  • ■♥✈❡♥t♦r②

❆ r❡❧❛t✐♦♥❛❧ ❞❛t❛❜❛s❡ ✭❝✉rr❡♥t❧② ❙◗▲✐t❡✮ t❤❛t tr❛❝❦s st❛t✉s ♦❢ ✈♦❧✉♠❡s✳

  • ❈❤✉♥❦ ♠❛♥❛❣❡♠❡♥t

❆ ❢❛st ❦❡②✴✈❛❧✉❡ st♦r❡ ✭❇♦❧t❉❇✮ s✉♣♣♦rt✐♥❣ ❢❛st ♣r❡✜① s❝❛♥s ♦❢ ❛r❝❤✐✈❡ ❝❤✉♥❦s✳

  • ▲❚❋❙

❆ ●♦ ♣❛❝❦❛❣❡ ❢♦r ♠❛♥❛❣✐♥❣ ▲❚❋❙✲❢♦r♠❛tt❡❞ ✈♦❧✉♠❡s✳

❙❧✐❞❡ ✶✺✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-18
SLIDE 18

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❉❡s✐❣♥

st♦r❛❣❡ s❧♦ts ❞r✐✈❡ ❆ ❞r✐✈❡ ❇ ❝❤❛♥❣❡r ❆✉t♦♠❛t❡❞ ❧✐❜r❛r② ❚❛♣r s❡r✈❡r✴♠❛✐♥t❡♥❛♥❝❡ ♣r♦❝❡ss❡s ✐♥✈❡♥t♦r② ♣r♦❝❡ss ❞r✐✈❡✱ ✇r✐t❡r✱ ❝❤❛♥❣❡r ♣r♦❝❡ss❡s ❙❈❙■ ❙❈❙■ ❙❈❙■ ❆P■ ❝r❡❛t❡ ♣r♦❝❡ss ■✴❖ ❝❧✐❡♥ts r❡❧❛t✐♦♥❛❧ ❞❛t❛❜❛s❡

❙❧✐❞❡ ✶✻✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-19
SLIDE 19

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❚❛♣r

❚❛♣r ✐s ❤✐❣❤❧② ❝♦♥❝✉rr❡♥t ❛♥❞ ✉s❡s ❛ ❝♦♠♠✉♥✐❝❛t✐♥❣ ♣r♦❝❡ss ❛r❝❤✐t❡❝t✉r❡✳ ❈❧✐❡♥t ❉r✐✈❡ ❲r✐t❡r ❙tr❡❛♠ r❡q✉❡sts ❞❛t❛ ❞❛t❛ ❡rr♦rs ✭❛❝❦✮ ❝r❡❛t❡s ■♠♣❧❡♠❡♥t❡❞ ✐♥ t❤❡ ●♦ Pr♦❣r❛♠♠✐♥❣ ▲❛♥❣✉❛❣❡✳

❙❧✐❞❡ ✶✼✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 20

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❈❛♥❝❡❧❧❛t✐♦♥ Pr♦❜❧❡♠

■♥ ❛ ❝♦♠♠✉♥✐❝❛t✐♥❣ ♣r♦❝❡ss ❛r❝❤✐t❡❝t✉r❡✱ t❤❡ ❢♦❧❧♦✇✐♥❣ ♣❛tt❡r♥ ✐s ♦❢t❡♥ s❡❡♥✿

✶ // create a communication channel ✷ ch := make(chan *drive) ✸ ✹ // send a "request" to all drives ✺ for _, drv := range drives { ✻ // start a light-weight concurrent process ✼ go func(drv *drive) { ✽ // block until available ✾ drv.acquire() ✶✵ ✶✶ // send the drive on the result channel ✶✷ ch <- drv ✶✸ }(drv) ✶✹ } ✶✺ ✶✻ // receive allocated drive ✶✼ drv := <-ch

❆ s❡♥❞ ♦♣❡r❛t✐♦♥ ✭channel <- value✮ r❡q✉✐r❡s ❛♥ ❛✈❛✐❧❛❜❧❡ r❡❝❡✐✈❡r t♦ ♣r♦❝❡❡❞✳ ■❢ t❤❡ ✈❛❧✉❡ ✐s ♥♦t r❡❛❞ ❢r♦♠ t❤❡ ❝❤❛♥♥❡❧ ✭v := <-channel✮ t❤❡ ♣r♦❝❡ss ❧❡❛❦s ❛♥❞ ♥❡✈❡r t❡r♠✐♥❛t❡s✳

❙❧✐❞❡ ✶✽✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-21
SLIDE 21

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❉❡❡♣ ❈❛♥❝❡❧❧❛t✐♦♥ ✉s✐♥❣ ❈♦♥t❡①ts

  • ♦ ✐♥❝❧✉❞❡s ❛ ♣❛❝❦❛❣❡ t♦ s♦❧✈❡ t❤✐s✱ t❤❡ net/context

♣❛❝❦❛❣❡✳ ❆ context ✐s ❛ s♣❡❝✐❛❧ t②♣❡ t❤❛t ❝❛rr✐❡s ❞❡❛❞❧✐♥❡s✱ t✐♠❡♦✉ts ❛♥❞ ❝❛♥❝❡❧❧❛t✐♦♥ s✐❣♥❛❧s ❛❝r♦ss ❢✉♥❝t✐♦♥ ❝❛❧❧s ❛♥❞ ❜❡t✇❡❡♥ ♣r♦❝❡ss❡s✳ ❈♦♥t❡①ts ❝❛♥ ❜❡ ❞❡r✐✈❡❞ ❢r♦♠ ♦t❤❡r ❝♦♥t❡①ts t♦ ❢♦r♠ ❛ tr❡❡✿

ctx := context.Background() ctx, cancel := WithTimeout(...) ctx, cancel := WithCancel(...) ctx := WithValue(...)

❙❧✐❞❡ ✶✾✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-22
SLIDE 22

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❉❡❡♣ ❈❛♥❝❡❧❧❛t✐♦♥ ✉s✐♥❣ ❈♦♥t❡①ts

✶ func reserve(ctx context.Context) (d *drive) { ✷ derived, cancel := context.WithCancel(ctx) ✸ ch := make(chan *drive) ✹ ✺ for _, drv := range drives { ✻ go func(drv *drive) { ✼ if err := drv.acquire(derived); err != nil { ✽ return ✾ } ✶✵ ✶✶ select { ✶✷ case <-derived.Done(): ✶✸ drv.release() ✶✹ return ✶✺ case ch <- drv: ✶✻ } ✶✼ }(drv) ✶✽ } ✶✾ ✷✵ select { ✷✶ case <-ctx.Done: ✷✷ return ✷✸ case d = <-ch: ✷✹ cancel() ✷✺ } ✷✻ ✷✼ return d ✷✽ }

❙❧✐❞❡ ✷✵✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 23

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❙tr❡❛♠ ❍❛♥❞✲♦✛

❙tr❡❛♠ ❲r✐t❡r ❲r✐t❡r ✭❛✮ t❡r♠✐♥❛t❡ ❉r✐✈❡ ✭❛✮ r❡♣♦rt ❡rr♦r ✭❜✮ r❡q✉❡st ♦t❤❡r ❞r✐✈❡s ✭❜✮ ❝r❡❛t❡ ✭❝✮ ❞r✐✈❡ r❡s♣♦♥s❡ ✭❞✮ ✉♣❞❛t❡ str❡❛♠

❛ ❲r✐t❡r ❡①♣❡r✐❡♥❝❡s ❛♥ ❡rr♦r✱ r❡♣♦rts ✐t t♦ t❤❡ ❞r✐✈❡ ♣r♦❝❡ss ❛♥❞ t❡r♠✐♥❛t❡s✳ ❜ ❚❤❡ ❞r✐✈❡ ♣r♦❝❡ss ❝♦♥❝✉rr❡♥t❧② r❡q✉❡sts ❛❝❝❡ss t♦ ♦t❤❡r ❞r✐✈❡s ❛♥❞ st❛rts ❛ ♥❡✇ ✇r✐t❡r ♣r♦❝❡ss✳ ❝ ■❢ ❛♥♦t❤❡r ❞r✐✈❡s r❡s♣♦♥❞s t❤❛t ✐t ✐s ✇✐❧❧✐♥❣ t♦ t❛❦❡ ♦✈❡r t❤❡ str❡❛♠ t❤❡ ❞r✐✈❡ ❝❛♥❝❡❧s r❡q✉❡sts t♦ ♦t❤❡r ❞r✐✈❡s✳ ❞ ❚❤❡ str❡❛♠ str✉❝t✉r❡ ✐s ✉♣❞❛t❡❞ ❛♥❞ ♥❡✇ ❝❤✉♥❦s ✇✐❧❧ ❣♦ t♦ ❡✐t❤❡r ❛♥♦t❤❡r ❞r✐✈❡ ♦r t♦ t❤❡ ♥❡✇ ✈♦❧✉♠❡ ✐♥ t❤❡ ❝✉rr❡♥t ❞r✐✈❡✳

❙❧✐❞❡ ✷✶✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

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SLIDE 24

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❙tr❡❛♠ ❍❛♥❞✲♦✛

❙tr❡❛♠ ❲r✐t❡r ❲r✐t❡r ✭❛✮ t❡r♠✐♥❛t❡ ❉r✐✈❡ ✭❛✮ r❡♣♦rt ❡rr♦r ✭❜✮ r❡q✉❡st ♦t❤❡r ❞r✐✈❡s ✭❜✮ ❝r❡❛t❡ ✭❝✮ ❞r✐✈❡ r❡s♣♦♥s❡ ✭❞✮ ✉♣❞❛t❡ str❡❛♠

❛ ❲r✐t❡r ❡①♣❡r✐❡♥❝❡s ❛♥ ❡rr♦r✱ r❡♣♦rts ✐t t♦ t❤❡ ❞r✐✈❡ ♣r♦❝❡ss ❛♥❞ t❡r♠✐♥❛t❡s✳ ❜ ❚❤❡ ❞r✐✈❡ ♣r♦❝❡ss ❝♦♥❝✉rr❡♥t❧② r❡q✉❡sts ❛❝❝❡ss t♦ ♦t❤❡r ❞r✐✈❡s ❛♥❞ st❛rts ❛ ♥❡✇ ✇r✐t❡r ♣r♦❝❡ss✳ ❝ ■❢ ❛♥♦t❤❡r ❞r✐✈❡s r❡s♣♦♥❞s t❤❛t ✐t ✐s ✇✐❧❧✐♥❣ t♦ t❛❦❡ ♦✈❡r t❤❡ str❡❛♠ t❤❡ ❞r✐✈❡ ❝❛♥❝❡❧s r❡q✉❡sts t♦ ♦t❤❡r ❞r✐✈❡s✳ ❞ ❚❤❡ str❡❛♠ str✉❝t✉r❡ ✐s ✉♣❞❛t❡❞ ❛♥❞ ♥❡✇ ❝❤✉♥❦s ✇✐❧❧ ❣♦ t♦ ❡✐t❤❡r ❛♥♦t❤❡r ❞r✐✈❡ ♦r t♦ t❤❡ ♥❡✇ ✈♦❧✉♠❡ ✐♥ t❤❡ ❝✉rr❡♥t ❞r✐✈❡✳

❙❧✐❞❡ ✷✶✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-25
SLIDE 25

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❙tr❡❛♠ ❍❛♥❞✲♦✛

❙tr❡❛♠ ❲r✐t❡r ❲r✐t❡r ✭❛✮ t❡r♠✐♥❛t❡ ❉r✐✈❡ ✭❛✮ r❡♣♦rt ❡rr♦r ✭❜✮ r❡q✉❡st ♦t❤❡r ❞r✐✈❡s ✭❜✮ ❝r❡❛t❡ ✭❝✮ ❞r✐✈❡ r❡s♣♦♥s❡ ✭❞✮ ✉♣❞❛t❡ str❡❛♠

❛ ❲r✐t❡r ❡①♣❡r✐❡♥❝❡s ❛♥ ❡rr♦r✱ r❡♣♦rts ✐t t♦ t❤❡ ❞r✐✈❡ ♣r♦❝❡ss ❛♥❞ t❡r♠✐♥❛t❡s✳ ❜ ❚❤❡ ❞r✐✈❡ ♣r♦❝❡ss ❝♦♥❝✉rr❡♥t❧② r❡q✉❡sts ❛❝❝❡ss t♦ ♦t❤❡r ❞r✐✈❡s ❛♥❞ st❛rts ❛ ♥❡✇ ✇r✐t❡r ♣r♦❝❡ss✳ ❝ ■❢ ❛♥♦t❤❡r ❞r✐✈❡s r❡s♣♦♥❞s t❤❛t ✐t ✐s ✇✐❧❧✐♥❣ t♦ t❛❦❡ ♦✈❡r t❤❡ str❡❛♠ t❤❡ ❞r✐✈❡ ❝❛♥❝❡❧s r❡q✉❡sts t♦ ♦t❤❡r ❞r✐✈❡s✳ ❞ ❚❤❡ str❡❛♠ str✉❝t✉r❡ ✐s ✉♣❞❛t❡❞ ❛♥❞ ♥❡✇ ❝❤✉♥❦s ✇✐❧❧ ❣♦ t♦ ❡✐t❤❡r ❛♥♦t❤❡r ❞r✐✈❡ ♦r t♦ t❤❡ ♥❡✇ ✈♦❧✉♠❡ ✐♥ t❤❡ ❝✉rr❡♥t ❞r✐✈❡✳

❙❧✐❞❡ ✷✶✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-26
SLIDE 26

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❙tr❡❛♠ ❍❛♥❞✲♦✛

❙tr❡❛♠ ❲r✐t❡r ❲r✐t❡r ✭❛✮ t❡r♠✐♥❛t❡ ❉r✐✈❡ ✭❛✮ r❡♣♦rt ❡rr♦r ✭❜✮ r❡q✉❡st ♦t❤❡r ❞r✐✈❡s ✭❜✮ ❝r❡❛t❡ ✭❝✮ ❞r✐✈❡ r❡s♣♦♥s❡ ✭❞✮ ✉♣❞❛t❡ str❡❛♠

❛ ❲r✐t❡r ❡①♣❡r✐❡♥❝❡s ❛♥ ❡rr♦r✱ r❡♣♦rts ✐t t♦ t❤❡ ❞r✐✈❡ ♣r♦❝❡ss ❛♥❞ t❡r♠✐♥❛t❡s✳ ❜ ❚❤❡ ❞r✐✈❡ ♣r♦❝❡ss ❝♦♥❝✉rr❡♥t❧② r❡q✉❡sts ❛❝❝❡ss t♦ ♦t❤❡r ❞r✐✈❡s ❛♥❞ st❛rts ❛ ♥❡✇ ✇r✐t❡r ♣r♦❝❡ss✳ ❝ ■❢ ❛♥♦t❤❡r ❞r✐✈❡s r❡s♣♦♥❞s t❤❛t ✐t ✐s ✇✐❧❧✐♥❣ t♦ t❛❦❡ ♦✈❡r t❤❡ str❡❛♠ t❤❡ ❞r✐✈❡ ❝❛♥❝❡❧s r❡q✉❡sts t♦ ♦t❤❡r ❞r✐✈❡s✳ ❞ ❚❤❡ str❡❛♠ str✉❝t✉r❡ ✐s ✉♣❞❛t❡❞ ❛♥❞ ♥❡✇ ❝❤✉♥❦s ✇✐❧❧ ❣♦ t♦ ❡✐t❤❡r ❛♥♦t❤❡r ❞r✐✈❡ ♦r t♦ t❤❡ ♥❡✇ ✈♦❧✉♠❡ ✐♥ t❤❡ ❝✉rr❡♥t ❞r✐✈❡✳

❙❧✐❞❡ ✷✶✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-27
SLIDE 27

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❙tr❡❛♠s ❛♥❞ ❈❤✉♥❦s

❙tr❡❛♠s ✐s t❤❡ ♣r✐♠❛r② ❛❜str❛❝t✐♦♥✳ ❆ ❞❛t❛ str❡❛♠ ✐s ❝❤♦♣♣❡❞ ✉♣ ✐♥t♦ ❝❤✉♥❦s✳ ❲❤❡♥ ❛ str❡❛♠ ✐s ✜♥❛❧✐③❡❞ ✭❝❧♦s❡❞✮ ✐t ✐s ❝♦♥✈❡rt❡❞ t♦ ❛♥ ❛r❝❤✐✈❡ ♦❢ ❝❤✉♥❦s ✐❞❡♥t✐✜❡❞ ❜②

  • ❚❤❡ ❛r❝❤✐✈❡ ✐❞ ✭❝✉rr❡♥t❧② ❥✉st ❛ ❜②t❡ str✐♥❣✮
  • ❆ ✈♦❧✉♠❡ ❣❧♦❜❛❧ ❝❤✉♥❦ ✐❞
  • ❆♥ ✐❞ t❤❛t s✐❣♥✐✜❡s t❤❡ ❝❤✉♥❦ ❧♦❝❛t✐♦♥ ✐♥ t❤❡ ❛r❝❤✐✈❡
  • ❊①❛♠♣❧❡✿

<global_id>-<archive_name>.cnk<chunk_id> ❈❤✉♥❦s ❛r❡ st♦r❡❞ ✐♥ t❤❡ ❝❤✉♥❦ ❞❛t❛❜❛s❡ ✇✐t❤ ❦❡② <archive_name>-<chunk_id> ❛♥❞ ✈❛❧✉❡ ♦❢ t❤❡ ✈♦❧✉♠❡ s❡r✐❛❧ t❤❡ ❝❤✉♥❦ ✐s ❧♦❝❛t❡❞ ♦♥✳ ❚❤❡ ❦❡② ❢♦r♠❛t ❛❧❧♦✇s ❢❛st ♣r❡✜① s❝❛♥s✳

❙❧✐❞❡ ✷✷✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-28
SLIDE 28

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

■♥t❡r❧❡❛✈✐♥❣ ♦❢ ❙tr❡❛♠s

❚❛♣r ✉s❡s str❡❛♠ ✐♥t❡r❧❡❛✈✐♥❣ ♦r ♠✉❧t✐♣❧❡①✐♥❣ t♦ ♠❛①✐♠✐③❡ ✉t✐❧✐③❛t✐♦♥ ♦❢ t❤❡ ❞r✐✈❡s✳ ❊❛❝❤ ❞r✐✈❡ ♣r♦❝❡ss ❦❡❡♣s tr❛❝❦ ♦❢ ❜❛♥❞✇✐❞t❤ ✉t✐❧✐③❛t✐♦♥ ✉s✐♥❣ ❡①♣♦♥❡♥t✐❛❧❧② ✇❡✐❣❤t❡❞ ♠♦✈✐♥❣ ❛✈❡r❛❣❡s ♦❢ ✸✱ ✶✵ ❛♥❞ ✸✵ s❡❝♦♥❞ ♣❡r✐♦❞s✳ ❖t❤❡r ❛♣♣r♦❛❝❤❡s

  • ❞✐s❦ st❛❣✐♥❣ ✭❡✳❣✳ ■❇▼ ❙♣❡❝tr✉♠ Pr♦t❡❝t✮ ✇✐t❤ r❡❣✉❧❛r

✢✉s❤✐♥❣ t♦ t❛♣❡✳ ❆❧❧♦✇s t❤❡ s❡r✈❡r t♦ ❜❡tt❡r ❝♦✲❧♦❝❛t❡ ❞❛t❛ ❢r♦♠ ❞✐✛❡r❡♥t ❝❧✐❡♥ts✳

  • ❝♦♠❜✐♥❡❞ ❞✐s❦ st❛❣✐♥❣ ❛♥❞ ♠✉❧t✐♣❧❡①✐♥❣ ✭❱❡r✐t❛s

◆❡t❇❛❝❦✉♣✮✳ ❇♦t❤ ❜❡♥❡✜ts ❛t t❤❡ ❡①♣❡♥s❡ ♦❢ ❛♥ ❤✐❣❤✲❡♥❞ ❞✐s❦ ❛rr❛②✳

❙❧✐❞❡ ✷✸✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-29
SLIDE 29

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

■♥t❡r❧❡❛✈✐♥❣ ♦❢ ❙tr❡❛♠s

❆ writer ♣r♦❝❡ss s❡r✐❛❧✐③❡s ✇r✐t✐♥❣ ♦❢ ❝❤✉♥❦s t♦ t❤❡ t❛♣❡ ❞r✐✈❡✳ ❖♥❧② ♦♥❡ ■✴❖ ♦♣❡r❛t✐♦♥ ❛t ❛ t✐♠❡✳ client ♣r♦❝❡ss❡s ✇r✐t❡ t♦ str❡❛♠ str✉❝t✉r❡s t❤❛t ❛ss❡♠❜❧❡s ❝❤✉♥❦s ❛♥❞ s❡♥❞s t❤❡♠ t♦ t❤❡ writer ♣r♦❝❡ss✳ ❈❧✐❡♥t ❉r✐✈❡ ❲r✐t❡r ❙tr❡❛♠ r❡q✉❡sts ❞❛t❛ ❞❛t❛ ❡rr♦rs ✭❛❝❦✮ ❝r❡❛t❡s

❙❧✐❞❡ ✷✹✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-30
SLIDE 30

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

■♥t❡r❧❡❛✈✐♥❣ ♦❢ ❙tr❡❛♠s

200 400 600 800 1000 1200 1400 1 2 4 8 16 32 64 MB/s Number of concurrent streams of 1 GB Write throughput parallel, chunk ack parallel, no ack single, chunk ack single, no ack

❙❧✐❞❡ ✷✺✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-31
SLIDE 31

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

■♥t❡r❧❡❛✈✐♥❣ ♦❢ ❙tr❡❛♠s

400 500 600 700 800 900 1000 1100 1200 1300 1 2 4 8 16 32 64 MB/s Number of concurrent streams of 1 GB Write throughput, different chunk sizes 4 MB 32 MB 64 MB 128 MB

❙❧✐❞❡ ✷✻✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-32
SLIDE 32

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❘❡❛❞ str❛t❡❣✐❡s

◆❛ï✈❡ str❛t❡❣②✿ s❡❧❡❝t✐✈❡ r❡❛❞ st♦♣ s❡❡❦ st♦♣ r❡❛❞ ▲❡ss ♥❛ï✈❡✿ ❝♦♥t✐❣✉♦✉s r❡❛❞ ❞✐s❝❛r❞ r❡❛❞

❙❧✐❞❡ ✷✼✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-33
SLIDE 33

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❘❡❛❞ str❛t❡❣✐❡s

◆❛ï✈❡ str❛t❡❣②✿ s❡❧❡❝t✐✈❡ r❡❛❞ st♦♣ s❡❡❦ st♦♣ r❡❛❞ ▲❡ss ♥❛ï✈❡✿ ❝♦♥t✐❣✉♦✉s r❡❛❞ ❞✐s❝❛r❞ r❡❛❞

❙❧✐❞❡ ✷✼✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-34
SLIDE 34

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❘❡❛❞ str❛t❡❣✐❡s

20 40 60 80 100 120 140 160 1 2 4 8 MB/s Number of concurrent write streams of 1 GB Read throughput, 64 MB chunks selective read contiguous read

❙❧✐❞❡ ✷✽✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-35
SLIDE 35

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❘❡tr✐❡✈❛❧ Pr❡❞✐❝t✐♦♥

■❢ ✉s✐♥❣ t❤❡ ❝♦♥t✐❣✉♦✉s r❡❛❞ str❛t❡❣②✱ ❚❛♣r ❝❛♥ ♣r❡❞✐❝t t❤❡ r❡tr✐❡✈❛❧ t✐♠❡ ❢♦r ❛ ❣✐✈❡♥ ❛r❝❤✐✈❡✳ ❚❤❡ ✈♦❧✉♠❡✲❣❧♦❜❛❧ ❝❤✉♥❦ ✐❞ ✐s ❡ss❡♥t✐❛❧ ❢♦r t❤✐s ❛s ✐t ❛❧❧♦✇s ❚❛♣r t♦ ♣r❡❝✐s❡❧② ♣r❡❞✐❝t ❤♦✇ ♠✉❝❤ ❞❛t❛ ✐t ♥❡❡❞s t♦ r❡❛❞ ❜❡❢♦r❡ t❤❡ ❛r❝❤✐✈❡ ❤❛s ❜❡❡♥ r❡tr✐❡✈❡❞✳ ■❢ s❡❧❡❝t✐✈❡ r❡❛❞ ✐s ✉s❡❞✱ ✐t ✐s ❛ ❜✐❣❣❡r ❝❤❛❧❧❡♥❣❡✳ ❙❡❡❦ t✐♠❡s ✈❛r✐❡s ❜② ❞r✐✈❡ ❛♥❞ ♠❡❞✐❛✳

2000 4000 6000 8000 10000 12000 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 Milliseconds Chunk number Read time per chunk (64 MB)

❙❧✐❞❡ ✷✾✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-36
SLIDE 36

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❋✉t✉r❡ ❲♦r❦

  • ❈♦✉♣❧✐♥❣ ♦❢ ❞❛t❛ tr❛♥s❢♦r♠❛t✐♦♥s ❛♥❞ str❡❛♠s

❙tr❡❛♠ tr❛♥s❢♦r♠❛t✐♦♥s ❛r❡ st♦r❡❞ ♦♥ ✈♦❧✉♠❡ ❛♥❞ ❛♣♣❧✐❡❞ ✇❤❡♥ r❡❛❞✐♥❣✳ ❆♣♣❧✐♥❣ tr❛♥s❢♦r♠❛t✐♦♥s t♦ ✐♥❣r❡ss❡❞ ❞❛t❛ ❞✐r❡❝t❧②✳

  • ❆❞❛♣t✐✈❡ ❝❤✉♥❦ s✐③❡

❈❤✉♥❦ s✐③❡s ❛r❡ ❛✉t♦♠❛t✐❝❛❧❧② ❝❤❛♥❣❡❞ t♦ ✜t t❤❡ ❝♦♥❝✉rr❡♥❝② ❧❡✈❡❧ ❛t t❤❡ ✈♦❧✉♠❡✳

  • ❆ s❝❤❡❞✉❧✐♥❣ ♣❧✉❣✐♥ ❢♦r ❙▲❯❘▼

❆❧❧♦✇ ❙▲❯❘▼ t♦ ❣❡t ❛♥ ❡st✐♠❛t❡ ♦♥ ✇❤❡♥ ❞❛t❛ ❝❛♥ ❜❡ ♠❛❞❡ ❛✈❛✐❧❛❜❧❡ ♦♥ ❞✐s❦ ❢♦r ❛ ❥♦❜ t♦ r✉♥✳

❙❧✐❞❡ ✸✵✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻

slide-37
SLIDE 37

✉ ♥ ✐ ✈ ❡ r s ✐ t ② ♦ ❢ ❝ ♦ ♣ ❡ ♥ ❤ ❛ ❣ ❡ ♥ ♥ ✐ ❡ ❧ s ❜ ♦ ❤ r ✐ ♥ s t ✐ t ✉ t ❡

❚❤❛♥❦ ❨♦✉

◗✉❡st✐♦♥s❄

❙❧✐❞❡ ✸✶✴✸✶ ✖ ❑❧❛✉s ✖ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❚❛♣❡ ❙tr❡❛♠✐♥❣ ✐♥ ❚❛♣r ✖ ❆✉❣✉st ✷✸✱ ✷✵✶✻