❉✐st❡♠✿ ❊✈❛❧✉❛t✐♦♥ ♦❢ ❋❛✉❧t ❚♦❧❡r❛♥❝❡ ❛♥❞ ▲♦❛❞ ❇❛❧❛♥❝✐♥❣ ❙tr❛t❡❣✐❡s ✐♥ ❍P❈ ❘✉♥t✐♠❡s t❤r♦✉❣❤ ❊♠✉❧❛t✐♦♥
❈r✐st✐❛♥ ❘✉✐③✱ ❏♦s❡♣❤ ❊♠❡r❛s✱ ❊♠♠❛♥✉❡❧ ❏❡❛♥✈♦✐♥❡ ❛♥❞ ▲✉❝❛s ◆✉ss❜❛✉♠ ■◆❘■❆ ✲ ❋r❛♥❝❡ ▼❛② ✶✽✱ ✷✵✶✻ ✕ ❈❈●❘■❉ ✷✵✶✻
✶ ✴ ✷✶
st t t r - - PowerPoint PPT Presentation
st t t r trts P ts tr t
✶ ✴ ✷✶
❼ ❆❝❝♦r❞✐♥❣ t♦ t❤❡ ■❊❙P r❡♣♦rt ❛ str♦♥❣ ❡✛♦rt ♠✉st ❜❡ ♠❛❞❡ ♦♥
❼ ❖♥❡ ♦❢ t❤❡ ♠❛✐♥ ♣❛rts ♦❢ t❤✐s st❛❝❦ ✐s ❞❡❞✐❝❛t❡❞ t♦ ❍P❈ r✉♥t✐♠❡ ❼ ❍P❈ r✉♥t✐♠❡ ❡♥❛❜❧❡s t❤❡ ❡①❡❝✉t✐♦♥✱ ♠❛♥❛❣✐♥❣ ❛♥❞ ❞❡❜✉❣❣✐♥❣ ♦❢
❼ ❖♣❡♥▼P■✱ ❈❤❛r♠✰✰✱ ❈❯❉❆✱ ❡t❝✳
❉♦♥❣❛rr❛✱ ❏❛❝❦ ❡t ❆❧✳✱ ❚❤❡ ■♥t❡r♥❛t✐♦♥❛❧ ❊①❛s❝❛❧❡ ❙♦❢t✇❛r❡ Pr♦❥❡❝t ❘♦❛❞♠❛♣✱ ■♥t❡r♥❛t✐♦♥❛❧ ❏♦✉r♥❛❧ ♦❢ ❍✐❣❤ P❡r❢♦r♠❛♥❝❡ ❈♦♠♣✉t❡r ❆♣♣❧✐❝❛t✐♦♥s✱ ✷✵✶✶
✷ ✴ ✷✶
❼ Pr♦❣r❛♠♠❛❜✐❧✐t② ❼ ❙❝❛❧❛❜✐❧✐t② ❼ ❋❛✉❧t t♦❧❡r❛♥❝❡ ❼ ▲♦❛❞ ❜❛❧❛♥❝✐♥❣
❼ ❋❛✉❧t t♦❧❡r❛♥❝❡✿ ♠♦r❡ ❝♦♠♣♦♥❡♥ts ⇒ s❤♦rt❡r ▼❚❇❋
❼ ▲♦❛❞ ❜❛❧❛♥❝✐♥❣✿ ❈❧♦✉❞ ❝♦♠♣✉t✐♥❣✱ ●r❡❡♥ ❝♦♠♣✉t✐♥❣✱
✸ ✴ ✷✶
❼ ❆❞✲❤♦❝ s✐♠✉❧❛t♦r ❛♥❞ r❡❛❧ ❛♣♣❧✐❝❛t✐♦♥ tr❛❝❡ ❢r♦♠ ■❇▼ ❇●✴◗
❍❛rs❤✐t❤❛ ▼❡♥♦♥ ❛♥❞ ▲✳ ❱✳ ❑❛❧❡✇✱ ❆ ❉✐str✐❜✉t❡❞ ❉②♥❛♠✐❝ ▲♦❛❞ ❇❛❧❛♥❝❡r ❢♦r ■t❡r❛t✐✈❡ ❆♣♣❧✐❝❛t✐♦♥s✱ ❙❈✬✷✵✶✸
❼ ▲❡✈❡r❛❣✐♥❣ ❉❱❋❙ ♣r♦❝❡ss♦r ❝❛♣❛❜✐❧✐t✐❡s
❖s♠❛♥ ❙❛r♦♦❞ ❡t ❆❧✳✱ ❆ ✬❈♦♦❧✬ ❲❛② ♦❢ ■♠♣r♦✈✐♥❣ t❤❡ ❘❡❧✐❛❜✐❧✐t② ♦❢ ❍P❈ ▼❛❝❤✐♥❡s✱ ❙❈✬✷✵✶✸
❼ ❋♦r ▼P■ ❜❛s❡❞ r✉♥t✐♠❡s✱ ♠♦st ♦❢ t❤❡ ❡①♣❡r✐♠❡♥ts ❛r❡ ❞♦♥❡ ✉s✐♥❣ r❡❛❧
✹ ✴ ✷✶
❼ ❈❛rr②✐♥❣ ♦✉t ❡✈❛❧✉❛t✐♦♥ ✉♥❞❡r ❝♦♠♣❧❡① r❡❛❧✐st✐❝ ❝♦♥❞✐t✐♦♥s ✐s ❤❛r❞ ❼ ❙✐♠✉❧❛t♦r✿
❼ s✐♠♣❧✐✜❡❞ ❛ss✉♠♣t✐♦♥s ❼ ❧♦✇❡r r❡❛❧✐s♠ ❼ ♥♦t ♣♦ss✐❜❧❡ t♦ r✉♥ ❛ ❝♦♠♣❧❡t❡ s♦❢t✇❛r❡ st❛❝❦
❼ ❘❡❛❧ ♣❧❛t❢♦r♠✿
❼ ❡①♣❡♥s✐✈❡ ❼ ❧❛❝❦s ♦❢ r❡♣r♦❞✉❝✐❜✐❧✐t②
✺ ✴ ✷✶
✶ ❉✐st❡♠ ✷ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts ✸ ❈♦♥❝❧✉s✐♦♥s
✻ ✴ ✷✶
✼ ✴ ✷✶
❼ r✉♥♥✐♥❣ ♠❛♥② ✈✐rt✉❛❧ ♥♦❞❡s ♦♥ ❡❛❝❤ ♣❤②s✐❝❛❧ ♥♦❞❡ ❼ ❡♠✉❧❛t✐♦♥ ♦❢ ❈P❯ ♣❡r❢♦r♠❛♥❝❡✱ ♥❡t✇♦r❦ t♦♣♦❧♦❣✐❡s✱ ■✴❖ s♣❡❡❞
❼ ▲✐♥✉① ❝♦♥t❛✐♥❡rs ❼ ❝♦♥tr♦❧ ❣r♦✉♣s ❼ ❈P❯ ❢r❡q✉❡♥❝② s❝❛❧✐♥❣ ❼ tr❛✣❝ ❝♦♥tr♦❧ ❼ ■✴❖ t❤r♦tt❧✐♥❣
✽ ✴ ✷✶
❼ ❊✈♦❧✈✐♥❣ ❡①♣❡r✐♠❡♥t❛❧ ❝♦♥❞✐t✐♦♥s ❼ ❋❛✐❧✉r❡ ✐♥❥❡❝t✐♦♥ ❢r❛♠❡✇♦r❦ ❼ ❊✈❡♥t ✐♥❥❡❝t✐♦♥ ❢r❛♠❡✇♦r❦
✾ ✴ ✷✶
❼ ❍❡t❡r♦❣❡♥❡♦✉s ❝♦♥❞✐t✐♦♥s ❝❛♥ ❜❡ ❝r❡❛t❡❞✿ ❈P❯ ❢r❡q✉❡♥❝✐❡s✱ ❞✐✛❡r❡♥t
❼ ❚❤❡s❡ ❢❡❛t✉r❡s ❝❛♥ ❜❡ ✉♣❞❛t❡❞ ❞②♥❛♠✐❝❛❧❧② ❼ ❚❤✐s ✐s ✉s❡❢✉❧ t♦ ❛❝❤✐❡✈❡ ❝♦♠♣❧❡① ❡①♣❡r✐♠❡♥ts ✇❤❡r❡ t❤❡ ♣❧❛t❢♦r♠ ✐s
✶✵ ✴ ✷✶
❼ ❲❡ t❛❦❡ ✐♥t♦ ❛❝❝♦✉♥t ❢❛✐❧✉r❡s t❤❛t ♣r♦✈♦❦❡ ❛ ❧♦st ♦❢ t❤❡ ♥♦❞❡ ✭✈❡r②
❼ ◆♦❞❡s ❝❛♥ ❜❡ ❧♦st ✐♥ t❤r❡❡ ❞✐✛❡r❡♥t ✇❛②s✿
❼ ●r❛❝❡❢✉❧✿ t❤❡ ♥♦❞❡ ✐s s❤✉t ❞♦✇♥ ❝❧❡❛♥❧②✱ ✉s✐♥❣ ❛♥ ♦♣❡r❛t✐♥❣ s②st❡♠
❝♦♠♠❛♥❞
❼ ❙♦❢t✿ t❤❡ ♥♦❞❡ ✐s ❢♦r❝❡❞ t♦ s❤✉t ❞♦✇♥ ❼ ❍❛r❞✿ t❤❡ ♥♦❞❡ ❢❛✐❧❡❞ ❛❜r✉♣t❧②
❼ ❲❡ ❞♦ ♥♦t t❛❦❡ ✐♥t♦ ❛❝❝♦✉♥t ❜②③❛♥t✐♥❡ ❢❛✐❧✉r❡s
✶✶ ✴ ✷✶
❼ ■♥❝r❡❛s❡ t❤❡ r❡♣r♦❞✉❝✐❜✐❧✐t② ♦❢ ❡①♣❡r✐♠❡♥ts ❼ ❉✐st❡♠ s✉♣♣♦rts t❤❡ ❢♦❧❧♦✇✐♥❣ ♠♦❞✐✜❝❛t✐♦♥s ❢♦r ❛ ❣✐✈❡♥ s❡t ♦❢ ♥♦❞❡s✿
❼ ❈P❯ ❢r❡q✉❡♥❝② ❼ ◆❡t✇♦r❦ ❝❛♣❛❜✐❧✐t✐❡s ✭❧❛t❡♥❝② ❛♥❞ ❜❛♥❞✇✐❞t❤✮ ❼ ❋❛✐❧✉r❡s
❼ ❚❤❡s❡ ♠♦❞✐✜❝❛t✐♦♥s ❝❛♥ ❜❡ ✐♥❥❡❝t❡❞ ✉s✐♥❣ ❛ ❞❡t❡r♠✐♥✐st✐❝ ❜❡❤❛✈✐♦r ♦r
✶✷ ✴ ✷✶
✶ ❉✐st❡♠ ✷ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts ✸ ❈♦♥❝❧✉s✐♦♥s
✶✸ ✴ ✷✶
❼ ❲❡ ❡✈❛❧✉❛t❡ ❈❤❛r♠✰✰✱ ❖♣❡♥▼P■ ❛♥❞ ▼P■❈❍ r✉♥t✐♠❡s ❼ ❈❤❛r♠✰✰✿ ❏❛❝♦❜✐✸❉ ❛♥❞ ❙t❡♥❝✐❧✸❉ ❼ ▼P■✲❜❛s❡❞ r✉♥t✐♠❡s✿ ◆❆❙ ♣❛r❛❧❧❡❧ ❜❡♥❝❤♠❛r❦s ❼ ✸ ●r✐❞✬✺✵✵✵ ❝❧✉st❡rs ❧♦❝❛t❡❞ ✐♥ t✇♦ s✐t❡s ❼ ❊①♣❡r✐♠❡♥t❛❧ ❡✈❛❧✉❛t✐♦♥✿
❼ ❋❛✐❧✉r❡ ❞❡t❡❝t✐♦♥ ♦❢ ❍P❈ r✉♥t✐♠❡s ❼ ❱❛❧✐❞✐t② ♦❢ ❢❛✉❧t ✐♥❥❡❝t✐♦♥ ♠❡❝❤❛♥✐s♠ ❼ ❊✈❛❧✉❛t✐♦♥ ♦❢ ❧♦❛❞ ❜❛❧❛♥❝✐♥❣ str❛t❡❣✐❡s ✐♥ ❈❤❛r♠✰✰
✶✹ ✴ ✷✶
❼ ❲❡ r✉♥ ❛♥ ❛♣♣❧✐❝❛t✐♦♥ ♦♥ t♦♣ ♦❢ t❤❡ ❍P❈ r✉♥t✐♠❡ ❼ ❲❡ ✐♥❥❡❝t ❞✐✛❡r❡♥t t②♣❡s ♦❢ ❢❛✉❧ts ❛♥❞ ♦❜s❡r✈❡ ❤♦✇ t❤❡ ❍P❈ r✉♥t✐♠❡
❋❛✐❧✉r❡ ❘✉♥t✐♠❡ ❈❤❛r♠✰✰ ❖♣❡♥▼P■ ▼P■❈❍ ❉❡t❡❝t❡❞ ❆❝t✐♦♥ ❉❡t❡❝t❡❞ ❆❝t✐♦♥ ❉❡t❡❝t❡❞ ❆❝t✐♦♥
❨❡s ❈ ❨❡s ❍ ❨❡s ❊ ❙♦❢t ❨❡s ❈ ❨❡s ❍ ❨❡s ❊ ❍❛r❞ ◆♦ ✲ ❨❡s ❍ ❨❡s ❊
❚❛❜❧❡✿ ❋❛✐❧✉r❡ ❞❡t❡❝t✐♦♥✳ ❈ r❡❢❡rs t♦ t❤❡ r♦❧❧✲❜❛❝❦ ♦❢ t❤❡ ❛♣♣❧✐❝❛t✐♦♥ t♦ t❤❡ ♣r❡✈✐♦✉s ❝❤❡❝❦♣♦✐♥t✱ ❍ r❡❢❡rs t♦ t❤❡ ❢❛❝t t❤❛t ♣r♦❝❡ss❡s ❤❛♥❣✱ ❊ r❡❢❡rs t♦ t❤❡ t❡r♠✐♥❛t✐♦♥ ♦❢ ▼P■ ♣r♦❝❡ss❡s
✶✺ ✴ ✷✶
❼ ❲❡ r✉♥ ❏❛❝♦❜✐✸❉ ❛♣♣❧✐❝❛t✐♦♥ ✉s✐♥❣ ✻✹ ♥♦❞❡s✱ r✉♥♥✐♥❣ ✶ ❈❤❛r♠✰✰
❼ ❉✐✛❡r❡♥t ❞❡❣r❡❡s ♦❢ ♦✈❡rs✉❜s❝r✐♣t✐♦♥ ❼ ❲❡ ✉s❡ t❤❡ ❡✈❡♥t ✐♥❥❡❝t✐♦♥ ❢r❛♠❡✇♦r❦ t♦ ✐♥❥❡❝t t❤❡ s❛♠❡ tr❛❝❡ ❢♦r ❛❧❧
▼❡❝❤❛♥✐s♠ ✪ t❡r♠✐♥❛t✐♦♥ ▼❡❛♥ ✇❛❧❧t✐♠❡ ✭s❡❝s✮ ❈❤❛r♠✰✰ ■♥❥❡❝t✐♦♥ ✶✵✵✪ ✷✻✽✳✺✺ ❘❡❛❧ ■♥❥❡❝t✐♦♥ ✻✻✪ ✷✻✼✳✶✾ ❉✐st❡♠ ✶✈♥✴♥♦❞❡ ✺✻✪ ✷✽✻✳✹✸ ❉✐st❡♠ ✷✈♥✴♥♦❞❡ ✺✵✪ ✷✽✼✳✵✺ ❉✐st❡♠ ✹✈♥✴♥♦❞❡ ✺✻✪ ✷✾✹✳✹✺
❚❛❜❧❡✿ P❡r❝❡♥t❛❣❡ ♦❢ s✉❝❝❡ss❢✉❧ ❛♣♣❧✐❝❛t✐♦♥ ❡①❡❝✉t✐♦♥s
✶✻ ✴ ✷✶
❼ ❲❡ ❝r❡❛t❡ ❛ ♣❧❛t❢♦r♠ ❝♦♠♣♦s❡❞ ✶✷✽ ✈♥♦❞❡s ❞✐str✐❜✉t❡❞ ♦✈❡r ✽ ♣❤②s✐❝❛❧
❼ ❲❡ ❡①♣❡r✐♠❡♥t ✇✐t❤ t✇♦ ❞✐✛❡r❡♥t s❝❡♥❛r✐♦s✿
❼ ❍❡t❡r♦❣❡♥❡♦✉s✿ ❤❛❧❢ ♦❢ t❤❡ ✈♥♦❞❡s ❤❛✈❡ ❛ ❈P❯ ❝❧♦❝❦ r❡❞✉❝❡❞ t♦ ✺✵ ✪ ❼ ❉②♥❛♠✐❝✿ t❤❡ ❛✈❛✐❧❛❜❧❡ ❈P❯ ♣♦✇❡r ♦❢ ❛ s✉❜✲♣❛rt ♦❢ t❤❡ ✈♥♦❞❡s ✐s
❞②♥❛♠✐❝✳
✶✼ ✴ ✷✶
25 50 75 100 50 100 vnode id CPU utilization [%]
❋✐❣✉r❡✿ ▲❇❖✛ ❲❛❧❧t✐♠❡✿ ✸✹✶ s❡❝s
25 50 75 100 50 100 vnode id CPU utilization [%]
❋✐❣✉r❡✿ ❘❡✜♥❡▲❇ ❲❛❧❧t✐♠❡✿ ✸✷✵ s❡❝s
25 50 75 100 50 100 vnode id CPU utilization [%]
❋✐❣✉r❡✿ ❍②❜r✐❞ ❲❛❧❧t✐♠❡✿ ✸✺✻ s❡❝s
✶✽ ✴ ✷✶
25 50 75 100 50 100 vnode id CPU utilization [%]
❋✐❣✉r❡✿ ▲❇❖✛ ❲❛❧❧t✐♠❡✿ ✸✹✼ s❡❝s
25 50 75 100 50 100 vnode id CPU utilization [%]
❋✐❣✉r❡✿ ❘❡✜♥❡▲❇ ❲❛❧❧t✐♠❡✿ ✸✷✷ s❡❝s
25 50 75 100 50 100 vnode id CPU utilization [%]
❋✐❣✉r❡✿ ❍②❜r✐❞ ❲❛❧❧t✐♠❡✿ ✸✺✾ s❡❝s
✶✾ ✴ ✷✶
✶ ❉✐st❡♠ ✷ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts ✸ ❈♦♥❝❧✉s✐♦♥s
✷✵ ✴ ✷✶
❼ ❇❡✐♥❣ ❛❜❧❡ t♦ ❡①❡❝✉t❡ ❡①♣❡r✐♠❡♥ts ♦♥ ❛ ❧❛r❣❡ s❡t ♦❢ ♣❧❛t❢♦r♠
❼ ❉✐st❡♠✿
❼ ♦✛❡rs r❡❛❧✐st✐❝ ❡①♣❡r✐♠❡♥t❛❧ ❝♦♥❞✐t✐♦♥s ❼ s✐♠♣❧✐✜❡❞ t❤❡ ✉♥❝♦✈❡r✐♥❣ ♦❢ ♣r♦❜❧❡♠s ✐♥ t❤❡ ❢❛✐❧✉r❡ ❤❛♥❞❧✐♥❣ ❢♦r ✇✐❞❡❧②
✉s❡❞ ❍P❈ r✉♥t✐♠❡s
❼ ❡♥❛❜❧❡s ❡①♣❡r✐♠❡♥t❡rs t♦ ❡❛s✐❧② s✐♠✉❧❛t❡ ♣❡rt✉r❜❛t✐♦♥s ❛♥❞
❤❡t❡r♦❣❡♥❡✐t② ♦❢ ♥♦❞❡s
✷✶ ✴ ✷✶