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A model for parallel job scheduling on dynamical computer Grids

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A model for parallel job scheduling on dynamical computer Grids
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✁✂✄☎✆✝✂✞✟✠✞✠✆✆☎✆✡✂☛☞✌✍☎✄✎✆✏✑✒✂✑✓✔✑✠✕✏✌✖✂✕✗✎✘☎✞✙✞✏✄✚  ✛✜✢✣✤✥✦✧✦✜✥★✩✪✫✩✣✜✦✬✭✮✤✯✣✦✰ ✱   ✤✲✩✣✳★✤✪✳✦✢✫✦★✲✮✳✤✣✴✵✯✤✪✵✤✶✷✪✯✸✤✣✬✯✳✹✦✢✴✺ ✩✦✻✩✮✜✦  ✼✽✾✿❀❁❂❃❄✿✾❅❆❇❈❉❊❋● ❍  ❅■● ❏  ❄  ❑▲▼◆❖◗◆ ❘❙❚❯❱❲❳❨❩❳❬❯❬❭❪❯❫❴❲❵❬❛❪❙❫❪❫❛❛❲❱❯❪❙❬❬❜❬❝❞❪❚❲❭❲❡❩❫❳❫❛❛❬❛❫❩❩❛❚❝❫❪❚❲❭❯❚❭❫❢❳❚❵❬❭❣❚❳❲❭❴❬❭❪❤✐❞❳ ❴❫❚❭❡❲❝❞❯❚❯❲❭❙❲❱❪❲❯❙❫❳❬❪❙❬❚❵❛❬❝❥❝❛❬❯❲❡❝❛❞❯❪❬❳❯❫❭❵❝❲❴❩❞❪❬❳❯❪❲❬❜❬❝❞❪❬❩❫❳❫❛❛❬❛❫❩❩❛❚❝❫❪❚❲❭❯❤❦❬ ❚❭❪❳❲❵❞❝❬❫❭❬❱❴❲❵❬❛❱❚❪❙❪❙❬❭❲❪❚❲❭❯❲❡❛❲❝❫❛❚❪❥❫❭❵❫❵❫❩❪❫❧❚❛❚❪❥❤❘❙❬❛❲❝❫❛❚❪❥❚❯❞❯❬❵❡❲❳♠❲❧❫❛❛❲❝❫❪❚❲❭♥❫❭❵❡❲❳♠❲❧❴❚❢❳❫❪❚❲❭❤❘❙❬❫❵❫❩❪❫❧❚❛❚❪❥❩❳❲❣❚❵❬❯❫❯❚❴❩❛❬❴❬❝❙❫❭❚❯❴❪❲❫❛❛❲❱❝❛❞❯❪❬❳❯❪❲♠❲❚❭❲❳❛❬❫❣❬❫  ❢❳❚❵❤❦❬❫❛❯❲❩❳❲❩❲❯❬❫❴❚❵❵❛❬❱❫❳❬❫❳❝❙❚❪❬❝❪❞❳❬❪❲❚❴❩❛❬❴❬❭❪❪❙❬❴❲❵❬❛❤♦♣  ◆❖◗◆✉    ✈  ❢❳❬❫❪❬✇❲❳❪❙❫❯❧❬❬❭❵❲❭❬❚❭❪❙❬❝❲❭❯❪❳❞❝❪❚❲❭  ❲❡❙❞❢❬❢❳❚❵❯❪❳❲❞❢❙❪❙❬❚❭❪❬❳❝❲❭❭❬❝❪❚❲❭❲❡❯❬❣❬❳❫❛ ❯❴❫❛❛❬❳❝❛❞❯❪❬❳❯①②③❤❘❙❬❴❫❚❭❫❵❣❫❭❪❫❢❬❡❲❳❝❛❞❯④ ❪❬❳❲❱❭❬❳❯❚❯❪❲❙❫❣❬❫❝❝❬❯❯❪❲❴❞❝❙❴❲❳❬❩❳❲④ ❝❬❯❯❚❭❢❩❲❱❬❳❳❫❪❙❬❳❪❙❫❭❞❯❚❭❢❲❭❛❥❪❙❬❚❳❝❛❞❯❪❬❳❯ ❯❪❫❭❵❫❛❲❭❬❤⑤❲❱❬❣❬❳♥❪❙❬❝❛❞❯❪❬❳❚❯❭❲❛❲❭❢❬❳❬❜❝❛❞④ ❯❚❣❬❤❘❙❬❳❬❯❙❲❞❛❵❧❬❯❩❬❝❚❫❛❳❬❯❪❳❚❝❪❚❲❭❯❚❭❲❳❵❬❳ ❪❲❢❞❫❳❫❭❪❬❬❩❳❚❲❳❚❪❚❬❯♥❲❭❬❫❝❙❩❫❳❪❚❝❚❩❫❪❚❭❢❝❛❞❯④ ❪❬❳♥❡❲❳♠❲❧❯❯❞❧❴❚❪❪❬❵❧❥❪❙❬❝❛❞❯❪❬❳❫❵❴❚❭❚❯❪❳❫❪❲❳❤❘❙❫❪❚❯♥❡❲❳❬❫❝❙❝❛❞❯❪❬❳❲❱❭❬❳♥❪❙❬❢❳❚❵❬❭❣❚❳❲❭❴❬❭❪ ❯❙❲❞❛❵❞❯❬❲❭❛❥❪❙❬❚❳❚❵❛❬❝❥❝❛❬❯❤⑥❚❴❚❛❫❳❚❵❬❫❯❙❫❣❬ ❧❬❬❭❵❬❣❬❛❲❩❬❵❡❲❳❭❬❪❱❲❳❨❯❲❡❩❬❳❯❲❭❫❛❝❲❴❩❞❪❬❳❯ ⑦⑧  ❲❭❵❲❳① ⑨ ③♥⑩❭❪❬❶❳❫❵❬① ❷ ③❸❤❘❙❬❳❬❚❯❫❪❳❫❵❬❲✇❱❙❬❭❩❫❳❪❚❝❚❩❫❪❚❭❢❚❭❫❢❳❚❵  ❬❭❣❚❳❲❭❴❬❭❪❹❚❭❲❭❬❯❚❵❬❪❙❬❫❝❝❬❯❯❪❲❴❲❳❬❝❲❴❩❞④ ❪❫❪❚❲❭❫❛❳❬❯❲❞❳❝❬❯♥❫❭❵❚❭❪❙❬❲❪❙❬❳❯❚❵❬❪❙❬❳❬❚❯❭❲ ❬❜❝❛❞❯❚❣❬❫❝❝❬❯❯❡❲❳❪❙❬❲❱❭❬❳❯❲❡❬❫❝❙❝❛❞❯❪❬❳❤⑩❭❫  ❢❳❚❵❯❝❬❭❫❳❚❲❱❬❝❫❭❚❴❫❢❚❭❬❪❱❲❴❫❚❭❪❥❩❬❯❲❡♠❲❧  ❯❞❧❴❚❯❯❚❲❭❹❡❳❲❴❚❭❯❚❵❬❧❥❪❙❬❛❲❝❫❛❫❵❴❚❭❚❯❪❳❫❪❲❳♥❲❳❡❳❲❴❲❞❪❯❚❵❬❧❥❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳❤✐❭❬❲❡❪❙❬ ❴❫❚❭❵❚❺❝❞❛❪❚❬❯❚❭❪❙❚❯❯❝❬❭❫❳❚❲❚❯❙❲❱❪❲❧❫❛❫❭❝❬ ❧❲❪❙❪❥❩❬❯❚❭❫❪❳❫❭❯❩❫❳❬❭❪❱❫❥❤❶❚❣❬❭❯❲❴❬❯❚❴❩❛❬ ❙❥❩❲❪❙❬❯❚❯♥❱❬❵❬❳❚❣❬❫❭❬❱❴❲❵❬❛❡❲❳❪❙❚❯❯❝❬❭❫❳❚❲❤⑩❭❪❙❚❯❩❫❩❬❳❱❬❯❙❲❱❯❲❴❬❣❬❳❥❯❚❴❩❛❬❱❫❥❯❪❲ ❯❙❫❳❬❳❬❯❲❞❳❝❬❯❤❘❙❬❴❫❚❭❚❵❬❫❚❯❪❲❡❲❝❞❯❲❭❪❙❬ ❬✇❲❳❪❲❭❙❲❱❪❲❩❳❲❣❚❵❬❫❝❝❬❯❯❪❲❚❵❛❬❝❥❝❛❬❯❤❘❙❬❳❬ ❫❳❬❴❫❭❥❳❬❛❫❪❬❵❱❲❳❨❯❲❭❢❳❚❵❝❲❴❩❞❪❚❭❢♥❙❲❱❬❣❬❳ ❱❬❫❳❬❴❫❚❭❛❥❚❭❪❬❳❬❯❪❬❵❲❭❵❲❚❭❢❩❫❳❫❛❛❬❛❩❳❲❝❬❯❯④ ❚❭❢❲❭❢❳❚❵❯❤❦❬❡❲❝❞❯❲❭❪❱❲❫❯❩❬❝❪❯❹❭❬❪❱❲❳❨  ❙❬❪❬❳❲❢❬❭❬❚❪❥  ⑦ ❫❯❚❭①❻③❸❫❭❵❫❵❫❩❪❫❧❚❛❚❪❥  ⑦ ❫❯❚❭①❼③❸❤❘❙❬❪❬❜❪❚❯❲❳❢❫❭❚❽❬❵❫❯❡❲❛❛❲❱❯❤❾❚❳❯❪♥❱❬❩❳❬❯❬❭❪ ❪❙❬❫❵❲❩❪❬❵❴❲❵❬❛❫❭❵❪❙❬❧❫❯❚❝❫❛❢❲❳❚❪❙❴❯❤❘❙❬❭♥❱❬❯❙❲❱❙❲❱❚❪❝❫❭❧❬❬❫❯❚❛❥❚❴❩❛❬❴❬❭❪❬❵❤❦❬❝❲❭④ ❝❛❞❵❬❱❚❪❙❯❲❴❬❚❵❬❫❯❡❲❳❡❞❪❞❳❬❱❲❳❨❤⑩❭❲❞❳❱❲❳❨  ❱❬❚❭❪❬❭❵❪❲❞❯❬❪❙❬❫❵❣❫❭❪❫❢❬❯❲❡❫❴❞❛❪❚④❝❛❞❯❪❬❳ ❬❭❣❚❳❲❭❴❬❭❪❱❚❪❙❯❲❴❬❝❲❭❯❪❳❫❚❭❪❯❪❲❝❳❬❫❪❬❫❫❵❫❩④ ❪❫❪❚❣❬❬❭❣❚❳❲❭❴❬❭❪❤⑩❭❪❙❚❯❬❭❣❚❳❲❭❴❬❭❪♥❪❙❬❝❛❞❯❪❬❳ ❫❵❴❚❭❚❯❪❳❫❪❲❳❯❯❙❲❞❛❵❧❬❫❧❛❬❪❲❵❥❭❫❴❚❝❫❛❛❥❛❬❫❣❬ ❲❳♠❲❚❭❪❙❬❢❳❚❵❤❿➀➁➂➃     ➂➄ ❘❙❬❢❳❚❵❚❯❳❬❩❳❬❯❬❭❪❬❵❧❥❫❢❳❫❩❙➅❪❙❬❣❬❳❪❚❝❬❯❝❲❳④ ❳❬❯❩❲❭❵❪❲❪❙❬❩❳❲❝❬❯❯❚❭❢❭❲❵❬❯♥❱❙❚❝❙❝❫❭❧❬❝❛❞❯④ ❪❬❳❯❲❡❝❲❴❩❞❪❬❳❯♥❩❫❳❫❛❛❬❛❴❫❝❙❚❭❬❯♥❲❳❬❣❬❭❯❚❭❢❛❬ ❝❲❴❩❞❪❬❳❯❤❘❲❝❙❫❳❫❝❪❬❳❚❽❬❪❙❬❵❚✇❬❳❬❭❪❭❞❴❧❬❳❲❡ ❩❳❲❝❬❯❯❚❭❢❞❭❚❪❯❲❭❬❫❝❙❝❛❞❯❪❬❳❪❲❬❫❝❙❣❬❳❪❬❜➆❱❬ ❫❯❯❲❝❚❫❪❬❚❪❯❝❫❳❵❚❭❫❛❚❪❥➇➈❤❾❲❳❯❪❫❭❵❫❛❲❭❬❝❲❴④ ❩❞❪❬❳❯❱❬❙❫❣❬➇➈➉②❤❘❲❯❚❴❩❛❚❡❥❪❙❬❫❭❫❛❥❯❚❯ ❱❬❫❯❯❞❴❬❪❙❫❪❫❛❛❝❲❴❩❞❪❬❳❯❫❳❬❬➊❞❫❛❤❦❬❫❛❯❲ ❵❬❭❲❪❬❯❚❭❢❛❬❝❲❴❩❞❪❬❳❯❫❯❝❛❞❯❪❬❳❯❲❡❯❚❽❬❲❭❬❤❘❙❬❳❬❫❳❬❬❵❢❬❯❚❭❪❬❳❝❲❭❭❬❝❪❚❭❢❪❙❬❭❬❚❢❙❧❲❳❚❭❢  ❣❬❳❪❚❝❬❯❚❡❪❙❬❳❬❚❯❫❡❫❯❪❛❚❭❨❧❬❪❱❬❬❭❪❙❬❴❤⑤❬❳❬♥❡❫❯❪❴❬❫❭❯❯❚❴❚❛❫❳❛❫❪❬❭❝❥❫❭❵❧❫❭❵❱❚❵❪❙❫❯❚❭❯❚❵❬❫  ❵❬❵❚❝❫❪❬❵❝❛❞❯❪❬❳❤⑤❲❱❬❣❬❳♥❫❯❚❪❚❯❭❲❪❫❵❬❵❚❝❫❪❬❵  ❛❚❭❨♥❱❬❯❞❩❩❲❯❬❪❙❫❪❚❪❙❫❯❱❲❳❯❬❩❬❳❡❲❳❴❫❭❝❬❪❙❫❭  ❫❛❚❭❨❚❭❫❝❛❞❯❪❬❳❤❘❙❬❴❲❪❚❣❫❪❚❲❭❡❲❳❪❙❚❯❚❯❪❲❝❲❭④ ❯❚❵❬❳❪❙❫❪❭❲❪❫❛❛❝❛❞❯❪❬❳❯❫❳❬❚❭❪❙❬❯❫❴❬❵❲❴❫❚❭❤❾❲❳❬❫❝❙❣❬❳❪❬❜❚❭❪❙❬❢❳❫❩❙❪❙❬❳❬❚❯❫❛❲❝❫❛❯❝❙❬❵④ ❞❛❬❳❱❙❚❝❙❚❯❳❬❯❩❲❭❯❚❧❛❬❡❲❳❪❙❬❯❞❧❴❚❯❯❚❲❭❲❡❛❲❝❫❛ ♠❲❧❯❤❘❙❚❯❛❲❝❫❛❯❝❙❬❵❞❛❬❳❩❬❳❚❲❵❚❝❫❛❛❥❚❭❡❲❳❴❯❪❙❬ ❝❞❳❳❬❭❪❛❲❫❵❲❡❪❙❬❝❛❞❯❪❬❳❪❲❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳♥❫❭❵    ❚❪❚❯❫❛❯❲❳❬❯❩❲❭❯❚❧❛❬❡❲❳❫❛❛❲❝❫❪❚❭❢❢❳❚❵♠❲❧❯❤⑩❭❲❞❳ ❴❲❵❬❛♥❪❙❬❛❲❫❵❚❯❯❚❴❩❛❥❪❙❬❭❞❴❧❬❳❲❡❫❣❫❚❛❫❧❛❬ ❩❳❲❝❬❯❯❲❳❯♥❯❲❪❙❚❯❭❞❴❧❬❳❚❯❫❭❚❭❪❬❢❬❳❢❳❬❫❪❬❳❲❳ ❬➊❞❫❛❪❲❽❬❳❲❤❘❙❬❳❬❫❳❬❪❱❲❵❚✇❬❳❬❭❪♠❲❧❩❳❚❲❳❚❪❚❬❯♥❲❭❬❡❲❳❪❙❬ ❛❲❝❫❛♠❲❧❯❫❭❵❲❪❙❬❳❡❲❳❪❙❬❢❳❚❵♠❲❧❯❤❘❙❬♠❲❧❯ ❯❞❧❴❚❪❪❬❵❧❥❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳❙❫❣❬❯❴❫❛❛❬❳❩❳❚④ ❲❳❚❪❥♥❫❭❵❪❙❬❚❳❪❫❯❨❯❝❫❭❧❬❩❳❬❬❴❩❪❬❵❤❘❙❬♠❲❧❯ ❯❞❧❴❚❪❪❬❵❧❥❪❙❬❛❲❝❫❛❫❵❴❚❭❚❯❪❳❫❪❲❳❯❙❲❞❛❵❭❲❪❧❬ ❴❲❣❫❧❛❬❤❦❬❫❛❯❲❫❯❯❞❴❬❪❙❬❬❜❚❯❪❬❭❝❬❲❡❫❴❬❝❙❫❭❚❯❴❪❲ ❴❚❢❳❫❪❬❫❩❫❳❫❛❛❬❛♠❲❧♥❲❳❩❫❳❪❲❡❚❪♥❡❳❲❴❫❝❛❞❯❪❬❳❪❲ ❫❭❲❪❙❬❳❲❭❬♥❪❙❚❯❝❫❭❧❬❵❲❭❬❞❯❚❭❢❛❫❭❢❞❫❢❬❯❛❚❨❬ ⑧ ❙❫❳❴①   ③♥❲❳❚❭❪❙❬❝❫❯❬❲❡❫❩❫❳❫❛❛❬❛♠❲❧❱❚❪❙❝❲❴④ ❴❞❭❚❝❫❪❚❭❢❪❫❯❨❯❧❥❛❬❫❣❚❭❢❚❭❪❙❬❲❳❚❢❚❭❫❛❭❲❵❬❯❫  ✁✂✄☎✆  ❱❙❚❝❙❚❭❡❲❳❴❯❪❙❬❭❬❱❪❫❯❨❛❲❝❫❪❚❲❭❤⑩❡❫❪❫❯❨ ❡❳❲❴❫❢❳❚❵♠❲❧  ✝  ❭❵❯❭❲❭❬❱❙❲❯❪♥❪❙❬❱❙❲❛❬♠❲❧❚❯ ❯❞❯❩❬❭❵❬❵❤❘❙❬❳❬❝❫❭❧❬❫❱❫❚❪❚❭❢❪❚❴❬❪❲❯❪❫❳❪ ❭❬❱❛❲❝❫❛♠❲❧❯♥❫❯❪❙❬❪❫❯❨❯❡❳❲❴❪❙❬❢❳❚❵❝❫❭❭❲❪ ❧❬❴❲❣❬❵❱❙❚❛❬❪❙❬❥❫❳❬❝❲❴❴❞❭❚❝❫❪❚❭❢❤⑩❡❫❩❳❲④ ❢❳❫❴❴❚❭❢❴❲❵❬❛❛❚❨❬  ✞  ⑥  ✟  ① ✠  ③❱❚❪❙❯❴❫❛❛❯❞❩❬❳❯❪❬❩❯ ❚❯❞❯❬❵♥❪❙❚❯❱❫❚❪❚❭❢❪❚❴❬❯❙❲❞❛❵❭❲❪❧❬❛❫❳❢❬❤❘❲ ❯❚❴❩❛❚❡❥❪❙❬❩❳❲❧❛❬❴❱❬❫❯❯❞❴❬❫  ✝  ❜❬❵❝❲❯❪❩❳❲❩❲❳④ ❪❚❲❭❫❛❪❲❪❙❬❭❞❴❧❬❳❲❡❪❫❯❨❯❪❲❧❬❪❳❫❭❯❡❬❳❬❵❤❦❬ ❫❛❯❲❩❳❲❣❚❵❬❫❵❚❯❪❳❚❧❞❪❬❵❴❬❝❙❫❭❚❯❴❡❲❳❴❚❢❳❫❪❚❲❭❤ ✡  ❑ ➄  ☛  ❖✉◆ ➁➃ ❘❙❬❝❛❞❯❪❬❳❯❫❳❬❚❭❪❬❳❝❲❭❭❬❝❪❬❵❫❭❵❪❙❬❢❳❚❵❯❝❙❬❵④ ❞❛❬❳❪❫❨❬❯❝❫❳❬❲❡❯❲❴❬♠❲❧❯❤❘❙❬♠❲❧❯❯❞❧❴❚❪❪❬❵ ❧❥❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳❝❫❭❧❬❬❜❬❝❞❪❬❵❚❭❯❬❣❬❳❫❛❵❚❡④ ❡❬❳❬❭❪❯❚❪❬❯❤⑤❲❱❬❣❬❳♥❪❙❬❵❚✇❬❳❬❭❪❯❚❪❬❯❙❫❣❬❪❲❧❬ ❫❵♠❫❝❬❭❪♥❪❱❲④❧❥④❪❱❲♥❫❭❵❫❭❲❣❬❳❙❬❫❵❙❫❯❪❲❧❬ ❝❲❭❯❚❵❬❳❬❵❤❦❬❝❲❭❯❚❵❬❳❲❭❛❥❫  ✝  ❜❬❵❲❣❬❳❙❬❫❵❡❲❳ ❴❞❛❪❚④❯❚❪❬❬❜❬❝❞❪❚❲❭♥❬❣❬❭❚❡❪❙❬❳❬❫❳❬❴❲❳❬❪❙❫❭❪❱❲ ❯❚❪❬❯❚❭❣❲❛❣❬❵❤❘❙❚❯❚❯❳❬❫❯❲❭❫❧❛❬❲❭❝❲❴❴❞❭❚❝❫❪❚❲❭ ❩❫❪❪❬❳❭❯❛❚❨❬❝❲❴❩❛❬❪❬❬❜❝❙❫❭❢❬❱❙❬❳❬❪❙❬❯❛❲❱❬❯❪ ❛❚❭❨❯❙❲❞❛❵❧❬❪❙❬❲❳❚❢❚❭❲❡❪❙❬❛❫❳❢❬❳❲❣❬❳❙❬❫❵① ☞  ③❤❦❚❪❙❫❴❲❳❬❝❲❴❩❛❬❜❫❛❛❲❝❫❪❚❲❭❯❝❙❬❴❬❪❙❚❯❚❯❭❲ ❛❲❭❢❬❳❪❳❞❬❤⑤❲❱❬❣❬❳♥❪❲  ✝  ❭❵❫❢❲❲❵❬❴❧❬❵❵❚❭❢❲❡ ❫❩❫❳❫❛❛❬❛❫❩❩❛❚❝❫❪❚❲❭❚❯❫❵❚❺❝❞❛❪❩❳❲❧❛❬❴❤✈ ❯❪❙❬❢❚❣❬❭❢❳❫❩❙❝❫❭❙❫❣❬❫❛❫❳❢❬❭❞❴❧❬❳❲❡ ❣❬❳❪❚❝❬❯♥❫❝❬❭❪❳❫❛❚❽❬❵❝❲❭❪❳❲❛❫❭❵❴❲❭❚❪❲❳❚❭❢❲❡❫❛❛ ❛❲❝❫❛❝❛❞❯❪❬❳❯❫❝❪❚❣❚❪❚❬❯❚❯❵❚❺❝❞❛❪❤⑥❲♥❱❬❩❳❲❩❲❯❬ ❪❙❬❡❲❛❛❲❱❚❭❢❴❬❝❙❫❭❚❯❴❲❭❬❫❝❙❝❛❞❯❪❬❳❹②❸  ✌  ❫❝❙❝❛❞❯❪❬❳❯❝❙❬❵❞❛❬❳❴❫❚❭❪❫❚❭❯❚❪❯❲❱❭➊❞❬❞❬ ❲❡❯❞❧❴❚❪❪❬❵♠❲❧❯❤ ✌  ❫❝❙♠❲❧❙❫❯❚❪❯❩❳❲❝❬❯❯❚❭❢❳❬④ ➊❞❚❳❬❴❬❭❪❯❤✈ ❯❯❲❝❚❫❪❬❵❪❲❬❫❝❙♠❲❧❱❬❙❫❣❬❫❛❯❲❚❪❯ ❬❯❪❚❴❫❪❬❵❩❳❲❝❬❯❯❚❭❢❪❚❴❬➅⑨ ❸❾❲❳❬❫❝❙❛❲❝❫❛❯❝❙❬❵❞❛❬❳♥❪❙❬  ✝  ❳❯❪♠❲❧❚❭❪❙❬➊❞❬❞❬ ❚❯❫❭❫❛❥❽❬❵❤⑩❡❪❙❚❯♠❲❧❝❫❭❧❬❬❜❬❝❞❪❬❵❲❭❪❙❬❝❛❞❯④ ❪❬❳♥❪❙❬❯❝❙❬❵❞❛❬❳❫❛❛❲❝❫❪❬❯❪❙❬♠❲❧❤✐❪❙❬❳❱❚❯❬♥❪❙❬❳❬ ❫❳❬❪❙❳❬❬❩❲❯❯❚❧❚❛❚❪❚❬❯❹⑦ ②❸❪❙❬♠❲❧❝❫❭❧❬❬❜❬❝❞❪❬❵ ❱❚❪❙❚❭❪❚❴❬  ✍✎  ♥❚❤❬❤♥❲❭❬❲❳❴❲❳❬❲❡❪❙❬♠❲❧❯❚❭❬❜❬④ ❝❞❪❚❲❭❱❚❛❛  ✝  ❭❚❯❙❯❲❲❭♥⑦ ⑨ ❸❫❢❳❚❵♠❲❧❳❞❭❭❚❭❢❲❭❪❙❬ ❝❛❞❯❪❬❳❝❫❭❴❚❢❳❫❪❬❡❳❬❬❚❭❢❪❙❬❭❬❝❬❯❯❫❳❥❩❳❲❝❬❯❯❲❳❯♥❫❭❵ ⑦ ❷ ❸❪❙❬♠❲❧❚❯❯❬❭❪❪❲❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳➅❷ ❸❘❲❴❚❢❳❫❪❬❫❢❳❚❵♠❲❧♥❫❛❛❲❡❚❪❯❪❫❯❨❯❙❫❣❬❪❲❧❬ ❯❞❯❩❬❭❵❬❵❤❘❙❬❭♥❪❙❬❛❲❝❫❛❯❝❙❬❵❞❛❬❳❱❚❛❛❝❙❬❝❨❪❙❬ ❫❣❫❚❛❫❧❚❛❚❪❥❲❡❩❳❲❝❬❯❯❲❳❯❲❭❚❪❯❭❬❚❢❙❧❲❳❯ ⑦ ❪❙❬❝❲❴④ ❴❞❭❚❝❫❪❚❲❭❚❯❵❲❭❬❱❚❪❙❲❞❪❪❙❬❩❫❳❪❚❝❚❩❫❪❚❲❭❲❡❪❙❬ ❢❳❚❵❯❝❙❬❵❞❛❬❳❸❤⑩❡❪❙❬❳❬❚❯❫❭❬❚❢❙❧❲❳❱❚❪❙❬❭❲❞❢❙ ❡❳❬❬❩❳❲❝❬❯❯❲❳❯♥❪❙❬♠❲❧❪❫❯❨❯❫❳❬❪❳❫❭❯❡❬❳❬❵❤✐❪❙④ ❬❳❱❚❯❬❪❙❬❢❳❚❵♠❲❧❚❯❯❪❲❩❩❬❵❫❭❵❯❬❭❪❧❫❝❨❪❲❪❙❬ ❢❳❚❵❯❝❙❬❵❞❛❬❳➅❻❸ ✈ ❢❳❚❵♠❲❧❲❳❫❳❬❢❞❛❫❳♠❲❧❝❫❭❧❬❯❪❲❩❩❬❵❚❡❚❪❯ ❝❞❳❳❬❭❪❬❜❬❝❞❪❚❲❭❪❚❴❬❚❯❯❚❢❭❚  ✝  ❝❫❭❪❛❥❛❫❳❢❬❳❪❙❫❭ ❪❙❬❩❳❬❵❚❝❪❬❵❪❚❴❬➅❼❸  ✟  ❬❳❚❲❵❚❝❫❛❛❥♥❪❙❬❯❝❙❬❵❞❛❬❳❯❬❭❵❯❚❪❯❯❪❫❪❞❯❪❲❪❙❬ ❢❳❚❵❯❝❙❬❵❞❛❬❳❤❘❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳❙❫❯❪❱❲❩❳❚❲❳❚❪❥➊❞❬❞❬❯♥❲❭❬ ❡❲❳❭❬❱❯❞❧❴❚❯❯❚❲❭❯ ⑦  ✏✑  ❸♥❫❭❵❫❭❲❪❙❬❳❡❲❳❯❞❧❴❚❯④ ❯❚❲❭❯❚❭❩❳❲❢❳❬❯❯♥⑧  ✑  ⑦ ❪❙❫❪❱❬❳❬❯❪❲❩❩❬❵❧❥❴❚❢❳❫④ ❪❚❲❭❸❤②❸⑩❡❪❙❬❯❞❧❴❚❯❯❚❲❭❚❭❩❳❲❢❳❬❯❯➊❞❬❞❬ ⑦⑧  ✑  ❸❚❯❭❲❪ ❬❴❩❪❥♥❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳  ✝  ❭❵❯ ⑦ ❚❡❚❪❬❜❚❯❪❯❸❫❯❬❪❲❡ ❫❵♠❫❝❬❭❪❝❛❞❯❪❬❳❯❪❲❝❲❭❪❚❭❞❬❪❙❬❬❜❬❝❞❪❚❲❭❲❡❪❙❬  ✝  ❳❯❪♠❲❧❚❭❪❙❬➊❞❬❞❬❤✐❪❙❬❳❱❚❯❬♥❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳  ✝  ❭❵❯❫❝❫❭❵❚❵❫❪❬♠❲❧❲❭❪❙❬❭❬❱❯❞❧❴❚❯❯❚❲❭❯➊❞❬❞❬ ⑦  ✏✑  ❸➅⑨ ❸⑩❡❫❛❛❪❙❬❝❙❲❯❬❭❩❳❲❝❬❯❯❲❳❯❲❭❪❙❬❝❛❞❯❪❬❳❯❫❳❬ ❫❣❫❚❛❫❧❛❬♥❪❙❬♠❲❧❚❯❯❬❭❪❪❲❪❙❬❴❤✐❪❙❬❳❱❚❯❬♥❪❙❬ ❩❳❬❣❚❲❞❯❚❪❬❴❚❯❳❬❩❬❫❪❬❵❞❭❪❚❛❫❝❫❭❵❚❵❫❪❬❚❯❡❲❞❭❵➅❷ ❸  ✟  ❬❳❚❲❵❚❝❫❛❛❥♥❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳❳❬❝❬❚❣❬❯❪❙❬❯❪❫❪❞❯ ❡❳❲❴❛❲❝❫❛❯❝❙❬❵❞❛❬❳❯❤ ✒  ❑ ♣➃  ✓  ➄➂➃➂ ◆◆✉   ✔  ❖  ✓  ▼ ➄ ❘❙❬❚❵❬❫❚❯❪❲❩❳❲❩❲❯❬❫❯❚❴❩❛❬❫❵❵④❲❭❴❚❵❵❛❬❱❫❳❬ ❪❲❩❳❲❣❚❵❬❢❳❚❵❡❫❝❚❛❚❪❚❬❯❪❲❚❭❪❬❳❝❲❭❭❬❝❪❚❭❵❬❩❬❭❵❬❭❪ ❝❛❞❯❪❬❳❯❤❾❲❳❬❫❝❙❝❛❞❯❪❬❳♥❱❬❲❭❛❥❭❬❬❵❫❯❴❫❛❛❵❫❬④ ❴❲❭❱❙❚❝❙❝❲❴❴❞❭❚❝❫❪❬❯❱❚❪❙❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳♥❱❙❚❝❙❯❙❲❞❛❵❧❬❫❧❛❬❪❲❙❫❭❵❛❬❯❬❣❬❳❫❛❳❬➊❞❬❯❪❯❫❪ ❪❙❬❯❫❴❬❪❚❴❬❤❘❙❚❯❵❫❬❴❲❭❝❲❭❪❫❚❭❯❪❙❳❬❬❝❲❴❩❲④ ❭❬❭❪❯❹❭❬❚❢❙❧❲❳❙❲❲❵❚❭❡❲❳❴❫❪❚❲❭ ⑦  ✏  ⑩❸♥❫❴❲❭❚❪❲❳♥❫❭❵❫❯❝❙❬❵❞❛❬❳ ⑦ ❯❬❬❾❚❢❞❳❬②❸❤❘❙❬❵❫❬❴❲❭❯❯❙❲❞❛❵ ❚❭❡❲❳❴❩❬❳❚❲❵❚❝❫❛❛❥❪❙❬❫❣❫❚❛❫❧❚❛❚❪❥❲❡❩❳❲❝❬❯❯❲❳❯❚❭ ❬❫❝❙❝❛❞❯❪❬❳♥❴❲❳❬❲❣❬❳♥❪❙❬❛❲❝❫❛❯❝❙❬❵❞❛❬❳❯❝❫❭❫❛❯❲   ❯❬❭❵♠❲❧❯❪❲❧❬❩❳❲❝❬❯❯❬❵❧❥❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳❤✐❭ ❪❙❬❲❪❙❬❳❯❚❵❬♥❪❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳❝❫❭❫❛❯❲❝❙❬❝❨❪❙❬ ❝❞❳❳❬❭❪❫❣❫❚❛❫❧❚❛❚❪❥❲❡❫❢❳❲❞❩❲❡❝❛❞❯❪❬❳❯ ⑦ ❧❥❪❙❬ ❢❳❚❵❝❲❭❵❚❪❚❲❭❯❝❲❴❩❲❭❬❭❪❸❫❭❵❯❬❭❵❪❫❯❨❯❪❲❪❙❬ ❛❲❝❫❛❯❝❙❬❵❞❛❬❳❯ ⑦ ❧❥❪❙❬❫❛❛❲❝❫❪❲❳♥❫❝❝❲❳❵❚❭❢❪❲❪❙❬ ❫❣❫❚❛❫❧❚❛❚❪❥❸❤❾❚❭❫❛❛❥♥❪❙❬❳❬❯❙❲❞❛❵❧❬❫❴❬❝❙❫❭❚❯❴ ❱❙❚❝❙❫❛❛❲❱❯❪❙❬❪❫❯❨❯❲❡❫❩❫❳❫❛❛❬❛❫❩❩❛❚❝❫❪❚❲❭❪❲ ❧❬❴❚❢❳❫❪❬❵ ⑦ ❪❙❚❯❚❯❫❭❲❪❙❬❳❛❚❭❬❲❡❳❬❯❬❫❳❝❙❚❭⑩❭❪❬④ ❢❳❫❵❬①❷ ③❸❤ conditions gridNImonitorscheduler avail. joinleave cluster NImonitorscheduler avail. joinleave cluster NJ queueCJ queueallocator grid controller . . . ❾❚❢❞❳❬②❹ ✟  ❳❲❩❲❯❫❛❡❲❳❪❙❬❶❳❚❵ ✈ ❳❝❙❚❪❬❝❪❞❳❬❤❘❙❬❢❳❚❵❯❝❙❬❵❞❛❬❳❚❯❴❲❳❬❝❲❴❩❛❬❜❤⑩❪❙❫❯❪❲ ❴❫❚❭❪❫❚❭❪❙❬❛❚❯❪❲❡❫❣❫❚❛❫❧❛❬❩❳❲❝❬❯❯❲❳❯❚❭❭❬❚❢❙④ ❧❲❳❚❭❢❝❛❞❯❪❬❳❯➅❪❙❚❯❝❫❭❧❬❵❲❭❬❞❯❚❭❢❯❲❴❬❩❳❬④ ❩❳❲❝❬❯❯❚❭❢❪❬❝❙❭❚➊❞❬❯❚❭❲❳❵❬❳❪❲  ✝  ❭❵❪❙❬❝❛❚➊❞❬❯ ⑦ ❝❲❴❩❛❬❪❬❯❞❧④❢❳❫❩❙❯❸❲❭❪❙❬❢❳❫❩❙❡❲❳❴❬❵❧❥❫❛❛ ❝❛❞❯❪❬❳❯❤✈ ❭❲❪❙❬❳❝❙❫❳❫❝❪❬❳❚❯❪❚❝❲❡❪❙❬❴❲❵❬❛❚❯❪❙❬❩❲❯❯❚④ ❧❚❛❚❪❥❪❲♠❲❚❭❫❭❵❛❬❫❣❬❪❙❬❢❳❚❵❵❥❭❫❴❚❝❫❛❛❥❤❾❲❳ ♠❲❚❭❚❭❢❪❙❬❢❳❚❵♥❚❪❚❯❲❭❛❥❭❬❝❬❯❯❫❳❥❪❲❳❞❭❪❙❬❵❫❬④ ❴❲❭♥❚❭❡❲❳❴❪❙❬❩❳❲❝❬❯❯❲❳❯❫❣❫❚❛❫❧❚❛❚❪❥♥❫❭❵❩❳❲❣❚❵❬ ❱❙❚❝❙❫❳❬❪❙❬❫❵♠❫❝❬❭❪❝❛❞❯❪❬❳❯❤✐❭❪❙❬❲❪❙❬❳❯❚❵❬♥❪❲❛❬❫❣❬❪❙❬❢❳❚❵♥❪❙❬❝❛❞❯❪❬❳❙❫❯❪❲❯❬❭❵❫❯❚❢❭❫❛ ❪❲❪❙❬❴❲❭❚❪❲❳❱❙❚❝❙❯❬❭❵❯❯❚❢❭❫❛❯❪❲❪❙❬❢❳❚❵❫❩④ ❩❛❚❝❫❪❚❲❭❯❳❞❭❭❚❭❢❲❭❚❪♥❫❭❵❱❫❚❪❡❲❳❪❙❬❚❳❴❚❢❳❫④ ❪❚❲❭❤❾❲❳❪❙❬❴❚❢❳❫❪❚❲❭♥❪❙❬❭❬❚❢❙❧❲❳❙❲❲❵❚❭❡❲❳④ ❴❫❪❚❲❭ ⑦  ✏  ⑩❸❚❯❝❲❭❯❞❛❪❬❵❚❭❲❳❵❬❳❪❲  ✝  ❭❵❫❣❫❚❛❫❧❛❬ ❩❳❲❝❬❯❯❲❳❯❲❭❪❙❬❫❵♠❫❝❬❭❪❝❛❞❯❪❬❳❯❤⑩❡❪❙❬❭❞❴❧❬❳ ❲❡❩❳❲❝❬❯❯❲❳❯❚❯❚❭❯❞❺❝❚❬❭❪♥❪❙❬❢❳❚❵♠❲❧❚❯❯❪❲❩❩❬❵ ❫❭❵❯❬❭❪❧❫❝❨❪❲❪❙❬❢❳❚❵❫❛❛❲❝❫❪❲❳❤✈ ❡❪❬❳❪❙❬❴❚❢❳❫④ ❪❚❲❭♥❲❭❛❥❫❛❚❢❙❪❱❬❚❢❙❪❵❫❬❴❲❭❫❝❪❚❭❢❫❯❫❩❳❲❜❥ ❱❚❛❛❯❪❫❥❫❛❚❣❬❞❭❪❚❛❪❙❬❬❭❵❲❡❪❙❬❢❳❚❵❫❩❩❛❚❝❫❪❚❲❭❤❾❲❳❫❛❬❯❯    ❬❜❚❧❛❬♥❧❞❪❯❪❚❛❛❵❥❭❫❴❚❝❢❳❚❵❬❭❣❚❳❲❭④ ❴❬❭❪♥❫❛❬❫❯❬❩❲❛❚❝❥❝❫❭❧❬❞❯❬❵❤⑩❭❪❙❚❯❝❫❯❬♥❪❙❬ ❝❛❞❯❪❬❳❴❲❭❚❪❲❳❚❯❳❬❯❩❲❭❯❚❧❛❬❡❲❳❪❙❬❛❬❫❯❬❩❲❛❚❝❥❤⑩❭❯❪❬❫❵❲❡❫❛❛❲❱❚❭❢❝❛❞❯❪❬❳❯❪❲❛❬❫❣❬❪❙❬❢❳❚❵❫❪❫❭❥ ❴❲❴❬❭❪♥❱❙❬❭♠❲❚❭❚❭❢❪❙❬❢❳❚❵❪❙❬❝❛❞❯❪❬❳❫❵❴❚❭④ ❚❯❪❳❫❪❲❳❝❫❭❫❛❯❲❩❳❲❣❚❵❬❚❪❯❪❚❴❬❫❣❫❚❛❫❧❚❛❚❪❥❤❘❙❚❯ ❪❚❴❬❫❣❫❚❛❫❧❚❛❚❪❥❝❫❭❧❬❳❬❭❬❱❬❵❚❡❪❙❬❝❛❞❯❪❬❳❝❫❭ ❯❪❫❥❚❭❪❙❬❢❳❚❵❫❡❪❬❳❪❙❬❬❭❵❲❡❪❙❬❢❚❣❬❭❪❚❴❬❩❬④ ❳❚❲❵❤✈ ❩❳❲❩❲❯❫❛❲❡❫❭❫❳❝❙❚❪❬❝❪❞❳❬❝❫❭❧❬❯❬❬❭❲❭ ❾❚❢❞❳❬②❤ ✁✂    ◗ ➄ ▼✉  ⑩❭❪❙❚❯❩❫❩❬❳❱❬❯❪❞❵❚❬❵❪❙❬❩❳❲❩❲❯❫❛❲❡❫❭❬❱❴❲❵❬❛ ❪❲❫❛❛❲❱❪❙❬❬❜❬❝❞❪❚❲❭❲❡❩❫❳❫❛❛❬❛❫❩❩❛❚❝❫❪❚❲❭❯❚❭❫ ❵❥❭❫❴❚❝❢❳❚❵❬❭❣❚❳❲❭❴❬❭❪❤❘❙❬❴❲❵❬❛❩❳❲❣❚❵❬❯❩❫④ ❳❫❴❬❪❬❳❯❪❲❴❬❫❯❞❳❬❪❙❬❲❣❬❳❙❬❫❵❪❚❴❬❪❲❯❙❫❳❬❫ ♠❲❧❫❴❲❭❢❵❚✇❬❳❬❭❪❝❛❞❯❪❬❳❯♥❫❭❵❪❲❝❲❭❯❚❵❬❳❩❫❳❫❛❛❬❛ ❪❫❯❨❯❴❚❢❳❫❪❚❲❭❝❲❯❪❤❦❬❫❛❯❲❩❳❲❩❲❯❬❫❭❫❳❝❙❚❪❬❝④ ❪❞❳❬❡❲❳❪❙❬❚❴❩❛❬❴❬❭❪❫❪❚❲❭❤❘❲❝❲❭❪❚❭❞❬❪❙❚❯❱❲❳❨❱❬❚❭❪❬❭❵❪❲❬❜❩❛❲❳❬❪❙❬❵❚❡④ ❡❬❳❬❭❪❩❲❯❯❚❧❚❛❚❪❚❬❯❲❡❪❙❬❴❲❵❬❛❪❙❳❲❞❢❙❴❲❳❬❬❛❫❧④ ❲❳❫❪❬❵❯❚❴❞❛❫❪❚❲❭❯❤⑩❭❚❪❚❫❛❯❚❴❞❛❫❪❚❲❭❯❳❬❯❞❛❪❯❝❫❭ ❧❬❡❲❞❭❵❲❭❪❙❬❬❜❪❬❭❵❬❵❣❬❳❯❚❲❭❲❡❪❙❚❯❵❲❝❞❴❬❭❪ ❚❭①❷ ③❤❦❬❫❛❯❲❚❭❪❬❭❵❪❲❯❪❞❵❥❴❲❳❬❴❬❝❙❫❭❚❯❴❯ ❡❲❳❴❚❢❳❫❪❚❭❢❪❫❯❨❯❲❡❫❩❫❳❫❛❛❬❛♠❲❧♥❫❭❵❪❲❚❴❩❛❬④ ❴❬❭❪❪❙❬❩❳❲❩❲❯❬❵❫❳❝❙❚❪❬❝❪❞❳❬❚❭❲❞❳❝❲❴❩❞❪❚❭❢ ❬❭❣❚❳❲❭❴❬❭❪❤ ✄  ➂  ☎  ➂ ❖ ➂ ◗ ➂ ▼ ①②③ ✆✝✞✟  ✂  ✠✡☛  ✄✂  ☞✌✍✎✎✎✏✑✒✓✔✕✖✒✗✘✏✖✒✑✙  ❤①⑨ ③ ✚  ✄  ✛✡  ✄✂  ✍✎✎✎✏✜✢ ✏✎✓ ✢✜ ✏✣ ✔✗✙ ✜ ✖✤✔✖✒✙  ❤①❷ ③ ✥ ✛✦ ✞✟  ✂  ✧✡ ✞ ✍✑ ✢ ✔✏✓✘ ✣ ✏✗ ✢★ ✏✩ ✒✙✓✤✪ ✣ ✑✒✫✔ ✣ ✙  ❤①❻③⑧ ❤ ✌  ❳❭❬❴❫❭❭♥ ✬  ❤⑤❫❴❯❝❙❬❳♥✈ ❤⑥❪❳❬❚❪♥❫❭❵  ✭  ❤ ✮  ❫❙❥❫❩❲❞❳❤✐❭  ✌  ✇❬❝❪❯❲❡  ✯  ❫❝❙❚❭❬ ⑧ ❲❭  ✝  ❢④ ❞❳❫❪❚❲❭❯❲❭  ✟  ❫❳❫❛❛❬❛  ✑  ❲❧⑥❝❙❬❵❞❛❚❭❢❚❭ ⑧ ❲❴❩❞④ ❪❫❪❚❲❭❫❛❶❳❚❵❯❤⑩❭  ✰ ✦ ✝✱✲✳✲  ♥❩❫❢❬❯②    ✴✵  ②  ✠  ✴  ❤ ✬✶  ✌  ④  ✬  ❬❳❛❫❢♥⑨  ✷✷  ⑨ ❤①❼③ ✸  ❤ ✬  ❤ ✹  ❫❛♥⑥❤ ✹  ❞❴❫❳♥❫❭❵  ✑  ❤ ✶  ❬⑥❲❞❽❫❤✈ ❴❫❛❛❬❫❧❛❬④♠❲❧❯❥❯❪❬❴❡❲❳❪❚❴❬❯❙❫❳❬❵❩❫❳❫❛❛❬❛❴❫④ ❝❙❚❭❬❯❤⑩❭  ✺ ✛✡ ✚✚✻✼✥✽  ♥❩❫❢❬❯ ⑨❷  ✷✵  ⑨❷  ✠  ♥ ✯  ❫❥ ⑨  ✷✷  ⑨ ❤①   ③ ✚✝ ✧  ✂  ✌✍✜✾ ✫✒✘✏✜✢ ✏✗✓✗ ✜ ✏✣ ✔✗✙  ❤① ✠  ③ ✸  ❤❶❤ ✬  ❫❛❚❫❭❪❤✈ ❧❳❚❵❢❚❭❢❴❲❵❬❛❡❲❳❩❫❳❫❛❛❬❛ ❝❲❴❩❞❪❫❪❚❲❭❤ ✚  ✄  ✌✌☞✛✠✿✧✦✠  ✄  ✛❀  ✄  ☛✦ ✝✞✲✚❁  ♥❷❷ ⑦  ☞  ❸❹②  ✷  ❷  ✵  ②②②♥✈ ❞❢❞❯❪②  ✴✴✷  ❤① ☞  ③✈ ❤❶❲❛❵❴❫❭❤⑥❝❫❛❫❧❛❬❫❛❢❲❳❚❪❙❴❯❡❲❳❝❲❴❩❛❬❪❬ ❬❜❝❙❫❭❢❬❲❭❴❞❛❪❚④❝❛❞❯❪❬❳❭❬❪❱❲❳❨❯❤⑩❭  ✺ ✛✡ ✚✚❂ ✻✼✥✽  ♥❩❫❢❬❯ ⑨  ☞  ✵  ⑨  ☞ ✠  ♥ ✯  ❫❥ ⑨  ✷✷  ⑨ ❤
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