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●♦❛❧s ❚♦✇❛r❞s ❤✐❣❡r✲❧❡✈❡❧ ❝♦❞❡ ❞❡s✐❣♥ ▼❛ss✐✈❡ ■✴❖ ❊✈❛❧✉❛t✐♦♥ P❛rt♥❡rs ❙✉♠♠❛r② ❆❞✈❛♥❝❡❞ ❈♦♠♣✉t❛t✐♦♥ ❛♥❞ ■✴❖ ▼❡t❤♦❞s ❢♦r ❊❛rt❤✲❙②st❡♠ ❙✐♠✉❧❛t✐♦♥s ❏✉❧✐❛♥ ▼✳ ❑✉♥❦❡❧✱ ❚❤♦♠❛s ▲✉❞✇✐❣✱ ❚❤♦♠❛s ❉✉❜♦s✱ ◆❛♦②❛ ▼❛r✉②❛♠❛✱ ❚❛❦❛②✉❦✐ ❆♦❦✐✱ ●ü♥t❤❡r ❩ä♥❣❧✱ ❍✐s❛s❤✐ ❨❛s❤✐r♦✱ ❘②✉❥✐ ❨♦s❤✐❞❛✱ ❍✐r♦❢✉♠✐ ❚♦♠✐t❛✱ ▼❛s❛❦✐ ❙❛t♦❤✱ ❨❛♥♥ ▼❡✉r❞❡s♦✐❢ ❙❝✐❡♥t✐✜❝ ❈♦♠♣✉t✐♥❣ ❉❡♣❛rt♠❡♥t ♦❢ ■♥❢♦r♠❛t✐❝s ❯♥✐✈❡rs✐t② ♦❢ ❍❛♠❜✉r❣ ✷✵✶✻✲✵✶✲✷✼

●♦❛❧s ❚♦✇❛r❞s ❤✐❣❡r✲❧❡✈❡❧ ❝♦❞❡ ❞❡s✐❣♥ ▼❛ss✐✈❡ ■✴❖ ❊✈❛❧✉❛t✐♦♥ P❛rt♥❡rs ❙✉♠♠❛r② ●♦❛❧s ❆❞❞r❡ss ❦❡② ✐ss✉❡s ♦❢ ✐❝♦s❛❤❡❞r❛❧ ❡❛rt❤✲s②st❡♠ ♠♦❞❡❧s ❊♥❤❛♥❝❡ ♣r♦❣r❛♠♠❛❜✐❧✐t② ❛♥❞ ♣❡r❢♦r♠❛♥❝❡✲♣♦rt❛❜✐❧✐t② ❖✈❡r❝♦♠❡ st♦r❛❣❡ ❧✐♠✐t❛t✐♦♥s ❆❞❞✐t✐♦♥❛❧ ❜❡♥❡✜t✿ ❛ ❝♦♠♠♦♥ ❜❡♥❝❤♠❛r❦ ❢♦r t❤❡s❡ ♠♦❞❡❧s ❈♦✈❡r❡❞ ♠♦❞❡❧s ■❈❖◆ ❉❨◆❆▼■❈❖ ◆■❈❆▼ ❏✉❧✐❛♥ ▼✳ ❑✉♥❦❡❧ ✷ ✴ ✶✸

●♦❛❧s ❚♦✇❛r❞s ❤✐❣❡r✲❧❡✈❡❧ ❝♦❞❡ ❞❡s✐❣♥ ▼❛ss✐✈❡ ■✴❖ ❊✈❛❧✉❛t✐♦♥ P❛rt♥❡rs ❙✉♠♠❛r② ❲♦r❦✲P❛❝❦❛❣❡ ❖✈❡r✈✐❡✇ WP4: Management WP1: WP1: Higher-level code design WP4: Management Higher-level code design Massive I/O WP2: Massive I/O WP3: Evaluation Evaluation ❏✉❧✐❛♥ ▼✳ ❑✉♥❦❡❧ ✸ ✴ ✶✸

●♦❛❧s ❚♦✇❛r❞s ❤✐❣❡r✲❧❡✈❡❧ ❝♦❞❡ ❞❡s✐❣♥ ▼❛ss✐✈❡ ■✴❖ ❊✈❛❧✉❛t✐♦♥ P❛rt♥❡rs ❙✉♠♠❛r② ❖❜❥❡❝t✐✈❡s✿ ❲P ✶ ❚♦✇❛r❞s ❍✐❣❤❡r✲▲❡✈❡❧ ❈♦❞❡ ❉❡s✐❣♥ ❙❡♣❛r❛t✐♦♥ ♦❢ ❝♦♥❝❡r♥s✿ ❉♦♠❛✐♥ s❝✐❡♥❝❡✱ s❝✐❡♥t✐✜❝ ♣r♦❣r❛♠♠❡r✱ ❈❙ ❍✐❣❤ ❧❡✈❡❧ ♦❢ ❛❜str❛❝t✐♦♥✱ ❝❧♦s❡ t♦ ❛♣♣❧✐❝❛t✐♦♥ ❞♦♠❛✐♥ ■♥❞❡♣❡♥❞❡♥❝❡ ♦❢ ❤❛r❞✇❛r❡✲s♣❡❝✐✜❝ ❢❡❛t✉r❡s✱ ❡✳❣✳ ♠❡♠♦r②✲❧❛②♦✉t ❈♦♥✈❡rt✐❜❧❡ ✐♥t♦ ❡①✐st✐♥❣ ❧❛♥❣✉❛❣❡s ❛♥❞ ❉❙▲s Domain science Scientific programmer Computer science CPU CPU Meta-DSL Meta-DSL compilers ... compilers ... OpenACC OpenACC Physis Tools Physis DSL tools & Dialects DSL tools & infrastructure infrastructure GRIDTools GRIDTools DYNAMICO ICON ICON NICAM ICON DYNAMICO ICON NICAM ... ... existing tools back-ends ❏✉❧✐❛♥ ▼✳ ❑✉♥❦❡❧ ✹ ✴ ✶✸

●♦❛❧s ❚♦✇❛r❞s ❤✐❣❡r✲❧❡✈❡❧ ❝♦❞❡ ❞❡s✐❣♥ ▼❛ss✐✈❡ ■✴❖ ❊✈❛❧✉❛t✐♦♥ P❛rt♥❡rs ❙✉♠♠❛r② ❲P ✶✿ ❚❛s❦s ✫ ❙tr❛t❡❣② ❉❡✈❡❧♦♣ ❛♥❞ r❡❢♦r♠✉❧❛t❡ ❦❡② ♣❛rts ♦❢ ♠♦❞❡❧s ✐♥t♦ ❉❙▲✲❞✐❛❧❡❝ts ❉❨◆❆▼■❈❖ ■❈❖◆ ◆■❈❆▼ ❉❡s✐❣♥ ❛ ❝♦♠♠♦♥ ❉❙▲ ❝♦♥❝❡♣ts ❢♦r ❛❧❧ ■❈❖ ♠♦❞❡❧s ■❞❡♥t✐❢② ❝❤❛♥❝❡s ❢♦r ❝♦♠♠♦♥ ❝♦♥✈❡♥t✐♦♥ ❇✉t st✐❧❧ ❛❧❧♦✇ ❢♦r ✐♥❞✐✈✐❞✉❛❧ ❛❞❥✉st♠❡♥ts✴❢♦r♠✉❧❛t✐♦♥s ❉❡✈❡❧♦♣ ❛ s♦✉r❝❡✲t♦✲s♦✉r❝❡ tr❛♥s❧❛t✐♦♥ t♦♦❧ ❛♥❞ ♠❛♣♣✐♥❣s ▲✐❣❤t✇❡✐❣❤t t♦ ❛❧❧♦✇ s❝✐❡♥t✐sts ♥♦t t♦ ✇♦rr② ❛❜♦✉t ♠❛✐♥t❡♥❛♥❝❡ ▲❛♥❣✉❛❣❡ ❝❛♥ ❜❡ ❛❞❥✉st❡❞ ❢♦r ✐♥❞✐✈✐❞✉❛❧ ♠♦❞❡❧s ✴ ❣r♦✉♣s ❏✉❧✐❛♥ ▼✳ ❑✉♥❦❡❧ ✺ ✴ ✶✸

●♦❛❧s ❚♦✇❛r❞s ❤✐❣❡r✲❧❡✈❡❧ ❝♦❞❡ ❞❡s✐❣♥ ▼❛ss✐✈❡ ■✴❖ ❊✈❛❧✉❛t✐♦♥ P❛rt♥❡rs ❙✉♠♠❛r② ❊①❛♠♣❧❡✿ Pr♦t♦t②♣✐❝❛❧ ❲♦r❦ ❢♦r ■❈❖◆ ❉✐❛❧❡❝t ❢♦r ■❈❖◆ ❙✉❜s❡t ✿✿ ♣❴♣❛t❝❤ ❊❞❣❡ ✿✿ ❡❞❣❡ ❘❊❆▲✭✇♣✮✱ ❱❛r✶❉❈❡❧❧ ✿✿ ③❴t❤❡r♠❛❧❴❡①♣ ❢♦r❡❛❝❤ ❝❡❧❧ ✐♥ ♣❴♣❛t❝❤ ✭❡❧❡✈❛t✐♦♥ r❧❴st❛rt t♦ r❧❴❡♥❞✮ ③❴t❤❡r♠❛❧❴❡①♣ ✭❝❡❧❧✮ ❂ ③❴t❤❡r♠❛❧❴❡①♣ ✭❝❡❧❧✮ ✰ ✫ ❝✈❞❴♦❴r❞ ✯ ♣❴♥❤✪❞✐❛❣✪ ❞❞t❴❡①♥❡r❴♣❤② ✭❝❡❧❧✮ ✴ ✫ ✭♣❴♥❤✪♣r♦❣✭♥♥♦✇✮✪❡①♥❡r✭❝❡❧❧✮✯ ♣❴♥❤✪♠❡tr✐❝s✪ ✐♥✈❴❞❞q③❴③❴❢✉❧❧ ✭❝❡❧❧✮✮ ❡♥❞ ❢♦r❡❛❝❤ ❖r✐❣✐♥❛❧ ❝♦❞❡ ❂❂ ❚r❛♥s❧❛t❡❞ ❝♦❞❡ ❢♦r ❈P❯s ❚❨P❊✭t❴♣❛t❝❤✮✱ ❚❆❘●❊❚ ✱ ■◆❚❊◆❚✭■◆✮ ✿✿ ♣❴♣❛t❝❤ ❘❊❆▲✭✇♣✮✿✿ ③❴t❤❡r♠❛❧❴❡①♣ ✭♥♣r♦♠❛ ✱♣❴♣❛t❝❤✪♥❜❧❦s❴❝✮ ✐❴st❛rt❜❧❦ ❂ ♣❴♣❛t❝❤✪❝❡❧❧s✪ st❛rt❴❜❧♦❝❦ ✭r❧❴st❛rt✮ ✐❴❡♥❞❜❧❦ ❂ ♣❴♣❛t❝❤✪❝❡❧❧s✪❡♥❞❴❜❧♦❝❦✭r❧❴❡♥❞✮ ❉❖ ❥❜ ❂ ✐❴st❛rt❜❧❦ ✱ ✐❴❡♥❞❜❧❦ ❈❆▲▲ ❣❡t❴✐♥❞✐❝❡s❴❝ ✭♣❴♣❛t❝❤ ✱ ❥❜ ✱ ✐❴st❛rt❜❧❦ ✱ ✐❴❡♥❞❜❧❦ ✱✫ ✐❴st❛rt✐❞① ✱ ✐❴❡♥❞✐❞① ✱ r❧❴st❛rt ✱ r❧❴❡♥❞✮ ❉❖ ❥❦ ❂ ✶✱ ♥❧❡✈ ❉❖ ❥❝ ❂ ✐❴st❛rt✐❞① ✱ ✐❴❡♥❞✐❞① ③❴t❤❡r♠❛❧❴❡①♣ ✭❥❝ ✱❥❜✮ ❂ ③❴t❤❡r♠❛❧❴❡①♣ ✭❥❝ ✱❥❜✮ ✰ ✫ ❝✈❞❴♦❴r❞ ✯ ♣❴♥❤✪❞✐❛❣✪ ❞❞t❴❡①♥❡r❴♣❤② ✭❥❝ ✱❥❦ ✱❥❜✮✴ ✫ ✭♣❴♥❤✪♣r♦❣✭♥♥♦✇✮✪❡①♥❡r✭❥❝ ✱❥❦ ✱❥❜✮✯ ✫ ♣❴♥❤✪♠❡tr✐❝s✪ ✐♥✈❴❞❞q③❴③❴❢✉❧❧ ✭❥❝ ✱❥❦ ✱❥❜✮✮ ❊◆❉❉❖ ❊◆❉❉❖ ❊◆❉❉❖ ❏✉❧✐❛♥ ▼✳ ❑✉♥❦❡❧ ✻ ✴ ✶✸

●♦❛❧s ❚♦✇❛r❞s ❤✐❣❡r✲❧❡✈❡❧ ❝♦❞❡ ❞❡s✐❣♥ ▼❛ss✐✈❡ ■✴❖ ❊✈❛❧✉❛t✐♦♥ P❛rt♥❡rs ❙✉♠♠❛r② ❊①❛♠♣❧❡✿ P❤②s✐s ❉❙▲ ❛ ❚❛r❣❡t ❢♦r t❤❡ ❚r❛♥s❧❛t✐♦♥ ✈♦✐❞ ❦❡r♥❡❧✭❝♦♥st ✐♥t ①✱ ❝♦♥st ✐♥t ②✱ ❝♦♥st ✐♥t ③✱ P❙●r✐❞✸❉P♦✐♥t ❣✶ ✱ P❙●r✐❞✸❉❉♦✉❜❧❡ ❣✷✮ ④ ❞♦✉❜❧❡ ✈ ❂ P❙●r✐❞●❡t✭❣✶ ✱①✱②✱③✮✳✈① ✰P❙●r✐❞●❡t✭❣✶ ✱①✲✶✱②✱③✮✳✈① ✰ P❙●r✐❞●❡t✭❣✶ ✱①✰✶✱②✱③✮✳✈① ✰P❙●r✐❞●❡t✭❣✶ ✱①✱②✲✶✱③✮✳✈② ✰ P❙●r✐❞●❡t✭❣✶ ✱①✱②✰✶✱③✮✳✈② ✰P❙●r✐❞●❡t✭❣✶ ✱①✱②✱③✲✶✮✳✈③ ✰ P❙●r✐❞●❡t✭❣✶ ✱①✱②✱③✰✶✮✳✈③❀ P❙●r✐❞❊♠✐t✭❣✷ ✱✈✴✼✳✵✮❀ ⑥ ✳✳✳ P❙●r✐❞✸❉P♦✐♥t ❣✶ ❂ P❙●r✐❞✸❉P♦✐♥t◆❡✇ ✭◆❳ ✱ ◆❨ ✱ ◆❩✮❀ P❙●r✐❞✸❉❉♦✉❜❧❡ ❣✷ ❂ P❙●r✐❞✸❉❉♦✉❜❧❡◆❡✇ ✭◆❳ ✱ ◆❨ ✱ ◆❩✮❀ P❙❉♦♠❛✐♥✸❉ ❞ ❂ P❙❉♦♠❛✐♥✸❉◆❡✇ ✭✵✱ ◆❳ ✱ ✵✱ ◆❨ ✱ ✵✱ ◆❩✮❀ P❙❙t❡♥❝✐❧▼❛♣ ✭❦❡r♥❡❧ ✱❞✱❣✶ ✱❣✷✮❀ ❞♦✉❜❧❡ ♠❛①❴✈❛❧✉❡❀ P❙❘❡❞✉❝❡ ✭✫ ♠❛①❴✈❛❧✉❡ ✱ ❣✷ ✱ P❙❴▼❆❳✮❀ ❏✉❧✐❛♥ ▼✳ ❑✉♥❦❡❧ ✼ ✴ ✶✸