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長い機械学習/画像処理でも メモリ不足を起こさないElixir新技術
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Susumu Yamazaki (ZACKY)
June 28, 2022
Programming
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210
長い機械学習/画像処理でも メモリ不足を起こさないElixir新技術
~ 膨大なデータが当たり前となる未来に必要なElixirとht_pipe ~
LiveView JP 2022年6月
Susumu Yamazaki (ZACKY)
June 28, 2022
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Transcript
͍ػցֶशʗը૾ॲཧͰ ϝϞϦෆΛى͜͞ͳ͍Elixir৽ٕज़ ʙ େͳσʔλ͕ͨΓલͱͳΔະདྷʹඞཁͳElixirͱht_pipe ʙ ZACKY ͜ͱ ࢁ࡚ ਐ@भࢢཱେֶ
1 ©︎ 2022 Susumu Yamazaki
։ൃಈػ 2 ©︎ 2022 Susumu Yamazaki
։ൃಈػ ਓӴը૾(ສxສpixel)Λevision(Elixir൛OpenCV)Ͱ ॲཧ͠Α͏ͱͨ͠ΒɼVM͝ͱམͪͨ(T^T) 3 ©︎ 2022 Susumu Yamazaki
։ൃಈػ ਓӴը૾(ສxສpixel)Λevision(Elixir൛OpenCV)Ͱ ॲཧ͠Α͏ͱͨ͠ΒɼVM͝ͱམͪͨ(T^T) → SuperVisorͰԿͱ͔ͳΒͳΜʁ 4 ©︎ 2022 Susumu
Yamazaki
࣮ݧͯ͠Έͨ 5 ©︎ 2022 Susumu Yamazaki
࣮ݧͯ͠Έͨ 1. SuperVisorΛηοτΞοϓ 2. NIFΛηοτΞοϓ 3. NIFͰabortؔΛݺͼग़͢Α͏ʹͯ͠VM͝ͱམͱ͢ 6 ©︎
2022 Susumu Yamazaki
࣮ݧͯ͠Έͨ 1. SuperVisorΛηοτΞοϓ 2. NIFΛηοτΞοϓ 3. NIFͰabortؔΛݺͼग़͢Α͏ʹͯ͠VM͝ͱམͱ͢ →SuperVisor͕͋ͬͯVM͝ͱམͪͨ 7
©︎ 2022 Susumu Yamazaki
ࢥҊ 8 ©︎ 2022 Susumu Yamazaki
ࢥҊ 1. SuperVisorԼͰࢠElixirϓϩηεΛىಈ͢Δ 2. NodeͰࢠElixirͱ௨৴͢ΔΑ͏ʹ͢Δ 3.ࢠElixirͰabortͤͨ͞ΒͲ͏ͳΔʁ 9 ©︎ 2022
Susumu Yamazaki
ͬͯΈͨ 10 ©︎ 2022 Susumu Yamazaki
ͬͯΈͨ 1. SuperVisorԼͰࢠElixirϓϩηεΛىಈ͢Δ 2. NodeͰࢠElixirͱ௨৴͢ΔΑ͏ʹ͢Δ 3.ࢠElixirͰabortͤͨ͞ΒͲ͏ͳΔʁ →ࠓElixir͕མͪΔ͜ͱͳ͔ͬͨʂ 11 ©︎
2022 Susumu Yamazaki
࣮ͯ͠Έͨ 12 ©︎ 2022 Susumu Yamazaki
࣮ͯ͠Έͨ ίʔυΛઆ໌͠·͢ 13 ©︎ 2022 Susumu Yamazaki
σϞϯετϨʔγϣϯ ͕࣌ؒ͋Ε 14 ©︎ 2022 Susumu Yamazaki
Ԡ༻ 15 ©︎ 2022 Susumu Yamazaki
Ԡ༻ ͍ػցֶशʗը૾ॲཧͰɼϝϞϦෆͰམͪΔ͜ͱʮ͋Δ͋Δʯ →େͳσʔλΛॲཧ͢Δͱ͖ʹht_pipeΛ׆༻͢Δͱhappy 16 ©︎ 2022 Susumu Yamazaki
ల 17 ©︎ 2022 Susumu Yamazaki
ల ී௨ʹύΠϓϥΠϯͰϓϩάϥϛϯάΛͨ͠Β ͍͍ײ͡Ͱॲཧͯ͘͠Εͳ͍͔ͳ →ϚΫϩͰϝλϓϩάϥϛϯά 18 ©︎ 2022 Susumu Yamazaki
One more thing… 19 ©︎ 2022 Susumu Yamazaki
ElixirConf US 2022 20 ©︎ 2022 Susumu Yamazaki
Call for Speaker Presentation (CFP) 21 ©︎ 2022 Susumu Yamazaki
ElixirConf US 2022ʹSubmit͠·ͨ͠! Robust, Distributed, and Parallel Processing for
Enormous Images Using SuperVisor, Node, Flow, Nx, and evision Acceptفئ! 22 ©︎ 2022 Susumu Yamazaki