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Terraformを用いた機械学習インフラの構築 / Developers Summit 20...
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bokeneko
September 06, 2018
Technology
0
510
Terraformを用いた機械学習インフラの構築 / Developers Summit 2018 FUKUOKA A-8
Developers Summit 2018 FUKUOKA での発表資料です。
bokeneko
September 06, 2018
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Transcript
5FSSBGPSNΛ༻͍ͨ ػցֶशΠϯϑϥͷߏங #"4&גࣜձࣾ ࢯݪ३ࢤ EFWTVNJ""
ࣗݾհ w ࢯݪ३ࢤʢ͏͡Β͋ͭ͠ʣ w ػցֶशΤϯδχΞˏ#"4& w ݩ3FUUZΫϥϑτϏʔϧ୲ɻ ݱ#"4&Ϗʔϧ෦෦ɻ w ͜ͷลͷϏΞύϒभͷϏʔ
ϧܨ͍ͰΔͱ͜গͳ͍ɻɻɻ ͍͍ͱ͋͜Εڭ͑ͯɻ w ΣϧϏʔԬͷਫ෩࿊࠷ߴ
࠷ۙϒϩάॻ͖·ͨ͠ ʮ:BIPPͷۙ୳ࡧπʔϧ/(5Λͬͯྨࣅ "1*Λͭ͘Δʯ IUUQTEFWCMPHUIFCBTFJOFOUSZ
ը૾ͷಛྔநग़ͷࣗಈԽ
ఆظతͳಛྔJOEFYͷߋ৽
ϚΠΫϩαʔϏεԽ͞Εͨ"1*
ࠓ͢͜ͱ w ػցֶशج൫ΛUFSSBGPSNߏஙͨ͠ w UFSSBGPSN͏ͱΠϯϑϥઃܭ͠ ͍͢
ॳظͷ#"4&ͷػցֶशڥ w #"4&ͰػցֶशΛ୲͍ͯ͠Δ%BUB4USBUFHZ νʔϜ͕Ͱ͖ͨͷ࠷ۙ w ج൫ͱ͔ͳ͔ͬͨ w ຊ൪ܥ͕ͬͯΔಉ͡ڥͰ͝ʹΐ͝ʹΐͯͨ͠ Կ͔͋ͬͨ࣌ຊ൪ר͖ࠐΉՄೳੑ w
ຊ൪ܥͷதͳͷͰ͍͍ͪͪΠϯϑϥνʔϜʹґཔ ͯ͠Ϧιʔε࡞ͬͯΒ͏ඞཁ͕͋ͬͨ
ػցֶशͷͭΒΈ w ։ൃ༻%#ʹσʔλͳ͍ ݸਓใ͋Δ%#ʹ ؾܰʹΞΫηε͢Μ ͳʂ ຊ൪ͷσʔλΑͤ͜ʂ ݚڀʹ͔ͯຊ൪ͷσʔ λ͕͍ΔΜʂ
ػցֶशͷͭΒΈ w ͍ΖΜͳϦιʔε͙͢ཉ͍͠ ༧ࢉͲ͔͜ΒͰΜͶ Μʂ ଞʹΒΜͱ͍͔ Μ͜ͱ͋ΔΜʂࠓ ͙͢Ͱ͖Δ͔͍ʂ ϝϞϦ(ʂ
DPSFʂ (16ʂ ը૾ສຕʂ ࠓ͔Βࢼ͍͔ͨ͠ ΒࠓΠϯελϯε࡞ Εʂ
ػցֶशͷͭΒΈ w ݱߦγεςϜ͕ػցֶशఆͯ͠ͳ͍ ӡ༻ΒࢹΒ͋ ΔΜʂϙϯϙϯߏ ม͑ΕΔ͔͍ʂ ࠓͷ··ͱແཧʂ Πϯϑϥߏม͑Δ Ͱʂ
ͦͯ͠ઓ૪ ҆ఆӡ༻Λ ͛ΔςϩϦε τ͕ʂ Πϊϕʔγϣ ϯͷఢΊʂ ˞উखͳΠϝʔδͰ͢ɻ#"4&Ͱىͬͯ͜Δ༁Ͱ͋Γ·ͤΜɻ
ؾܰʹػցֶशΛࢼ͍ͨ͠ w ຊ൪ͱΓ͞ΕͨɺͰ࣮ݧɾ։ൃʹඞཁ ͳσʔλͪΌΜͱऔΕΔڥ͕ཉ͍͠ w ΠϯϑϥΛ͋Δఔࣗ༝ʹࣗͨͪͰ༻ҙͰ͖ Δࡋྔ͕ཉ͍͠ ػցֶश༻ͷ"84ΞΧϯτΛผ్༻ҙ͠Α͏ʂ ͱ͍͏͜ͱʹ
ػցֶश༻"84ΞΧϯτ w ຊ൪ͷ%#͔ΒఆظతʹσʔλΛૹͬͯΒ͏ɻ ͦͷࡍʹݸਓใશ෦ϚεΩϯά w ը૾σʔλຊ൪ͷ4ʹ্͕ͬͨͷΛͦͷλ ΠϛϯάͰίϐʔͯ͘͠Δ w ͜ͷ"84ΞΧϯτͷதͳΒ͖ʹΠϯϑϥ͍ ͍͍ͬͯ͡ʢ˞ػցֶशνʔϜͷ༧ࢉͰʣ
͜ΕͰฏ͕͓ͱͣΕ Δʁ
૪͍ͷλω·ͩ͋Δ w ṖͷΠϯελϯε܈ɺ༧ࢉΦʔόʔɺFUD Δ͔ʂ ৭ʑ͔ͭ͏Μʂ΄ͬ ͱ͚ʂ ͳΜͰ͜Μͳʹ͔ۚ ͔ͬͱΜͶΜʂ ͜ͷେྔͷΠϯελ ϯεͳΜʂ
w ԿʹԿΛͲΕ͚ͩͬͯΔͷ͔୭ͰѲͰ͖ ΔΑ͏ʹ͓͖͍ͯͨ͠ɻ w ΠϯϑϥνʔϜ͕νΣοΫ͍͢͠Α͏ʹͯ͠ ͓͖͍ͨɻ
ΠϯϑϥνʔϜͱͷ ڞ௨ݴޠͱͯ͠ͷUFSSBGPSN
UFSSBGPSN w IUUQTXXXUFSSBGPSNJP w "84ͷΠϯϑϥߏΛίʔυͱͯ͠ॻ͚Δɻ w ػೳ୯ҐͰϞδϡʔϧ࡞ͬͨΓͯ͠Πϯϑϥߏ ͷ࠶ར༻ੑΛߴΊΒΕΔɻ w ΠϯϑϥνʔϜʹ͑Δਓ͕͍ͨͷͰ͜ΕΛڞ
௨ݴޠͱͯ͠ར༻͢Δ͜ͱʹɻ
None
UFSSBGPSNͰͷ։ൃϑϩʔ w ԿͷͨΊʹԿΛͲΕ͚ͩར༻͠Α͏ͱ͍ͯ͠Δ ͔Λࣄલʹίʔυͱͯ͠ॻ͘ɻ w ίʔυHJUIVCͰཧɻΠϯϑϥνʔϜʹ13Λ ͛Δɻ-(5.͕͍ͭͨΒ࣮ࡍʹ࣮ߦɻ w UFSSBGPSNʹॻ͔Εͯͳ͍Ϧιʔε͍ͭࡴ͞Ε ͯจ۟ݴΘͳ͍ɻ
ػցֶशڥͷΠϯϑϥઃܭ UFSSBGPSNͩͱख࡞ۀͰϙνϙνͬͯΔͱ͖ͱൺ ͯΠϯϑϥߏΛߟ͍͑͢ɻ ֤Ϧιʔε͕ͦΕͧΕͲ͏ґଘ͍ͯ͠Δͷ͔͕ͬ ͖ΓΘ͔Δ͠ɺޙ͔Β֬ೝ͍͢͠ɻ UFSSBGPSNͰࣗ༝ؾ··ʹॻ͘ͱ͙͢ʹεύήο ςΟͳঢ়گʹͳΔͷͰɺνʔϜͱͯ͠ͷେܾΊ ͓ͯ͘ɻ
UFSSBGPSNػೳ͝ͱʹ
ػೳϞδϡʔϧԽͯ͠ཧ
71$Λػೳ͝ͱʹ ूܭόονܥ ը૾ॲཧܥ
71$ؒͷ௨৴71$1FFSJOH ܦ༝ %#ܥ ूܭόονܥ
֎෦ͷ"1*ఏڙ"1* (BUFXBZܦ༝
w ͲͷػೳͷԿ͕ԿΛͲΕ͚͍ͩͬͯΔͷ͔͕ ໌֬ʹͳΔΑ͏ʹ͢Δ w ֤ػೳͷ71$͖ʹ࡞͍͍ͬͯʢཁϨ Ϗϡʔʣ w 71$ؒɾ71$ͱ֎෦ͷܨ͕ΓΛ࠷খݶʹͯ͠ ͓͘͜ͱͰࣄނΛ͙
͍ͭχίχί໌࿕Πϯϑϥ
'VUVSF8PSL w UFSSBGPSNͷUGTUBUF UGWBSͷཧɺͲ͜ͰͩΕ͕࣮ߦ͢Δͷ w $PEF#VJMEͰ͍͍ײ͡ʹͰ͖ͳ͍͔ͳͱເத w BXTͷ੍ݶʹΨϯΨϯҾ͔͔ͬΔͷͲ͏͢Δ͔ w
ઃܭʹڽΓͩ͢ͱ੍͍͠ݶʹҾ͔͔ͬΔ༷ w 71$-JOLͷ੍ݶ؇ͯͩ͋͘͠͠ɻɻɻ w جຊతʹ؇ਃ͔͠ͳ͍͕ɺ੍ݶ༰ΛѲͯ͠Ҿ͔͔ͬΓʹ ͍͘ߏ ʹແବͷগͳ͍ߏ ʹͰ͖ΔͩΖ͏ͱࢥ͍ͬͯΔ