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4FSWFSMFTT0QFSBUJPOTງՈོ޺ αʔόʔϨεʹ͓͍ͯͲͷΑ͏ʹ DynamoDBͱRDSΛ࢖͍෼͚Ε͹ྑ͍ͷ͔

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ࣗݾ঺հ גࣜձࣾServerless Operations CEO ΦʔϓϯιʔεLover αʔόʔϨεϛʔτΞοϓOrganizer

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αʔόʔϨεͰ Ϋϥ΢υͷՁ஋Λ࠷େݶʹ Serverless Operations ͸͜Ε·ͰάϩʔόϧͷୈҰઢͰ ഓ͖ͬͯͨΫϥ΢υٕज़ʢ"84ʵΞϚκϯ΢ΣϒαʔϏεʣͷ ๛෋ͳ࣮੷ͱ஌ݟΛ׆͔͠ɺ͓٬͞·ͷαʔόʔϨε ʹؔ͢Δ͞·͟·ͳ՝୊Λղܾ͠·͢ɻ ձࣾ঺հ serverless.co.jp

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803,

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0VS0QFO4PVSDF1SPEVDUT

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ຊ೔ͷςʔϚ 3%41SPYZͷొ৔΍71$಺ͷίʔϧυελʔτ໰୊͕ղܾ ͨ͜͠ͱͰɺ-BNCEBͱ3%4ͷ૬ੑ͸֨ஈʹ޲্ͨ͠ ͜ͷλΠϛϯάͰվΊͯ%ZOBNP%#ͱ3%4ͷϝϦοτͱσ ϝϦοτΛ੔ཧͯ͠%#બఆʹ͍ͭͯͷ෇͖߹͍ํΛߟ͑Δ

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ΞδΣϯμ ·ͣ͸%ZOBNP%#ͱ3%4ͷجຊ͔Β͓͞Β͍ 3%4ͱ%ZOBNP%#ͷσʔλϕʔεͱͯ͠ͷҧ͍Λ੔ཧ͢Δ %ZOBNP%#ͷςʔϒϧઃܭ %ZOBNP%#ͱ3%4ΛͲ͏࢖͍෼͚͍͚ͯ͹͍͍ͷ͔

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3%4ͷதͷαʔϏεͰ͋Δɺ"NB[PO"VSPSBΛબఆ͢Δ έʔε͕ଟ͍ͱࢥ͏ͷͰɺҎ߱ͷ3%4ͱ͍͏୯ޠ͸"VSPSB Λࢦ͍ͯ͠·͢ ஫ҙࣄ߲

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DynamoDBͱRDSͷجૅ

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Amazon Aurora 3%4 "NB[PO"VSPSB .Z42-͓Αͼ1PTUHSF42-ͱޓ׵ੑͷ͋ΔΫϥ΢υ޲͚ ͷϦϨʔγϣφϧσʔλϕʔε ඪ४తͳ.Z42-ͱൺ΂ͯ࠷େͰഒɺ ඪ४తͳ1PTUHSF42-ൺ΂ͯ࠷େͰഒߴ଎ όοΫΞοϓ΍όονద༻ͳͲͷλεΫΛ ׬શʹࣗಈԽ ετϨʔδγεςϜ͸෼ࢄܕͰ଱ো֐ੑͱ ࣗݾम෮ػೳΛඋ͍͑ͯΔ

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ಛ௃ϦϨʔγϣφϧσʔλϕʔεͰ͋Δͱ͍͏͜ͱ εΩʔϚʹج͍ͮͯςʔϒϧΛ࡞੒͠ɺ ΫϥΠΞϯτͱͷ΍ΓͱΓ͸42-Λ௨ͯ͠ߦͳ͏ ςʔϒϧؒͰͷϦϨʔγϣϯγοϓ

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ಛ௃"VSPSBΫϥελʔ ը૾Ҿ༻ݩ: ʮ"84#MBDL#FMU0OMJOF4FNJOBS"NB[PO"VSPSBXJUI1PTUHSF42-$PNQBUJCJMJUZʯ ετϨʔδͱΠϯελϯε͸෼཭ ";ͷՕॴɺ";ʹՕॴʹσʔλΛίϐʔ ͍ͣΕ͔ͷσʔλফࣦͷࡍ͸ࣗಈͰम෮ ࣗಈͰ4ʹόοΫΞοϓ σʔλͷ૿Ճʹ߹Θͤͯ ΫϥελϘϦϡʔϜ͕ࣗಈͰ֦ு ࠷େͰςϏόΠτ

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ಛ௃ো֐࣌ͷࣗಈϑΣΠϧΦʔόʔ Ϛελʔো֐࣌ʹ͸ϦʔυϨϓϦΧΛϚελʔʹঢ֨ ͤͯ͞ɺࣗಈͰϑΣΠϧΦʔόʔ

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DynamoDB %ZOBNP%# ߴ଎Ͱεέʔϥϒϧͳ/P42-σʔλϕʔε ਖ਼͘͠ઃܭ͢Δ͜ͱͰແݶͷεέʔϥϏϦ ςΟ͕͋Δ ༰ྔ͸ແ੍ݶɻσʔλ͕૿͑ΔʹͭΕͯউ खʹύʔςΟγϣχϯάͯ͠σʔλΛ഑ஔ ͯ͘͠ΕΔ Ϧʔδϣϯ಺ͷ஍ཧతʹ෼ࢄͨ͠Օॴʹ σʔλΛϨϓϦέʔγϣϯ͢Δ͜ͱͰՄ༻ ੑͱରো֐ੑΛ֬อ͢Δ

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ಛ௃/P42-σʔλϕʔεͰ͋Δͱ͍͏͜ͱ εΩʔϚϨεͳσʔλߏ଄ͱͳΔɻςʔϒϧΛ࡞Δͱ͖ʹεΩʔϚʹج͍ͮͨఆٛΛ ߦΘͳ͍ 42-Ͱ͸ͳ͘ɺ"84ͷ"1*Ͱఆٛ͞Εͨૢ࡞Λ௨ͯ͠ςʔϒϧͷσʔλΛૢ࡞͢Δ ςʔϒϧؒͰϦϨʔγϣϯγοϓΛఆٛ͢Δ͜ͱ͸ग़དྷͳ͍

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ಛ௃؅ཧෆཁͰ410'͕ଘࡏ͠ͳ͍ ࣗಈͰϦʔδϣϯ಺ͷՕॴͷσʔληϯλʔʹอଘ͞ΕΔɻ Ϣʔβ͕Կ΋ҙࣝ͠ͳͯ͘΋৑௕Խ͞Εɺ410'ͷͳ͍ঢ়ଶʹͳ͍ͬͯΔ

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ಛ௃༰ྔͷ͜ͱΛߟ͑ͳͯ͘ྑ͍ ༰ྔ͸ແ੍ݶ σʔλ͕૿͑ΔͱࣗಈͰύʔςΟγϣϯ͕ΦϯσϚϯυͰ௥Ճ σʔλ͕࠶഑ஔ͞ΕΔ

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ಛ௃ਖ਼͘͠ઃܭ͢Δ͜ͱͰεέʔϧ͢Δ ύʔςΟγϣϯΩʔʹରͯ͠ϋογϡؔ਺Λ ࣮ߦͯ͠഑ஔ͢ΔύʔςΟγϣϯ͕ܾఆ͢Δ ύʔςΟγϣϯ͋ͨΓͷੑೳ͕ܾ·͍ͬͯͨΊɺ εέʔϧͤ͞ΔͨΊʹ͸σʔλ͕ۉҰʹ֤ύʔςΟ γϣϯʹ෼ࢄͰ͖ΔΑ͏ʹΩʔઃܭΛߦ͏ඞཁ͕͋Δ εέʔϧͤ͞Δඞཁ͕ͳ͚Ε͹ɺ ภΓΛ׶͑ͯڐ༰͢Δઃܭ΋͋Γ

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DynamoDBͱRDSͷߏ଄্ͷҧ͍

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ߴ͍Ұ؏ੑΛ࣋ͭRDSͱ ߴ͍εέʔϥϏϦςΟΛ࣋ͭ DynamoDB

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"$*%ͳ3%4 3%#ͷಛ௃͸42-ʹΑΔૢ࡞ͱτϥϯβΫγϣϯʹΑΓɺ σʔλͷҰ؏ੑ΍ݪࢠੑΛ࣮ݱ͢ΔϞσϧͰ͋Δͱ͍͏͜ͱ

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3%4ͷ֦ுੑ ϦʔυϨϓϦΧʹΑΓɺಡΈऔΓͷੑೳΛਫฏํ޲ʹεέʔϧͰ͖Δ Ϛελʔʹ͍ͭͯ͸ਨ௚ํ޲ͷεέʔϧ

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3%4ͷεέʔϧݶք ϦʔυϨϓϦΧ ಡΈࠐΈੑೳ ͸࠷େͰݸ·Ͱ Ϛελʔ ॻ͖ࠐΈੑೳ ͷ εέʔϧΞοϓ΋্ݶ͕ଘࡏ

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3%4͕εέʔϧ͢Δ্ͰͷϘτϧωοΫ ৗʹҰ؏ੑΛอূ͢Δ࢓૊Έ্ɺڞ༗ͷετϨʔδΛ࢖Θͳͯ͘͸͍͚ͳ͍ͨΊ ਫฏํ޲ʹεέʔϧ͢Δ͜ͱʹݶք͕͋Δ 42-ͱ͍͏ॊೈͳݴޠ͕ෳࡶͳॲཧΛ࣮ߦՄೳʹ͠ɺ ߴෛՙΛ༩͑ͯ͠·͏4VC2VFSZͷଘࡏ ͭ·Γɺ3%#͸ͦͷߴ͍Ұ؏ੑΛ࣮ݱ͢ΔͨΊͷ࢓૊ΈͱҾ͖׵͑ʹ εέʔϥϏϦςΟʹ͸ఱҪ͕ଘࡏ͢Δ

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%ZOBNP%#ͷ݁Ռ੔߹ੑ ݁Ռ੔߹ੑϞσϧ͕جຊɻৗʹҰ؏ੑΛอূ͢ΔΘ͚Ͱ͸ͳ͍ɻ͔͠͠ɺ࠷ऴతʹ͸Ұ ؏ੑͷ͋Δঢ়ଶʹͳΔ &WFOUVBM$POTJTUBODZ ੍໿͸͋Δ͕ɺڧ͍੔߹ੑΛબ΂ΔΦϖϨʔγϣϯ΋͋Δ

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%ZOBNP%#ͷ݁Ռ੔߹ੑϞσϧʹΑΔεέʔϥϏϦςΟ Ұ؏ੑΛऑΊΔ͜ͱͰɺσʔλࣗମΛ෼ࢄετϨʔδʹ഑ஔ͢Δ͜ͱ͕ग़དྷ͖ɺ ͦΕʹΑΓεέʔϧΞ΢τ͢Δ͜ͱΛ༰қʹ͍ͯ͠Δ

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%ZOBNP%#ͷϦιʔε্ͷεέʔϥϏϦςΟ "84͕؅ཧ͢ΔେྔͷΠϯελϯε͕༻ҙͯ͋͠Γ ͦΕΒΛϦιʔεͯ͠ڞ༗͢Δ͜ͱͰੑೳΛ୲อ͢Δ

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ͭ·Γ 3%4͸ڧ͍Ұ؏ੑΛอͭͨΊʹͦͷεέʔϧੑೳʹ͸ݶք͕͋Δ %ZOBNP%#͸Ұ؏ੑΛऑΊΔ͜ͱͰεέʔϧੑೳ͸ཧ࿦্ແݶେͰ͋Δ ͭ·Γɺ3#%͸ͦͷߴ͍Ұ؏ੑΛ࣮ݱ͢ΔͨΊͷ࢓૊ΈͱҾ͖׵͑ʹ εέʔϥϏϦςΟʹ͸ఱҪ͕ଘࡏ͢Δ

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DynamoDBͷςʔϒϧઃܭ

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3%4ʹ͓͚Δςʔϒϧઃܭͷखॱ ΤϯςΟςΟͷநग़ͱఆٛ ϦϨʔγϣϯγοϓͷఆٛ ਖ਼نԽ 42-ʹΑΔΞΫηεύλʔϯΛݩʹΞϓϦέʔγϣϯΛઃܭ͢Δ ਖ਼نԽΛߦ͍ΤϯςΟςΟຖʹ෼͔ΕͨςʔϒϧΛϦϨʔγϣϯγοϓͱ ֎෦Ωʔ੍໿ͱ͍͏࢓૊ΈʹΑͬͯڧݻͳҰ؏ੑΛ࣮ݱ͍ͯ͠Δ

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%ZOBNP%#ͷςʔϒϧઃܭͷߟ͑ํ ϦϨʔγϣϯγοϓ΍֎෦Ωʔ੍໿ͱ͍͏֓೦͕ଘࡏ͠ͳ͍ εΩʔϚϨεͰ͋ΔͨΊɺςʔϒϧ͝ͱʹεΩʔϚΛ߹ΘͤΔඞཁੑ͕ͳ͍ %ZOBNP%#ͷಛੑΛߟ͑Δͱɺਖ਼نԽΛߦͳͬͯςʔϒϧΛઃܭ͢Δ ඞཁੑ͸ͳ͘ΞΫηεύλʔϯʹج͍ͮͯσʔλϞσϦϯάΛߦͳ͏͜ ͱ͕ॏཁʹͳΔ /P42-ͷಛੑΛཧղͯ͠ɺεέʔϧΞ΢τੑೳΛ׆͔͢ઃܭ͕େࣄ

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%ZOBNP%#ͷσʔλΞΫηε ύʔςΟγϣϯΩʔ΋͘͠͸ύʔςΟγϣϯΩʔͱιʔτΩʔͰओΩʔΛߏ੒͢Δɻ ͦΕΒͷओΩʔΛϕʔεʹσʔλͷॻ͖ࠐΈͱಡΈࠐΈΛߦͳ͏ %ZOBNP%#ͷಛੑΛߟ͑Δͱɺਖ਼نԽΛߦͳͬͯςʔϒϧΛઃܭ͢Δ ඞཁੑ͸ͳ͘ΞΫηεύλʔϯʹج͍ͮͯσʔλϞσϦϯάΛߦͳ͏͜ ͱ͕ॏཁʹͳΔ

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ύʔςΟγϣϯͱσʔλ෼ࢄ ը૾Ҿ༻ݩ: ʮύʔςΟγϣϯͱσʔλ෼ࢄʯ ύʔςΟγϣϯΩʔΛϋογϡؔ਺ʹ͔͚ͨ ݁ՌͰύʔςΟγϣϯ͕ܾ·Δ ΞΠςϜ͕ςʔϒϧͷύʔςΟγϣϯશମʹ౉ͬͯ ۉҰʹ෼ࢄ͍ͯ͠Δঢ়ଶʹͳΔΑ͏ʹ ύʔςΟγϣϯΩʔΛઃܭ͢Δ &Y66*% Ϣʔβ*%

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ಡΈࠐΈ΍ݕࡧʹ࠷దͳ(4*Λઃܭ͢Δ (MPCBM4FDPOEBSZ*OEFYͱ͸؆୯ʹݴ͏ͱݕࡧ΍ಡΈࠐΈʹ࠷దԽ͞Εͨςʔϒϧͷ σʔλͷࣹӨͨ͠ςʔϒϧͷ͜ͱ

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ॻ͖ࠐΈͱಡΈࠐΈͷσʔλ͸෼཭ͯ͠ྑ͍ ॻ͖ࠐΈʹ౎߹ͷ͍͍ߏ଄ͱಡΈࠐΈʹ౎߹ͷ͍͍σʔλߏ଄͸ҧ͏ ςʔϒϧ΁ͷॻ͖ࠐΈޙʹ%ZOBNP%# 4USFBNTΛ࢖ͬͯಡΈࠐΈ౎߹ͷྑ͍σʔλߏ଄ ͷσʔλΛొ࿥͢Δ

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%ZOBNP%#ͷςʔϒϧઃܭϙΠϯτ ֤ύʔςΟγϣϯʹσʔλ͕෼ࢄ͢ΔΩʔઃܭ ϗοτύʔςΟγϣϯΛग़དྷΔݶΓൃੜͤ͞ͳ͍ ಡΈࠐΈ΍ݕࡧ͸(4*Ͱදݱ͢Δɻ(4*ͰରԠ͖͠Εͳ͍έʔε͸ ผςʔϒϧʹઐ༻ͷσʔλΛ࡞ͬͯ͠·͏ ΞΫηεύλʔϯΛϕʔεʹͯ͠σʔλͷϞσϦϯάΛߦ͏

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RDSͱDynamoDBͷ࢖͍෼͚

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%ZOBNP%#ϑΝʔετͰߟ͑ͯΈΔ͜ͱͷར఺ 3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏ ༰ྔແ੍ݶͰ͋Δ͜ͱ ΠϯελϯεαΠζͷαΠδϯά͕ෆཁͰ͋Δ͜ͱɻ εέʔϧΞ΢τ͕༰қͰ͋Δ͜ͱɻ 71$ωοτϫʔΫͷ͜ͱΛઃܭͱͯ͠ߟ͑ͳͯ͘ྑ͍ %ZOBNP%#Λ࢖͏ํ͕؅ཧ͔Βͷղ์ͱ͍͏αʔόʔϨεͰ͋Δ͜ͱ ͷϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ

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3%4Λબఆͨ͠΄͏͕ྑ͍έʔε 3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏ ޱ࠲ؒऔҾͷΑ͏ͳݫ֨ͳτϥϯβΫγϣϯʹΑΔڧ͍Ұ؏ੑ͕ඞཁͳέʔε ΍͸Γɺ%ZOBNP%#Λ࢖͏ํ͕αʔόʔϨεͷ؅ཧ͔Βͷղ์ͱ͍͏ ϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ σʔλͷΤϯςΟςΟ͕ଟ਺ͷϦϨʔγϣϯγοϓΛ࣋ͪɺΞϓϦέʔγϣϯͷ࢓༷ͱ ͯ͠΋ෳࡶͳݕࡧ͕ඞཁͱͳΔέʔε

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%ZOBNP%#ʹ͓͚Δ"$*%ͷอͪํ 3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏ ΞΫγϣϯ·Ͱɺͱ͍͏੍ݶ͸͋Γͭͭ΋τϥϯβΫγϣϯ͸࢖͑Δ ΍͸Γɺ%ZOBNP%#Λ࢖͏ํ͕αʔόʔϨεͷ؅ཧ͔Βͷղ์ͱ͍͏ ϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ ग़དྷΔݶΓ୯ҰͷΞΠςϜͰσʔλΛදݱͯ͠ɺճͷΦϖϨʔγϣϯͰσʔλ͕ߋ৽Ͱ ͖ΔΑ͏ʹ͢Δ -BNCEB͔Βͷ%ZOBNP%#ͷૢ࡞ΛԿ౓࣮ߦͯ͠΋ႈ౳ͳঢ়ଶͱͳΔΑ͏ʹ࣮૷ͯ͠ɺ ϦτϥΠʹΑΓ࠷ऴతʹ͸੔߹͕औΕͨঢ়ଶͱͳΔΑ͏ʹ͢Δ %ZOBNP%#Ͱ΋ͪΌΜͱ੔߹ੑ͕औΕΔঢ়ଶͱͳΔΑ͏ʹ ࢓૊ΈΛ࡞Δ͜ͱ͸໰୊ͳ͘ग़དྷΔ

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%ZOBNP%#Ͱ΋ݕࡧ͕ग़དྷͳ͍Θ͚Ͱ͸ͳ͍ 3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏ ιʔτΩʔʹରͯ͠͸ൣғ΍લํҰகͰΠϯσοΫεΛ࢖ͬͨݕࡧ͕Մೳɻ ͨͩ͠ɺύʔςΟγϣϯΩʔͷࢦఆ͸ඞཁʹͳΔͨΊ3%4ΑΓ͸ѻ͍ͮΒ͍ͷ͸ࣄ࣮

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ϑϧεΩϟϯΛ΍ͬͯ͸͍͚ͳ͍ͱ͍͏ࣄͰ͸ͳ͍ 3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏ σʔλͷྔ͕ҰఆྔͰݟࠐΊΔ͔ͭͦͷϨεϙϯε΍ίετ͕ڐ༰Ͱ͖Ε͹ ϑϧεΩϟϯલఏͰઃܭͯ͠͠·͏ͷ΋͋Γ ΍͸Γɺ%ZOBNP%#Λ࢖͏ํ͕αʔόʔϨεͷ؅ཧ͔Βͷղ์ͱ͍͏ ϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ %ZOBNP%#Ͱ΋ͪΌΜͱ੔߹ੑ͕औΕΔঢ়ଶͱͳΔΑ͏ʹ ࢓૊ΈΛ࡞Δ͜ͱ͸໰୊ͳ͘ग़དྷΔ CFUXFFO΍DPOUBJOT CFHJOT@XJUIͱ͍ͬͨϑΟϧλࣜΛ࢖͏͜ͱͰɺൣғݕࡧ΍ ෦෼ҰகɺલํҰகͳͲͷݕࡧ΋Մೳ

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3%4ͱ%ZOBNP%#ͷϋΠϒϦουߏ੒΋͋Γ 3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏ ॻ͖ࠐΈͷҰ෦ͷσʔλͷΈେ͖ͳτϥϑΟοΫ͕ൃੜ͢ΔΑ͏ͳέʔεʹ ͦͷτϥϑΟοΫΛ%ZOBNP%#Ͱࡹ͖ͭͭɺݕࡧ΍ूܭͳͲͷΦϖϨʔγϣϯ͸3%4ʹ ೚ͤΔ ΍͸Γɺ%ZOBNP%#Λ࢖͏ํ͕αʔόʔϨεͷ؅ཧ͔Βͷղ์ͱ͍͏ ϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ

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·ͱΊ %ZOBNP%#Λ࢖ͬͨΒ"$*%͕࣮ݱͰ͖ͳ͍Θ͚Ͱ͸ͳ͍ Ұఆͷ੍໿͸͋Δ͕࣮૷͸Մೳ ·ͣ͸αʔόʔϨεͷྑ͞ΛΑΓڗड͢ΔͨΊʹ%ZOBNP%#ϑΝʔετͰ ΞʔΩςΫνϟΛߟ͑Δ͜ͱ͕͓͢͢Ί ΠϯϑϥɺೝূೝՄɺܾࡁγεςϜɺϝʔϧ഑৴ͳͲͷߏங΍ӡ༻͸͠ͳ͍ɻ Ϋϥ΢υ΍4BB4ͷαʔϏεΛͰ͖Δ͚ͩར༻͢Δ͜ͱͰຊ࣭ʹूத͢Δ %#ͷػೳΛ࢖ͬͯͷݫີͳҰ؏ੑ୲อ΍ෳࡶͳϦϨʔγϣϯγοϓ΍ݕࡧ͕ൃੜ͢Δ৔߹ʹ 3%4Λ࢖͏ํ͕໌Β͔ʹޮ཰͕ྑ͍৔߹͸3%4Λબͼ·͠ΐ͏ ϋΠϒϦουߏ੒΋͋Γɻ෦෼తʹτϥϑΟοΫ͕ߴ͍σʔλ͕͋Δ৔߹͸ͦΕͷΈ %ZOBNP%#ʹࡹ͍ͯ΋ΒͬͯɺͦΕҎ֎ͷσʔλΛ3%4ʹอଘ

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࠷ޙʹ

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গ͠ฐࣾͷϏδωεͷ঺հΛ ͍ͤͯͩ͘͞͞

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ڞ૑ܕ։ൃ

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ཁ͢Δʹ ϏδωεͷΰʔϧΛୡ੒͢ΔͨΊʹαʔόʔϨεΞϓϦέʔ γϣϯΛҰॹʹ࡞͍͖ͬͯ·͠ΐ͏ɻͦͷࢧԉΛߦ͍·͢ɻ "84αʔόʔϨεʹؔ͢Δ͜ͱͳΒɺઃܭɾ։ൃɾ1P$ɾෛ ՙࢼݧɾӡ༻ɾίετ࠷దԽͳͲ͋ΒΏΔ͜ͱ͕Մೳ

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ϓϥϯʢࢀߟՁ֨ʣ νϟοτͷΈͰͷ։ൃαϙʔτ ઃܭɾΞʔΩςΫςΟϯάΛҰॹʹ࣮ࢪ Ұॹʹ։ൃΛ࣮ࢪ ෛՙࢼݧͷઃܭ͔Β࣮ࢪ ສ݄ʙ ສ݄ʙ ສ݄ʙ ສ݄ʙ

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