AWS Summit Tokyo 2017 w/ https://speakerdeck.com/kanny
http://www.awssummit.tokyo/summit/index.html
ؙحؙػحسך 堣 唒㷕 统 佄ִ㛇 湍ךא ַֻ 2017/06/01 AWS Summit TokyoΫοΫύουגࣜձࣾછ୩ ༔Ұ ే
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ࣗݾ հHJUIVCDPNBZFNPTUXJUUFSDPNBZFNPT@ZXXXBZFNPTNF‣ છ୩༔Ұ<:VJDIJSP4PNFZB>‣ ΫοΫύουגࣜձࣾ ݚڀ։ൃ෦ΤϯδχΞ ৽ଔೖࣾ
ϨγϐສҎ্݄࣍ར༻ऀ ສਓҎ্݄࣌
Χࠃʹల։ݴޠʹରԠ݄࣌
ΫοΫύουͱ"84"NB[PO&$Πϯελϯεd ఔ"NB[PO4ΦϒδΣΫτԯҎ্‣ ʹ%$͔ΒશҠߦ‣ BQOPSUIFBTU͓ΑͼVTFBTUΛओʹར༻ άϩʔόϧαʔϏεओʹ64ͰՔಇ SFRTҎ্ϐʔΫ࣌ಉ࣌ϦΫΤετ
ར༻͍ͯ͠ΔαʔϏε‣ ࠓճͷ͓ʹؔ͢ΔαʔϏε "NB[PO&$ "NB[PO71$ "84-BNCEB Ҏ߱&$ 71$ -BNCEBͱදه "NB[PO424 "NB[PO4/4 Ҏ߱424 4/4ͱදه "NB[PO4 3FETIJGU Ҏ߱4 3FETIJGUͱදه "84$POpH "NB[PO$MPVE8BUDI "84$MPVE5SBJM "84*". Ҏ߱$POpH $MPVE8BUDI $MPVE5SBJM *".ͱදه
ΫοΫύουͷػցֶशج൫ ςʔ Ϛ
ΫοΫύουͷݚڀ։ൃ෦ʹ͍ͭͯ‣ ݄ʹൃ ݚڀ։ൃνʔϜ ݄dɺݚڀ։ൃࣨ ݄dΛܦͯ ݱࡏਖ਼ࣾһ໊ΞϧόΠτʗΠϯλʔϯ໊ͷ৫ʹ‣ ػցֶशΛத৺ʹɺ৯จԽܥͷݚڀʹ͓͚Δ࣮ ΫοΫύουߐށ͝൧ ୈճਓೳֶձશࠃେձ‣ ྉཧ͖Ζ͘ͷެ։ ݄
ྉཧ͖Ζ͘ΈࠐΈχϡʔϥϧωοτϫʔΫʹΑΔྉཧը૾ͷࣗಈೝࣝεϚʔτϑΥϯͷࣸਅͷɺྉཧࣸਅΛࣗಈతʹऩूه
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ‣ ը૾ͷΞοϓϩʔυɺఆॲཧʹ͕͔͔࣌ؒΔ dඦNT "1*αʔόʔͱ౷߹ͯ͠ಉظॲཧ͢Δͷඇݱ࣮త ඇಉظͳྉཧʗඇྉཧͷఆॲཧ͕ඞཁ‣ ඞཁͳܭࢉػڥ͕ΞϓϦέʔγϣϯαʔόʔͱେ͖͘ҟͳΔ 3VCZ˱1ZUIPO 3BJMT˱$IBJOFS $16˱(16 ఆॲཧͱΞϓϦέʔγϣϯΛૄ݁߹ʹ͢Δͷ͕ϕλʔ
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ4 424Λհͨ͠ඇಉظͰૄ݁߹ͳࣸਅఆϑϩʔͷ࣮424 4
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ‣ "1*αʔόʔͰ41SF4JHOFE63-Λੜ ੜ͞Εͨ63-Λར༻ͯ͠ΫϥΠΞϯτ J04 "OEPJSE͔Βఆ༻ʹॖখ͞ΕͨࣸਅΛ4ʹΞοϓϩʔυ1SF4JHOFE63- ͷൃߦ
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ‣ "1*αʔόʔͰ41SF4JHOFE63-Λੜ ੜ͞Εͨ63-Λར༻ͯ͠ΫϥΠΞϯτ J04 "OEPJSE͔Βఆ༻ʹॖখ͞ΕͨࣸਅΛ4ʹΞοϓϩʔυఆ༻ը૾ͷ Ξοϓϩʔυ1SF4JHOFE63- ͷൃߦhttps://s3.amazonaws.com/thumbnails/123.jpg?expires=1495436210&Signature=XXXYYYZZZ
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ‣ 4&WFOU/PUJpDBUJPOͰࣸਅͷΞοϓϩʔυΠϕϯτΛ424ʹ&ORVFVF&WFOUΛ424ʹ &ORVFVFఆ༻ը૾ͷ Ξοϓϩʔυs3://thumbnails/123.jpg1SF4JHOFE63- ͷൃߦ{ bucket: thumbnailskey: 123.jpg }
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ‣ ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZใΛར༻ͯࣸ͠ਅΛμϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹఆ݁ՌΛ௨ୡ&WFOUΛ424ʹ &ORVFVFs3://thumbnails/123.jpg{ bucket: thumbnailskey: 123.jpg }&$4$MVTUFS
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ‣ ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZใΛར༻ͯࣸ͠ਅΛμϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹఆ݁ՌΛ͑Δ&WFOUΛ424ʹ &ORVFVFs3://thumbnails/123.jpg8PSLFS͕ϝοηʔδ Λ%FRVFVF{ bucket: thumbnailskey: 123.jpg }
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ‣ ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZใΛར༻ͯࣸ͠ਅΛμϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹఆ݁ՌΛ͑Δ4্ͷࣸਅΛμϯϩʔυ8PSLFS͕ϝοηʔδ Λ%FRVFVF&WFOUΛ424ʹ &ORVFVF{ bucket: thumbnailskey: 123.jpg }
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ‣ ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZใΛར༻ͯࣸ͠ਅΛμϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹఆ݁ՌΛ͑Δ4্ͷࣸਅΛμϯϩʔυఆ݁ՌΛ"1*ӽ͠ʹ͑Δ&WFOUΛ424ʹ &ORVFVF8PSLFS͕ϝοηʔδ Λ%FRVFVF
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ ྫ͑ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ࣌ؒҎʹఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ&$4$MVTUFS
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ"QQSPYJNBUF"HF0G0MEFTU.FTTBHF&$4$MVTUFSεέʔϧΞτ (desired_count++)‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ ྫ͑ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ࣌ؒҎʹఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ
&$4$MVTUFSྉཧ͖Ζ͘ͷΞʔΩςΫνϟ"QQSPYJNBUF"HF0G0MEFTU.FTTBHFεέʔϧΞτ (desired_count++)‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ ྫ͑ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ࣌ؒҎʹఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ
&$4্Ͱͷࣸਅఆ‣ FBHMFUNUIBLP Λར༻ ZBNMܗࣜͷϑΝΠϧͰఆॲཧXPSLFSΛఆٛɺ$-*ίϚϯυͰ্ཱͪ͛ ΦʔτεέʔϧͷઃఆIBLPͰߦ͑Δscheduler:cluster: hako-production-g2desired_count: 1autoscaling:min_capacity: 4max_capacity: 10policies:- alarms: [cookpadnet-worker-busy]cooldown: 300adjustment_type: ChangeInCapacityscaling_adjustment: 1app:image: cookpadnet-workercpu: 128memory: 1024env:AWS_REGION: ap-northeast-1COOKPADNET_ENV: production...&$4$MVTUFS"QQSPYJNBUF"HF0G0MEFTU.FTTBHFIUUQTHJUIVCDPNFBHMFUNUIBLP
&$4্Ͱͷࣸਅఆ‣ ࣸਅఆʹ(16Λ༻͍ͯ͠Δ ఆॲཧʹ(16ΞΫηϥϨʔγϣϯ͕ར༻Ͱ͖Δ ಉՁ֨ଳͷ$16Πϯελϯεͱൺͯdഒͷੑೳࠩ‣ HΠϯελϯεͰࣸਅఆ༻ͷ&$4$MVTUFSΛߏ
&$4$MVTUFS H5BTL $POUBJOFS&$4্Ͱͷࣸਅఆ‣ $POUBJOFS͔Β(16Λૢ࡞͢Δҝʹඞཁͳઃఆ /7*%*"%SJWFSͷΠϯετʔϧ $MVTUFSʹΠϯετʔϧ͠ɺ5BTL͔Β WPMVNFͰݟΔ దͳ-JOVY$BQBCJMJUZͷ༩ QSJWJMFHFEΦϓγϣϯΛར༻(16/7*%*"%SJWFS LFSOFMNPEVMFT/7*%*"%SJWFS VTFSMJCSBSJFT"QQ 8PSLFS
&$4$MVTUFS H&$4্Ͱͷࣸਅఆ‣ QSJWJMFHFEͳ5BTL ͷSPPUϢʔβʔɺ&$4Ϋϥελʹରͯ͠SPPUϢʔβʔͱಉ༷ͳݖݶΛͭ ΫϥελʹӨڹΛ༩͑ΔΑ͏ͳૢ࡞͕Մೳ NMPDL LJMM VUJNF ʜ &$4ͰAEFWJDFAΦϓγϣϯ͕͑Δͱʜ‣ 5BTLͰඇSPPUͳϢʔβʔΛར༻͢Δ %PDLFS'JMFͰA64&3XPSLFSA $MVTUFS্ͷ/7*%*"%SJWFS VTFSMJCSBSJFT͕ ݟ͑ͳ͘ͳΔ 5BTL $POUBJOFS(16/7*%*"%SJWFS LFSOFMNPEVMFT/7*%*"%SJWFS VTFSMJCSBSJFT"QQ 8PSLFS
&$4$MVTUFS H5BTL $POUBJOFS&$4্Ͱͷࣸਅఆ‣ $MVTUFSͱಉ͡όʔδϣϯͷVTFSMJCSBSJFTΛ $POUBJOFSʹΠϯετʔϧ $POUBJOFS͕$MVTUFSʹόʔδϣϯґଘ͢Δ ผͷ$MVTUFSͰಈ͔ͳ͍͔͠Εͳ͍(16/7*%*"%SJWFS LFSOFMNPEVMFT/7*%*"%SJWFS VTFSMJCSBSJFT"QQ 8PSLFS
ӡ༻࣮ ݱࡏ‣ ը૾ೝࣝϞσϧΛҰΞοϓσʔτ‣ ΞοϓσʔτΓӽ͑ɺେ͖ͳͳ͘ӡ༻Ͱ͖͍ͯΔ ਓҎ্ͷྉཧࣸਅͷϢʔβʔ͕ར༻ ຕҎ্
ػցֶशج൫ʹ͍ͭͯ
ే ΄͠΄͘ͱ!LBOJ@C‣ ΫοΫύουגࣜձࣾ ΠϯϑϥετϥΫνϟʔ෦෦ ৽ଔೖࣾ‣ 43& ηΩϡϦςΟΤϯδχΞ ઃܭߏஙӡ༻ *%4 8"' ੬ऑੑஅ *4.4 FUD‣ "84ೝఆ4" %FW0QTΤϯδχΞ 1SPGFTTJPOBM
ػցֶशج൫ͱ‣ ݚڀ։ൃ෦ͷΤϯδχΞ͕ࣗ༝ʹखΛಈ͔ͤΔॴ ຊ൪ڥͱΓ͞Ε͍ͯΔ‣ ࣗ༝͕ߴ͘ຊ൪ͷӡ༻ʹࠨӈ͞Εͳ͍
ݚڀ։ൃ෦ઃཱॳ‣ ඞཁͳΠϯελϯεྨશͯΠϯϑϥ෦͕४ຊ൪ڥʹ༻ҙ ґཔΛड͚ɺͦΕΛͱʹඞཁͳϦιʔεΛ४උ͢Δ‣ ຊ൪ڥͱಉ༷ͷӡ༻ ίʔυΛϕʔεʹͨ͠ϓϩϏδϣχϯάɺࢹɺFUD
ݚڀ։ൃ෦ઃཱ࣌ͷ"84ཧମ੍‣ Πϯϑϥ෦ͷӡ༻୲ऀͷΈ͕શݖݶΛ࣋ͭ ৽͍͠Ϧιʔεͷ४උجຊతʹ Πϯϑϥ෦͕ߦ͏ ίʔυԽ͞Ε͍ͯΔՕॴl࣮ߦz Πϯϑϥ෦͕୲‣ "84ʹؔ͢Δશͯͷ͜ͱΛΠϯϑϥ෦ʹू ઃܭɺӡ༻ɺ͍߹ΘͤɺFUD֤ࣄۀ෦Πϯϑϥ෦ٕज़ج൫ܥ෦ॺݚڀ։ൃ෦
ى͖ͨ‣ Ϧιʔεͷ༻ҙ͕͍͔ͭͳ͍ αʔϏεͷӡ༻ߦ͏ͨΊ༏ઌ͕Լ͕Γ͍͢ ඞཁͳϦιʔε͕ଟ͘ɺਓһ૿ՃͱͱʹՃ‣ ຊ൪ڥͰߦ͍ͬͯͨӡ༻ʹ߹Θͳ͍ ݟ͕͋·Γͳ͘ɺϛυϧΣΞઃఆͷஈ֊͔Β৭ʑखΛಈ͔͢ ҆ఆͨ͠ϓϩϏδϣχϯάΑΓࢼߦࡨޡʹΑΔ݁Ռ
தԝཧͷݶք‣ ن֦େʹ͍Πϯϑϥ෦͕ࣗϘτϧωοΫʹͳΔ͜ͱ͕૿͑ͨ ৽Ϧιʔεͷ࡞ ઃܭͳͲͷ૬ஊ ͍߹ΘͤͳͲ‣ զʑ͕ಘҙͱ͢ΔΑ͏ͳӡ༻ΛٻΊΒΕͳ͍ͷ͕ग़͖ͯͨ ݚڀ։ൃ‣ ʮͦͦ"84ͷརΛ׆͔͍ͤͯͳ͍ͷͰʯͱ͍͏ٙ ηϧϑϚωʔδͰ͖Δ͜ͱ͕ྑ͞ͷҰͭͰ͋Δͣ‣ ຊདྷΔ͖͜ͱʹ࣌ؒΛ͑ΔΑ͏ʹ͍ͨ͠ l"84ͷݕূཧzͰͳ͘lϢʔβʹαʔϏεΛಧ͚Δ͜ͱz͕ࣄ
ཧํͷస‣ ݖݶͱΛΠϯϑϥ෦͔Β֤։ൃऀҠৡ͢Δํʹγϑτ‣ ͨͩ์Γ͛ΔͷͰͳ͘ཧ͖͢෦Λ͓͑ͯ͞Ҡৡ͍ͯ͘͠ ͦͷͨΊͷΈͷଟ͘Λ"84͕ఏڙ͍ͯ͘͠Ε͍ͯΔ‣ ػցֶशج൫ͦͷॳظͷऔΓΈ ج൫උ୲Λݚڀ։ൃ෦͔ΒΞαΠϯ
ࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ‣ ༧ࢉཧ‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡ
ΞΧϯτͷ‣ ͱʹ͔͘खΛಈ͔͢ϑΣʔζʹ͓͍ͯຊ൪ڥ΄Ͳ ཧ͞Ε͍ͯΔඞཁ͕ͳ͍‣ ຊ൪ڥͱϦιʔε͕ࠞ͡Βͳ͍ڥ͕ཉ͍͠‣ ݚڀ։ൃ༻ͷ"84ΞΧϯτΛ࡞ͯͦͪ͠ΒΛ͏Α͏ʹ‣ ࢧ͍ຊ൪ڥͷΞΧϯτʹ·ͱΊΔ $POTPMJEBUFE#JMMJOH
ݖݶཧ‣ ຊ൪ڥͰ͏*".6TFS ݸਓ͝ͱൃߦ͔Β"TTVNF3PMF ඞཁͳαʔϏεͷ"ENJOݖݶΛ͘༩‣ $MPVE5SBJM$POpHΛ༗ޮʹ͠PVUQVUઌΛຊ൪ΞΧϯτͷ4 ͢3PMF͔ΒݖݶΛൈ͍͓ͯ͘‣ ։ൃऀʹݖݶΛͭͭ͠վ᜵ෆೳͳܗͰτϨʔεͰ͖Δڥʹ
‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ✅‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ‣ ༧ࢉཧ‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ
ωοτϫʔΫͷߏ‣ ౿Έ44)αʔό͕͋Δ71$ ຊ൪ΞΧϯτ Πϯϑϥ෦ཧ ͔Β71$1FFSJOHܦ༝ͰଓͰ͖ΔΑ͏ʹ͢Δ ౿ΈΛΠϯϑϥ෦ཧԼͷαʔόʹूͰ͖Δ‣ /BNFλάΛͬͨਖ਼Ҿ͖ɺٯҾ͖Λఏڙͯ͠ΞΫηε͘͢͠
ઃఆঢ়گͷࢹ‣ "84$POpH3VMFTͰηΩϡϦςΟάϧʔϓͷΠϯλʔωοτղ์ΛνΣοΫ ઃఆมߋΛτϦΨͱͯ͠MBNCEBGVODUJPOͰνΣοΫՄೳ "84ఏڙͷGVODUJPOϨϙδτϦBXTMBCTBXTDPOpHSVMFT‣ ࡉ͔͍"1*ίʔϧ$MPVE5SBJM͔ΒνΣοΫ
‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ✅‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ✅‣ ༧ࢉཧ‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ
༧ࢉཧ‣ ࡉ͔͍ཧཁٻ͞Ε͍ͯͳ͍ͷͷɺ͋ΔఔѲ͖͢ མͱ͠Ε৵ೖͳͲͷΞϥʔτʹͳΓ͏Δ‣ #JMMJOH$POTPMFͰఏڙ͞Ε͍ͯΔ#VEHFUTΛར༻‣ ʮࠓ݄༧ࢉΛ͑ͦ͏ ༧ଌʯͳ߹ʮ༧ࢉͷOׂΛͬͨ ࣮ࡍʯʹ 4/4/PUJpDBUJPOΛड͚औΓඞཁ͕͋ΕରԠ
‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ✅‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ✅‣ ༧ࢉཧ✅‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ
"84૬ஊ ϊϋ‣ "84ʹؔ͢ΔϊϋجຊతʹΠϯϑϥ෦͕͍࣋ͬͯͨ ૬ஊ΄΅Πϯϑϥ෦͕ड͚Δ‣ αϙʔτϓϥϯσϕϩούʔ ͷҠߦҎདྷ έʔεͷԠʹ͕͔͔࣌ؒΔͨΊجຊతʹࣗͨͪͰௐࠪ "84ͷ͍߹ΘͤߦͷΑ͏ʹͳ͍ͬͯͨ͜ͱ͋ͬͨ‣ ຊདྷ͕ࣗͨͪղ͔ͳͯ͘ྑ͍ʹ͕͔͔͍࣌ؒͬͯͨ
ΤϯλʔϓϥΠζαϙʔτͷҠߦ‣ ͷҠߦॳ͔Βར༻͍ͯͨ͠σϕϩούʔ͔ΒΓସ͑‣ ܖͰ$POTPMJEBUFE#JMMJOHԼͷෳΞΧϯτʹద༻Մೳ‣ Ձ֨ͦΕͳΓʹ͢Δ ࣌NP࠷ ‣ 5".ΞαΠϯ έʔεରԠΛߟྀ͠ΤϯλʔϓϥΠζΛબ ࣌ؒͱࣝΛങ͏͜ͱ͕ओͳత
αϙʔτέʔεରԠͲ͏ͳ͔ͬͨ‣ Ԡͷ্࣭͕͕Γɺղܾ·Ͱͷ࣮࣌ؒ֬ʹ͘ͳͬͨ ʮαϙʔτʹฉ͍ͯΈΑ͏ʯͱͳΔ৺ཧίετ͕ͱͯԼ͕ͬͨ ඞཁͳΒαʔϏενʔϜʹΤεΧϨʔγϣϯͯ͘͠ΕΔ "VSPSBͳͲ͍ͷ͋ΔϓϩμΫτΛ͏࣌ຯʹޮ͍ͯ͘Δ‣ ֤։ൃऀ͕উखʹέʔεΛ࡞ͯ͠ղܾͰ͖ΔΑ͏ʹͳͬͨ ෆ۩߹͚ͩͰͳ͘ػೳͷ࣭ɺཁͳͲଟ্͕͘Δ
ͦͷଞ‣ 5".ΞαΠϯʹΑΓίϯςΩετڞ༗͕͘͢͠ έʔεͷऔΓ·ͱΊྉۚϨϙʔτͷ࡞͓ئ͍͍ͯ͠Δ‣ -JNJU*ODSFBTFͷॲཧ͕രʹ ίϯγΣϧδϡ͕ΞαΠϯ͞ΕͯରԠͯ͘͠ΕΔ ࠷ ‣ "84ཧӡ༻Ͱຯʹ͔͔͍ͬͯͨίετ͕͔ͳΓԼ͕ͬͨ "84ͷґଘ͕ߴ͍৫ʹͱͬͯಛʹ༗༻ͩͱࢥ͏
‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ✅‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ✅‣ ༧ࢉཧ✅‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡ✅ࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ
։ൃऀΞΧϯτ‣ ݚڀ։ൃ༻ΞΧϯτͱಉ༷ͷ։ൃऀΞΧϯτ༻ҙ શ։ൃऀ͕ࣗ༝ʹ৮Δ͜ͱͷͰ͖Δ"84ΞΧϯτ‣ ωοτϫʔΫཧܥͷ࣮ݚڀ։ൃ༻ΞΧϯτͱ΄΅ಉ͡‣ ৭ʑͳαʔϏεΛࣗ༝ʹݕূͰ͖Δ ձࣾ࣋ͪͰʂ ,JOFTJT -BNCEB "1*(BUFXBZ 93BZ -FY 1JOQPJOUͳͲͰ ར༻͞Ε͍ͯΔ
ػցֶशج൫ͷݱঢ়‣ ҙਤ௨Γ׆ൃʹར༻͞Ε͍ͯΔ‣ ৽͍͠ػցֶशϞσϧͷςετɺϞσϧվળ‣ ৽αʔϏε։ൃ‣ ։ൃऀͷखͰੵۃతͳվળ͕ߦΘΕ͍ͯΔ ͜ͷ͋ͱհ͠·͢ Πϯϑϥ෦ඞཁͳ࣌ʹڠྗ
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(16Πϯελϯε H Qͷར༻‣ ਂֶशܥͷλεΫͰ(16ΠϯελϯεΛར༻͍ͨ͠
(16Πϯελϯε H Qͷར༻‣ ϓϩϏδϣχϯάπʔϧ *UBNBFͰͷࣗಈڥߏஙΛݕ౼ /7*%*"%SJWFS $6%" DV%// ͳͲΠϯετʔϧʹ͕͔͔࣌ؒΔ‣ 1BDLFS Λར༻ͯ͠όʔδϣϯຖʹϓϩϏδϣχϯάࡁΈ".*Λ ࡞ʗཧ Πϯελϯε্ཱ͕͕͙ͪͬͯ͢(16ڥ͕ར༻Ͱ͖Δ VTFBTUͰ%FFQ-FBSOJOH".*ࢼ༻ʗݕ౼͍ͯ͠ΔIUUQXXXOWJEJBDPN%PXOMPBEJOEFYBTQY MBOHFOVTIUUQXXXOWJEJBDPKQPCKFDUDVEBQBSBMMFMDPNQVUJOHQMBUGPSNKQIUNMIUUQTEFWFMPQFSOWJEJBDPNDVEOOIUUQTXXXQBDLFSJP
Πϯελϯεͷར༻ํ๏‣ (16λεΫجຊతʹഉଞ ଞͷ։ൃऀͱಉ࣌ʹར༻ͮ͠Β͍‣ རศੑΛॏࢹ͠ɺݸਓຖʹઐ༗ΠϯελϯεΛ༻ҙ ӡ༻্ͷ՝ͷ༷ࢠݟΛ͍ͨ͠ͱ͍͏ͷ͋ͬͨ ݚڀ։ൃతͰɺࡶʹTVEPग़དྷΔಠཱͨ͠ڥ͕ศར
ΞΠυϧΠϯελϯεͷࢹ‣ ͍ͬͯͳ͍Πϯελϯεͷམͱ͠ΕͳͲ͕ൃੜ අ༻໘Ͱେ͖ͳͰͳ͍͕ɺ͍ۙকདྷ৫֦େͷোนʹ ͳΓ͔Ͷͳ͍‣ ར༻୯Ձͷߴ͍Πϯελϯεʹ͍ͭͯɺΞΠυϧঢ়ଶΛࢹ
ΞΠυϧΠϯελϯεͷࢹ‣ -BNCEBΛຖ࣌Ͱݺͼग़͠ɺΠϯελϯεΛࢹ ࣌ؒΞΠυϧͳΠϯελϯεʹ͍ͭͯ4MBDLʹܯࠂΛ͛Δ ͞Βʹ࣌ؒΞΠυϧͩͬͨ߹ ετοϓ
$IBU#PUʹΑΔ Πϯελϯεͷૢ࡞‣ མͪͨΠϯελϯεΛ্ཱͪ͛Δͷ͕ खؒʹͳΔ 4MBDL͔Βݚڀ༻Πϯελϯεͷݕࡧɺ 4UBSU4UPQ͕ग़དྷΔ#PUΛ༻ҙ
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