クックパッドの機械学習を支える基盤のつくりかた / Machine Learning ops at Cookpad

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ؙحؙػحسך 堣唒㷕统׾ 佄ִ׷㛇湍ךא ֻ׶ַ ׋ 2017/06/01 AWS Summit Tokyo ΫοΫύουגࣜձࣾ છ୩ ༔Ұ࿠ ੕ ๺ే

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ࣗݾ ঺հ HJUIVCDPNBZFNPT UXJUUFSDPNBZFNPT@Z XXXBZFNPTNF ‣ છ୩༔Ұ࿠<:VJDIJSP4PNFZB> ‣ ΫοΫύουגࣜձࣾ  ݚڀ։ൃ෦ΤϯδχΞ ೥৽ଔೖࣾ

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Ϩγϐ਺ ສ඼Ҏ্ ݄࣍ར༻ऀ਺ ສਓҎ্ ೥݄຤࣌఺

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Χࠃʹల։ ݴޠʹରԠ ೥݄຤࣌఺

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ΫοΫύουͱ"84 "NB[PO&$Πϯελϯε d ୆ఔ౓ "NB[PO4ΦϒδΣΫτ ԯҎ্ ‣ ೥ʹ%$͔Β׬શҠߦ ‣ BQOPSUIFBTU͓ΑͼVTFBTUΛओʹར༻ άϩʔόϧαʔϏε͸ओʹ64ͰՔಇ SFRTҎ্ ϐʔΫ࣌ಉ࣌ϦΫΤετ਺

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ར༻͍ͯ͠ΔαʔϏε ‣ ࠓճͷ͓࿩ʹؔ܎͢ΔαʔϏε "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

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ΫοΫύουͷػցֶशج൫ ςʔ Ϛ

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ΫοΫύουͷݚڀ։ൃ෦ʹ͍ͭͯ ‣ ೥݄ʹൃ଍ ݚڀ։ൃνʔϜ ೥݄d ɺݚڀ։ൃࣨ ೥݄d Λܦͯ  ݱࡏ͸ਖ਼ࣾһ໊ΞϧόΠτʗΠϯλʔϯ໊ͷ૊৫ʹ ‣ ػցֶशΛத৺ʹɺ৯จԽܥͷݚڀʹ͓͚Δ࣮੷΋ ΫοΫύουߐށ͝൧ ୈճਓ޻஌ೳֶձશࠃେձ ‣ ྉཧ͖Ζ͘ͷެ։ ೥݄

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ྉཧ͖Ζ͘ ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷ಺ɺ ྉཧࣸਅΛࣗಈతʹऩूه࿥

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ը૾ͷΞοϓϩʔυɺ൑ఆॲཧʹ͸͕͔͔࣌ؒΔ d਺ඦNT "1*αʔόʔͱ౷߹ͯ͠ಉظॲཧ͢Δͷ͸ඇݱ࣮త ඇಉظͳྉཧʗඇྉཧͷ൑ఆॲཧ͕ඞཁ ‣ ඞཁͳܭࢉػ؀ڥ͕ΞϓϦέʔγϣϯαʔόʔͱେ͖͘ҟͳΔ 3VCZ˱1ZUIPO 3BJMT˱$IBJOFS $16˱(16 ൑ఆॲཧͱΞϓϦέʔγϣϯΛૄ݁߹ʹ͢Δͷ͕ϕλʔ

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ 4 424Λհͨ͠ඇಉظͰૄ݁߹ͳࣸਅ൑ఆϑϩʔͷ࣮૷ 424 4

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ "1*αʔόʔͰ41SF4JHOFE63-Λੜ੒ ੜ੒͞Εͨ63-Λར༻ͯ͠ΫϥΠΞϯτ J04 "OEPJSE ͔Β൑ఆ༻ ʹॖখ͞ΕͨࣸਅΛ4ʹ௚઀Ξοϓϩʔυ 1SF4JHOFE63-  ͷൃߦ

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ "1*αʔόʔͰ41SF4JHOFE63-Λੜ੒ ੜ੒͞Εͨ63-Λར༻ͯ͠ΫϥΠΞϯτ J04 "OEPJSE ͔Β൑ఆ༻ ʹॖখ͞ΕͨࣸਅΛ4ʹ௚઀Ξοϓϩʔυ ൑ఆ༻ը૾ͷ  Ξοϓϩʔυ 1SF4JHOFE63-  ͷൃߦ https://s3.amazonaws.com/thumbnails/123.jpg? expires=1495436210&Signature=XXXYYYZZZ

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ 4&WFOU/PUJpDBUJPOͰࣸਅͷΞοϓϩʔυΠϕϯτΛ424ʹ &ORVFVF &WFOUΛ424ʹ  &ORVFVF ൑ఆ༻ը૾ͷ  Ξοϓϩʔυ s3://thumbnails/123.jpg 1SF4JHOFE63-  ͷൃߦ { bucket: thumbnails key: 123.jpg }

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ൑ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZ৘ใΛར༻ͯࣸ͠ਅΛμ΢ϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹ൑ఆ݁ՌΛ௨ୡ &WFOUΛ424ʹ  &ORVFVF s3://thumbnails/123.jpg { bucket: thumbnails key: 123.jpg } &$4$MVTUFS

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ൑ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZ৘ใΛར༻ͯࣸ͠ਅΛμ΢ϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹ൑ఆ݁ՌΛ఻͑Δ &WFOUΛ424ʹ  &ORVFVF s3://thumbnails/123.jpg 8PSLFS͕ϝοηʔδ  Λ%FRVFVF { bucket: thumbnails key: 123.jpg }

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ൑ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZ৘ใΛར༻ͯࣸ͠ਅΛμ΢ϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹ൑ఆ݁ՌΛ఻͑Δ 4্ͷࣸਅΛ μ΢ϯϩʔυ 8PSLFS͕ϝοηʔδ  Λ%FRVFVF &WFOUΛ424ʹ  &ORVFVF { bucket: thumbnails key: 123.jpg }

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ൑ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZ৘ใΛར༻ͯࣸ͠ਅΛμ΢ϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹ൑ఆ݁ՌΛ఻͑Δ 4্ͷࣸਅΛ μ΢ϯϩʔυ ൑ఆ݁ՌΛ"1*ӽ͠ʹ ఻͑Δ &WFOUΛ424ʹ  &ORVFVF 8PSLFS͕ϝοηʔδ  Λ%FRVFVF

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ  ྫ͑͹ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ͸࣌ؒҎ಺ʹ൑ఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ &$4$MVTUFS

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ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF &$4$MVTUFS εέʔϧΞ΢τ  (desired_count++) ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ  ྫ͑͹ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ͸࣌ؒҎ಺ʹ൑ఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ

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&$4$MVTUFS ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF εέʔϧΞ΢τ  (desired_count++) ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ  ྫ͑͹ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ͸࣌ؒҎ಺ʹ൑ఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ

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&$4্Ͱͷࣸਅ൑ఆ ‣ FBHMFUNUIBLP Λར༻ ZBNMܗࣜͷϑΝΠϧͰ൑ఆॲཧXPSLFSΛఆٛɺ$-*ίϚϯυͰ্ཱͪ͛ Φʔτεέʔϧͷઃఆ΋IBLPͰߦ͑Δ scheduler: cluster: hako-production-g2 desired_count: 1 autoscaling: min_capacity: 4 max_capacity: 10 policies: - alarms: [cookpadnet-worker-busy] cooldown: 300 adjustment_type: ChangeInCapacity scaling_adjustment: 1 app: image: cookpadnet-worker cpu: 128 memory: 1024 env: AWS_REGION: ap-northeast-1 COOKPADNET_ENV: production ... &$4$MVTUFS "QQSPYJNBUF"HF0G0MEFTU.FTTBHF IUUQTHJUIVCDPNFBHMFUNUIBLP

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&$4্Ͱͷࣸਅ൑ఆ ‣ ࣸਅ൑ఆʹ(16Λ࢖༻͍ͯ͠Δ ൑ఆॲཧʹ(16ΞΫηϥϨʔγϣϯ͕ར༻Ͱ͖Δ ಉՁ֨ଳͷ$16Πϯελϯεͱൺ΂ͯdഒͷੑೳࠩ ‣ HΠϯελϯεͰࣸਅ൑ఆ༻ͷ&$4$MVTUFSΛߏ੒

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&$4$MVTUFS H 5BTL $POUBJOFS &$4্Ͱͷࣸਅ൑ఆ ‣ $POUBJOFS͔Β(16Λૢ࡞͢Δҝʹඞཁͳઃఆ /7*%*"%SJWFSͷΠϯετʔϧ  $MVTUFSʹΠϯετʔϧ͠ɺ5BTL͔Β͸  WPMVNFͰݟΔ ద੾ͳ-JOVY$BQBCJMJUZͷ෇༩  QSJWJMFHFEΦϓγϣϯΛར༻ (16 /7*%*"%SJWFS  LFSOFMNPEVMFT /7*%*"%SJWFS  VTFSMJCSBSJFT "QQ 8PSLFS

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&$4$MVTUFS H &$4্Ͱͷࣸਅ൑ఆ ‣ QSJWJMFHFEͳ5BTL ͷSPPUϢʔβʔ ͸ɺ&$4Ϋϥελ ʹରͯ͠SPPUϢʔβʔͱಉ༷ͳݖݶΛ΋ͭ ΫϥελʹӨڹΛ༩͑ΔΑ͏ͳૢ࡞͕Մೳ  NMPDL LJMM VUJNF ʜ &$4ͰAEFWJDFAΦϓγϣϯ͕࢖͑Δͱʜ ‣ 5BTLͰඇSPPUͳϢʔβʔΛར༻͢Δ  %PDLFS'JMF಺ͰA64&3XPSLFSA౳ $MVTUFS্ͷ/7*%*"%SJWFS VTFSMJCSBSJFT ͕  ݟ͑ͳ͘ͳΔ 5BTL $POUBJOFS (16 /7*%*"%SJWFS  LFSOFMNPEVMFT /7*%*"%SJWFS  VTFSMJCSBSJFT "QQ 8PSLFS

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&$4$MVTUFS H 5BTL $POUBJOFS &$4্Ͱͷࣸਅ൑ఆ ‣ $MVTUFSͱಉ͡όʔδϣϯͷVTFSMJCSBSJFTΛ  $POUBJOFSʹΠϯετʔϧ $POUBJOFS͕$MVTUFSʹόʔδϣϯґଘ͢Δ  ผͷ$MVTUFSͰ͸ಈ͔ͳ͍͔΋͠Εͳ͍ (16 /7*%*"%SJWFS  LFSOFMNPEVMFT /7*%*"%SJWFS  VTFSMJCSBSJFT "QQ 8PSLFS

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ӡ༻࣮੷ ݱࡏ ‣ ը૾ೝࣝϞσϧΛҰ౓Ξοϓσʔτ ‣ Ξοϓσʔτ΋৐Γӽ͑ɺେ͖ͳ໰୊΋ͳ͘ӡ༻Ͱ͖͍ͯΔ ਓҎ্ ͷྉཧࣸਅ ͷϢʔβʔ͕ར༻ ຕҎ্

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ػցֶशج൫ʹ͍ͭͯ

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੕๺ే ΄͠΄͘ͱ !LBOJ@C ‣ ΫοΫύουגࣜձࣾ  ΠϯϑϥετϥΫνϟʔ෦෦௕ ೥৽ଔೖࣾ ‣ 43& ηΩϡϦςΟΤϯδχΞ ઃܭߏஙӡ༻ *%4 8"' ੬ऑੑ਍அ *4.4 FUD ‣ "84ೝఆ4" %FW0QTΤϯδχΞ 1SPGFTTJPOBM

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ػցֶशج൫ͱ͸ ‣ ݚڀ։ൃ෦ͷΤϯδχΞ͕ࣗ༝ʹखΛಈ͔ͤΔ৔ॴ ຊ൪؀ڥͱ͸੾Γ཭͞Ε͍ͯΔ ‣ ࣗ༝౓͕ߴ͘ຊ൪ͷӡ༻ʹࠨӈ͞Εͳ͍

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ݚڀ։ൃ෦ઃཱ౰ॳ ‣ ඞཁͳΠϯελϯεྨ͸શͯΠϯϑϥ෦͕४ຊ൪؀ڥʹ༻ҙ ґཔΛड͚ɺͦΕΛ΋ͱʹඞཁͳϦιʔεΛ४උ͢Δ ‣ ຊ൪؀ڥͱಉ༷ͷӡ༻ ίʔυΛϕʔεʹͨ͠ϓϩϏδϣχϯάɺ؂ࢹɺFUD

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ݚڀ։ൃ෦ઃཱ౰࣌ͷ"84؅ཧମ੍ ‣ Πϯϑϥ෦ͷӡ༻୲౰ऀͷΈ͕શݖݶΛ࣋ͭ ৽͍͠Ϧιʔεͷ४උ͸جຊతʹ  Πϯϑϥ෦͕ߦ͏ ίʔυԽ͞Ε͍ͯΔՕॴ΋l࣮ߦz͸  Πϯϑϥ෦͕୲౰ ‣ "84ʹؔ܎͢Δશͯͷ͜ͱΛΠϯϑϥ෦ʹू໿ ઃܭɺӡ༻ɺ໰͍߹ΘͤɺFUD ֤ࣄۀ෦ Πϯϑϥ෦ ٕज़ج൫ܥ෦ॺ ݚڀ ։ൃ෦

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ى͖ͨ໰୊ ‣ Ϧιʔεͷ༻ҙ͕௥͍͔ͭͳ͍ αʔϏεͷӡ༻΋ߦ͏ͨΊ༏ઌ౓͕Լ͕Γ΍͍͢ ඞཁͳϦιʔε͕ଟ͘ɺਓһ૿Ճͱͱ΋ʹՃ଎ ‣ ຊ൪؀ڥͰߦ͍ͬͯͨӡ༻ʹ߹Θͳ͍ ஌ݟ͕͋·Γͳ͘ɺϛυϧ΢ΣΞઃఆͷஈ֊͔Β৭ʑखΛಈ͔͢ ҆ఆͨ͠ϓϩϏδϣχϯάΑΓࢼߦࡨޡʹΑΔ݁Ռ

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தԝ؅ཧͷݶք ‣ ن໛֦େʹ൐͍Πϯϑϥ෦ࣗ਎͕ϘτϧωοΫʹͳΔ͜ͱ͕૿͑ͨ ৽Ϧιʔεͷ࡞੒ ઃܭͳͲͷ૬ஊ ໰͍߹ΘͤͳͲ ‣ զʑ͕ಘҙͱ͢ΔΑ͏ͳӡ༻ΛٻΊΒΕͳ͍΋ͷ͕ग़͖ͯͨ ݚڀ։ൃ ‣ ʮͦ΋ͦ΋"84ͷར఺Λ׆͔͍ͤͯͳ͍ͷͰ͸ʯͱ͍͏ٙ໰ ηϧϑϚωʔδͰ͖Δ͜ͱ͕ྑ͞ͷҰͭͰ͋Δ͸ͣ ‣ ຊདྷ΍Δ΂͖͜ͱʹ࣌ؒΛ࢖͑ΔΑ͏ʹ͍ͨ͠ l"84ͷݕূ΍؅ཧzͰ͸ͳ͘lϢʔβʹαʔϏεΛಧ͚Δ͜ͱz͕࢓ࣄ

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؅ཧํ਑ͷస׵ ‣ ݖݶͱ੹೚ΛΠϯϑϥ෦͔Β֤։ൃऀ΁Ҡৡ͢Δํ޲ʹγϑτ ‣ ͨͩ์Γ౤͛ΔͷͰͳ͘؅ཧ͢΂͖෦෼Λ͓͑ͯ͞Ҡৡ͍ͯ͘͠ ͦͷͨΊͷ࢓૊Έͷଟ͘Λ"84͕ఏڙ͍ͯ͘͠Ε͍ͯΔ ‣ ػցֶशج൫͸ͦͷॳظͷऔΓ૊Έ ج൫੔උ୲౰Λݚڀ։ൃ෦͔ΒΞαΠϯ

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ࣗ༝ͳ؀ڥͷͨΊʹඞཁͩͬͨ΋ͷ ‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84؀ڥͷ༻ҙ ‣ "84؀ڥΛ҆શʹ࢖͑ΔηΩϡϦςΟ ‣ ༧ࢉ؅ཧ ‣ "84ʹؔ͢Δ૬ஊ΍ϊ΢ϋ΢ͳͲͷҠৡ

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ΞΧ΢ϯτͷ෼཭ ‣ ͱʹ͔͘खΛಈ͔͢ϑΣʔζʹ͓͍ͯ͸ຊ൪؀ڥ΄Ͳ  ؅ཧ͞Ε͍ͯΔඞཁ͕ͳ͍ ‣ ຊ൪؀ڥͱϦιʔε͕ࠞ͡Βͳ͍؀ڥ͕ཉ͍͠ ‣ ݚڀ։ൃ༻ͷ"84ΞΧ΢ϯτΛ࡞੒ͯͦͪ͠ΒΛ࢖͏Α͏ʹ ‣ ࢧ෷͍͸ຊ൪؀ڥͷΞΧ΢ϯτʹ·ͱΊΔ $POTPMJEBUFE#JMMJOH

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ݖݶ؅ཧ ‣ ຊ൪؀ڥͰ࢖͏*".6TFS ݸਓ͝ͱൃߦ ͔Β"TTVNF3PMF ඞཁͳαʔϏεͷ"ENJOݖݶΛ޿͘෇༩ ‣ $MPVE5SBJM΍$POpHΛ༗ޮʹ͠PVUQVUઌΛຊ൪ΞΧ΢ϯτͷ4΁ ౉͢3PMF͔Β͸ݖݶΛൈ͍͓ͯ͘ ‣ ։ൃऀʹݖݶΛ౉ͭͭ͠վ᜵ෆೳͳܗͰτϨʔεͰ͖Δ؀ڥʹ

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‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84؀ڥͷ༻ҙ✅ ‣ "84؀ڥΛ҆શʹ࢖͑ΔηΩϡϦςΟ ‣ ༧ࢉ؅ཧ ‣ "84ʹؔ͢Δ૬ஊ΍ϊ΢ϋ΢ͳͲͷҠৡ ࣗ༝ͳ؀ڥͷͨΊʹඞཁͩͬͨ΋ͷ

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ωοτϫʔΫͷߏ੒ ‣ ౿Έ୆44)αʔό͕͋Δ71$ ຊ൪ΞΧ΢ϯτ Πϯϑϥ෦؅ཧ   ͔Β71$1FFSJOHܦ༝Ͱ઀ଓͰ͖ΔΑ͏ʹ͢Δ ౿Έ୆ΛΠϯϑϥ෦؅ཧԼͷαʔόʹू໿Ͱ͖Δ ‣ /BNFλάΛ࢖ͬͨਖ਼Ҿ͖ɺٯҾ͖Λఏڙͯ͠ΞΫηε͠΍͘͢

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ઃఆঢ়گͷ؂ࢹ ‣ "84$POpH3VMFTͰηΩϡϦςΟάϧʔϓͷΠϯλʔωοτղ์Λ νΣοΫ ઃఆมߋΛτϦΨͱͯ͠MBNCEBGVODUJPOͰνΣοΫՄೳ "84ఏڙͷGVODUJPOϨϙδτϦBXTMBCTBXTDPOpHSVMFT ‣ ࡉ͔͍"1*ίʔϧ͸$MPVE5SBJM͔ΒνΣοΫ

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‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84؀ڥͷ༻ҙ✅ ‣ "84؀ڥΛ҆શʹ࢖͑ΔηΩϡϦςΟ✅ ‣ ༧ࢉ؅ཧ ‣ "84ʹؔ͢Δ૬ஊ΍ϊ΢ϋ΢ͳͲͷҠৡ ࣗ༝ͳ؀ڥͷͨΊʹඞཁͩͬͨ΋ͷ

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༧ࢉ؅ཧ ‣ ࡉ͔͍؅ཧ͸ཁٻ͞Ε͍ͯͳ͍΋ͷͷɺ͋Δఔ౓͸೺Ѳ͢΂͖ མͱ͠๨Ε΍৵ೖͳͲͷΞϥʔτʹ΋ͳΓ͏Δ ‣ #JMMJOH$POTPMFͰఏڙ͞Ε͍ͯΔ#VEHFUTΛར༻ ‣ ʮࠓ݄͸༧ࢉΛ௒͑ͦ͏ ༧ଌ ʯͳ৔߹΍ʮ༧ࢉͷOׂΛ࢖ͬͨ ࣮ࡍ ʯʹ  4/4/PUJpDBUJPOΛड͚औΓඞཁ͕͋Ε͹ରԠ

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‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84؀ڥͷ༻ҙ✅ ‣ "84؀ڥΛ҆શʹ࢖͑ΔηΩϡϦςΟ✅ ‣ ༧ࢉ؅ཧ✅ ‣ "84ʹؔ͢Δ૬ஊ΍ϊ΢ϋ΢ͳͲͷҠৡ ࣗ༝ͳ؀ڥͷͨΊʹඞཁͩͬͨ΋ͷ

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"84૬ஊ ϊ΢ϋ΢ ‣ "84ʹؔ͢Δϊ΢ϋ΢͸جຊతʹΠϯϑϥ෦͕͍࣋ͬͯͨ ૬ஊ΋΄΅Πϯϑϥ෦͕ड͚Δ ‣ αϙʔτϓϥϯ͸σϕϩούʔ ೥ͷҠߦҎདྷ έʔεͷԠ౴ʹ΋͕͔͔࣌ؒΔͨΊجຊతʹࣗ෼ͨͪͰௐࠪ "84΁ͷ໰͍߹Θͤ୅ߦͷΑ͏ʹͳ͍ͬͯͨ͜ͱ΋͋ͬͨ ‣ ຊདྷࣗ෼͕ͨͪղ͔ͳͯ͘΋ྑ͍໰୊ʹ͕͔͔͍࣌ؒͬͯͨ

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ΤϯλʔϓϥΠζαϙʔτ΁ͷҠߦ ‣ ೥ͷҠߦ౰ॳ͔Βར༻͍ͯͨ͠σϕϩούʔ͔Β੾Γସ͑ ‣ ܖ໿Ͱ$POTPMJEBUFE#JMMJOH഑Լͷෳ਺ΞΧ΢ϯτʹద༻Մೳ ‣ Ձ֨͸ͦΕͳΓʹ͢Δ ౰࣌NP࠷௿ ‣ 5".ΞαΠϯ έʔεରԠΛߟྀ͠ΤϯλʔϓϥΠζΛબ୒ ࣌ؒͱ஌ࣝΛങ͏͜ͱ͕ओͳ໨త

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αϙʔτέʔεରԠ͸Ͳ͏ͳ͔ͬͨ ‣ Ԡ౴ͷ඼্࣭͕͕Γɺղܾ·Ͱͷ࣌ؒ͸࣮֬ʹ୹͘ͳͬͨ ʮαϙʔτʹฉ͍ͯΈΑ͏ʯͱͳΔ৺ཧίετ͕ͱͯ΋Լ͕ͬͨ ඞཁͳΒαʔϏενʔϜʹΤεΧϨʔγϣϯ΋ͯ͘͠ΕΔ "VSPSBͳͲ੎͍ͷ͋ΔϓϩμΫτΛ࢖͏࣌͸஍ຯʹޮ͍ͯ͘Δ ‣ ֤։ൃऀ͕উखʹέʔεΛ࡞੒ͯ͠ղܾͰ͖ΔΑ͏ʹͳͬͨ ෆ۩߹͚ͩͰͳ͘ػೳ΁ͷ࣭໰ɺཁ๬ͳͲ΋ଟ্͕͘Δ

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ͦͷଞ ‣ 5".ΞαΠϯʹΑΓίϯςΩετڞ༗͕͠΍͘͢ έʔεͷऔΓ·ͱΊ΍ྉۚϨϙʔτͷ࡞੒΋͓ئ͍͍ͯ͠Δ ‣ -JNJU*ODSFBTFͷॲཧ͕ര଎ʹ ίϯγΣϧδϡ͕ΞαΠϯ͞ΕͯରԠͯ͘͠ΕΔ ࠷୹ ෼ ‣ "84؅ཧӡ༻Ͱ஍ຯʹ͔͔͍ͬͯͨίετ͕͔ͳΓԼ͕ͬͨ "84΁ͷґଘ౓͕ߴ͍૊৫ʹͱͬͯ͸ಛʹ༗༻ͩͱࢥ͏

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‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84؀ڥͷ༻ҙ✅ ‣ "84؀ڥΛ҆શʹ࢖͑ΔηΩϡϦςΟ✅ ‣ ༧ࢉ؅ཧ✅ ‣ "84ʹؔ͢Δ૬ஊ΍ϊ΢ϋ΢ͳͲͷҠৡ✅ ࣗ༝ͳ؀ڥͷͨΊʹඞཁͩͬͨ΋ͷ

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։ൃऀΞΧ΢ϯτ ‣ ݚڀ։ൃ༻ΞΧ΢ϯτͱಉ༷ͷ։ൃऀΞΧ΢ϯτ΋༻ҙ શ։ൃऀ͕ࣗ༝ʹ৮Δ͜ͱͷͰ͖Δ"84ΞΧ΢ϯτ ‣ ωοτϫʔΫ΍؅ཧܥͷ࣮૷͸ݚڀ։ൃ༻ΞΧ΢ϯτͱ΄΅ಉ͡ ‣ ৭ʑͳαʔϏεΛࣗ༝ʹݕূͰ͖Δ ձࣾ࣋ͪͰʂ ,JOFTJT -BNCEB "1*(BUFXBZ 93BZ -FY 1JOQPJOUͳͲͰ  ར༻͞Ε͍ͯΔ

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ػցֶशج൫ͷݱঢ় ‣ ҙਤ௨Γ׆ൃʹར༻͞Ε͍ͯΔ ‣ ৽͍͠ػցֶशϞσϧͷςετɺϞσϧվળ ‣ ৽αʔϏε։ൃ ‣ ։ൃऀͷखͰੵۃతͳվળ͕ߦΘΕ͍ͯΔ ͜ͷ͋ͱ঺հ͠·͢ Πϯϑϥ෦͸ඞཁͳ࣌ʹڠྗ

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(16 ܭࢉػ؀ڥ

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(16Πϯελϯε H Q ͷར༻ ‣ ਂ૚ֶशܥͷλεΫͰ͸(16ΠϯελϯεΛར༻͍ͨ͠

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(16Πϯελϯε H Q ͷར༻ ‣ ϓϩϏδϣχϯάπʔϧ *UBNBF౳ Ͱͷࣗಈ؀ڥߏஙΛݕ౼ /7*%*"%SJWFS $6%" DV%// ͳͲ͸Πϯετʔϧʹ ͕͔͔࣌ؒΔ ‣ 1BDLFS Λར༻ͯ͠όʔδϣϯຖʹϓϩϏδϣχϯάࡁΈ".*Λ  ࡞੒ʗ؅ཧ Πϯελϯε্ཱ͕͕͙ͪͬͯ͢(16؀ڥ͕ར༻Ͱ͖Δ VTFBTUͰ͸%FFQ-FBSOJOH".*΋ࢼ༻ʗݕ౼͍ͯ͠Δ IUUQXXXOWJEJBDPN%PXOMPBEJOEFYBTQY MBOHFOVTIUUQXXXOWJEJBDPKQPCKFDUDVEBQBSBMMFMDPNQVUJOHQMBUGPSNKQIUNM IUUQTEFWFMPQFSOWJEJBDPNDVEOOIUUQTXXXQBDLFSJP

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Πϯελϯεͷར༻ํ๏ ‣ (16λεΫ͸جຊతʹഉଞ ଞͷ։ൃऀͱಉ࣌ʹ͸ར༻ͮ͠Β͍ ‣ རศੑΛॏࢹ͠ɺݸਓຖʹઐ༗ΠϯελϯεΛ༻ҙ ӡ༻্ͷ՝୊ͷ༷ࢠݟΛ͍ͨ͠ͱ͍͏ͷ΋͋ͬͨ ݚڀ։ൃ໨తͰ͸ɺࡶʹTVEPग़དྷΔಠཱͨ͠؀ڥ͕ศར

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ΞΠυϧΠϯελϯεͷ؂ࢹ ‣ ࢖͍ͬͯͳ͍Πϯελϯεͷམͱ͠๨ΕͳͲ͕ൃੜ අ༻໘Ͱେ͖ͳ໰୊Ͱ͸ͳ͍͕ɺ͍ۙকདྷ૊৫֦େͷোนʹ  ͳΓ͔Ͷͳ͍ ‣ ར༻୯Ձͷߴ͍Πϯελϯεʹ͍ͭͯɺΞΠυϧঢ়ଶΛ؂ࢹ

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ΞΠυϧΠϯελϯεͷ؂ࢹ ‣ -BNCEBΛຖ࣌Ͱݺͼग़͠ɺΠϯελϯε Λ؂ࢹ ࣌ؒΞΠυϧͳΠϯελϯεʹ͍ͭͯ ͸4MBDLʹܯࠂΛ౤͛Δ ͞Βʹ࣌ؒΞΠυϧͩͬͨ৔߹͸  ετοϓ

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$IBU#PUʹΑΔ  Πϯελϯεͷૢ࡞ ‣ མͪͨΠϯελϯεΛ্ཱͪ͛Δͷ͕  खؒʹͳΔ 4MBDL͔Βݚڀ༻Πϯελϯεͷݕࡧɺ  4UBSU4UPQ͕ग़དྷΔ#PUΛ༻ҙ

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·ͱΊ

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͢͹΍͘खΛಈ͔͠αʔϏεΛͭ͘ΔͨΊʹ ηϧϑαʔϏεԽ શͯΛ؅ཧ͢ΔͷͰͳ͘  τϨʔεͰ͖Δ࢓૊Έͮ͘Γ $MPVE5SBJM $POGJH ϊ΢ϋ΢΍૬ஊઌͷҠৡ ΤϯλʔϓϥΠζαϙʔτͷ׆༻

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ඇಉظͰૄ݁߹ͳ  ࣸਅ൑ఆϑϩʔ 424 4 ྉཧ͖Ζ͘ͷެ։ &$4(16Ϋϥελʔ )BLPʹΑΔσϓϩΠͱ  Φʔτεέʔϧ &$4 (16ܭࢉػ؀ڥ 1BDLFSΛར༻ͨ͠  (16".*ͷ࡞੒ͱӡ༻ ".* Πϯελϯεͷ  མͱ͠๨Ε؂ࢹ Πϯελϯε؅ཧ$IBU#PU -BNCEB $MPVE8BUDI

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