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

Transcript

1. ؙحؙػحسך 堣 唒㷕 统׾ 佄ִ׷㛇 湍ךא ֻ׶ַ ׋ 2017/06/01

   AWS Summit Tokyo ΫοΫύουגࣜձࣾ છ୩ ༔Ұ࿠ ੕ ๺ే

2. ࣗݾ ঺հ HJUIVCDPNBZFNPT UXJUUFSDPNBZFNPT@Z XXXBZFNPTNF ‣ છ୩༔Ұ࿠<:VJDIJSP4PNFZB> ‣

   ΫοΫύουגࣜձࣾ
 ݚڀ։ൃ෦ΤϯδχΞ ೥৽ଔೖࣾ

4. Ϩγϐ਺ ສ඼Ҏ্ ݄࣍ར༻ऀ਺ ສਓҎ্ ೥݄຤࣌఺

6. Χࠃʹల։ ݴޠʹରԠ ೥݄຤࣌఺

7. ΫοΫύουͱ"84 "NB[PO&$Πϯελϯε d ୆ఔ౓ "NB[PO4ΦϒδΣΫτ ԯҎ্ ‣ ೥ʹ%$͔Β׬શҠߦ

   ‣ BQOPSUIFBTU͓ΑͼVTFBTUΛओʹར༻ άϩʔόϧαʔϏε͸ओʹ64ͰՔಇ SFRTҎ্ ϐʔΫ࣌ಉ࣌ϦΫΤετ਺

8. 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

9. ΫοΫύουͷػցֶशج൫ ςʔ Ϛ

10. ΫοΫύουͷݚڀ։ൃ෦ʹ͍ͭͯ ‣ ೥݄ʹൃ଍ ݚڀ։ൃνʔϜ ೥݄d ɺݚڀ։ൃࣨ ೥݄d Λܦͯ


    ݱࡏ͸ਖ਼ࣾһ໊ ΞϧόΠτʗΠϯλʔϯ໊ͷ૊৫ʹ ‣ ػցֶशΛத৺ʹɺ৯จԽܥͷݚڀʹ͓͚Δ࣮੷΋ ΫοΫύουߐށ͝൧ ୈճਓ޻஌ೳֶձશࠃେձ ‣ ྉཧ͖Ζ͘ͷެ։ ೥݄

11. ྉཧ͖Ζ͘ ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷ಺ɺ ྉཧࣸਅΛࣗಈతʹऩूه࿥

12. ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ը૾ͷΞοϓϩʔυɺ൑ఆॲཧʹ͸͕͔͔࣌ؒΔ d਺ඦNT "1*αʔόʔͱ౷߹ͯ͠ಉظॲཧ͢Δͷ͸ඇݱ࣮త ඇಉظͳྉཧʗඇྉཧͷ൑ఆॲཧ͕ඞཁ

    ‣ ඞཁͳܭࢉػ؀ڥ͕ΞϓϦέʔγϣϯαʔόʔͱେ͖͘ҟͳΔ 3VCZ˱1ZUIPO 3BJMT˱$IBJOFS $16˱(16 ൑ఆॲཧͱΞϓϦέʔγϣϯΛૄ݁߹ʹ͢Δͷ͕ϕλʔ

13. ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ 4 424Λհͨ͠ඇಉظͰૄ݁߹ͳࣸਅ൑ఆϑϩʔͷ࣮૷ 424 4

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

    1SF4JHOFE63-
 ͷൃߦ

15. 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

16. ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ 4&WFOU/PUJpDBUJPOͰࣸਅͷΞοϓϩʔυΠϕϯτΛ424ʹ &ORVFVF &WFOUΛ424ʹ
 &ORVFVF ൑ఆ༻ը૾ͷ
 Ξοϓϩʔυ

    s3://thumbnails/123.jpg 1SF4JHOFE63-
 ͷൃߦ { bucket: thumbnails key: 123.jpg }

17. 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

18. 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 }

19. 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 }

20. 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

21. ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ
 ྫ͑͹ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ͸࣌ؒҎ಺ʹ൑ఆ͞Εͯཉ͍͠

    "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ &$4$MVTUFS

22. ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF &$4$MVTUFS εέʔϧΞ΢τ
 (desired_count++) ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ

    ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ
 ྫ͑͹ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ͸࣌ؒҎ಺ʹ൑ఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ

23. &$4$MVTUFS ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF εέʔϧΞ΢τ
 (desired_count++) ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ

    ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ
 ྫ͑͹ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ͸࣌ؒҎ಺ʹ൑ఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ

24. &$4্Ͱͷࣸਅ൑ఆ ‣ FBHMFUNUIBLP Λར༻ ZBNMܗࣜͷϑΝΠϧͰ൑ఆॲཧXPSLFSΛఆٛɺ$-*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

25. &$4্Ͱͷࣸਅ൑ఆ ‣ ࣸਅ൑ఆʹ(16Λ࢖༻͍ͯ͠Δ ൑ఆॲཧʹ(16ΞΫηϥϨʔγϣϯ͕ར༻Ͱ͖Δ ಉՁ֨ଳͷ$16Πϯελϯεͱൺ΂ͯdഒͷੑೳࠩ ‣ HΠϯελϯεͰࣸਅ൑ఆ༻ͷ&$4$MVTUFSΛߏ੒

26. &$4$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

27. &$4$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

28. &$4$MVTUFS H 5BTL $POUBJOFS &$4্Ͱͷࣸਅ൑ఆ ‣ $MVTUFSͱಉ͡όʔδϣϯͷVTFSMJCSBSJFTΛ
 $POUBJOFSʹΠϯετʔϧ

    $POUBJOFS͕$MVTUFSʹόʔδϣϯґଘ͢Δ
 ผͷ$MVTUFSͰ͸ಈ͔ͳ͍͔΋͠Εͳ͍ (16 /7*%*"%SJWFS
 LFSOFMNPEVMFT /7*%*"%SJWFS
 VTFSMJCSBSJFT "QQ 8PSLFS

29. ӡ༻࣮੷ ݱࡏ ‣ ը૾ೝࣝϞσϧΛҰ౓Ξοϓσʔτ ‣ Ξοϓσʔτ΋৐Γӽ͑ɺେ͖ͳ໰୊΋ͳ͘ӡ༻Ͱ͖͍ͯΔ ਓҎ্

    ͷྉཧࣸਅ ͷϢʔβʔ͕ར༻ ຕҎ্

30. ػցֶशج൫ʹ͍ͭͯ

31. ੕๺ే ΄͠΄͘ͱ !LBOJ@C ‣ ΫοΫύουגࣜձࣾ
 ΠϯϑϥετϥΫνϟʔ෦෦௕ ೥৽ଔೖࣾ ‣

    43& ηΩϡϦςΟΤϯδχΞ ઃܭߏஙӡ༻ *%4 8"' ੬ऑੑ਍அ *4.4 FUD ‣ "84ೝఆ4" %FW0QTΤϯδχΞ 1SPGFTTJPOBM

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

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

34. ݚڀ։ൃ෦ઃཱ౰࣌ͷ"84؅ཧମ੍ ‣ Πϯϑϥ෦ͷӡ༻୲౰ऀͷΈ͕શݖݶΛ࣋ͭ ৽͍͠Ϧιʔεͷ४උ͸جຊతʹ
 Πϯϑϥ෦͕ߦ͏ ίʔυԽ͞Ε͍ͯΔՕॴ΋l࣮ߦz͸
 Πϯϑϥ෦͕୲౰

    ‣ "84ʹؔ܎͢Δશͯͷ͜ͱΛΠϯϑϥ෦ʹू໿ ઃܭɺӡ༻ɺ໰͍߹ΘͤɺFUD ֤ࣄۀ෦ Πϯϑϥ෦ ٕज़ج൫ܥ෦ॺ ݚڀ ։ൃ෦

35. ى͖ͨ໰୊ ‣ Ϧιʔεͷ༻ҙ͕௥͍͔ͭͳ͍ αʔϏεͷӡ༻΋ߦ͏ͨΊ༏ઌ౓͕Լ͕Γ΍͍͢ ඞཁͳϦιʔε͕ଟ͘ɺਓһ૿Ճͱͱ΋ʹՃ଎ ‣ ຊ൪؀ڥͰߦ͍ͬͯͨӡ༻ʹ߹Θͳ͍

    ஌ݟ͕͋·Γͳ͘ɺϛυϧ΢ΣΞઃఆͷஈ֊͔Β৭ʑखΛಈ͔͢ ҆ఆͨ͠ϓϩϏδϣχϯάΑΓࢼߦࡨޡʹΑΔ݁Ռ

36. 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

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

    ج൫੔උ୲౰Λݚڀ։ൃ෦͔ΒΞαΠϯ

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

39. ΞΧ΢ϯτͷ෼཭ ‣ ͱʹ͔͘खΛಈ͔͢ϑΣʔζʹ͓͍ͯ͸ຊ൪؀ڥ΄Ͳ
 ؅ཧ͞Ε͍ͯΔඞཁ͕ͳ͍ ‣ ຊ൪؀ڥͱϦιʔε͕ࠞ͡Βͳ͍؀ڥ͕ཉ͍͠ ‣ ݚڀ։ൃ༻ͷ"84ΞΧ΢ϯτΛ࡞੒ͯͦͪ͠ΒΛ࢖͏Α͏ʹ ‣

    ࢧ෷͍͸ຊ൪؀ڥͷΞΧ΢ϯτʹ·ͱΊΔ $POTPMJEBUFE#JMMJOH

40. ݖݶ؅ཧ ‣ ຊ൪؀ڥͰ࢖͏*".6TFS ݸਓ͝ͱൃߦ ͔Β"TTVNF3PMF ඞཁͳαʔϏεͷ"ENJOݖݶΛ޿͘෇༩ ‣ $MPVE5SBJM΍$POpHΛ༗ޮʹ͠PVUQVUઌΛຊ൪ΞΧ΢ϯτͷ4΁

    ౉͢3PMF͔Β͸ݖݶΛൈ͍͓ͯ͘ ‣ ։ൃऀʹݖݶΛ౉ͭͭ͠վ᜵ෆೳͳܗͰτϨʔεͰ͖Δ؀ڥʹ

42. ‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84؀ڥͷ༻ҙ✅ ‣ "84؀ڥΛ҆શʹ࢖͑ΔηΩϡϦςΟ ‣ ༧ࢉ؅ཧ ‣ "84ʹؔ͢Δ૬ஊ΍ϊ΢ϋ΢ͳͲͷҠৡ

    ࣗ༝ͳ؀ڥͷͨΊʹඞཁͩͬͨ΋ͷ

43. ωοτϫʔΫͷߏ੒ ‣ ౿Έ୆44)αʔό͕͋Δ71$ ຊ൪ΞΧ΢ϯτ Πϯϑϥ෦؅ཧ 
 ͔Β71$1FFSJOHܦ༝Ͱ઀ଓͰ͖ΔΑ͏ʹ͢Δ ౿Έ୆ΛΠϯϑϥ෦؅ཧԼͷαʔόʹू໿Ͱ͖Δ

    ‣ /BNFλάΛ࢖ͬͨਖ਼Ҿ͖ɺٯҾ͖Λఏڙͯ͠ΞΫηε͠΍͘͢

45. ઃఆঢ়گͷ؂ࢹ ‣ "84$POpH3VMFTͰηΩϡϦςΟάϧʔϓͷΠϯλʔωοτղ์Λ νΣοΫ ઃఆมߋΛτϦΨͱͯ͠MBNCEBGVODUJPOͰνΣοΫՄೳ "84ఏڙͷGVODUJPOϨϙδτϦBXTMBCTBXTDPOpHSVMFT ‣

    ࡉ͔͍"1*ίʔϧ͸$MPVE5SBJM͔ΒνΣοΫ

46. ‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84؀ڥͷ༻ҙ✅ ‣ "84؀ڥΛ҆શʹ࢖͑ΔηΩϡϦςΟ✅ ‣ ༧ࢉ؅ཧ ‣ "84ʹؔ͢Δ૬ஊ΍ϊ΢ϋ΢ͳͲͷҠৡ

    ࣗ༝ͳ؀ڥͷͨΊʹඞཁͩͬͨ΋ͷ

47. 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

48. ‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84؀ڥͷ༻ҙ✅ ‣ "84؀ڥΛ҆શʹ࢖͑ΔηΩϡϦςΟ✅ ‣ ༧ࢉ؅ཧ✅ ‣ "84ʹؔ͢Δ૬ஊ΍ϊ΢ϋ΢ͳͲͷҠৡ

    ࣗ༝ͳ؀ڥͷͨΊʹඞཁͩͬͨ΋ͷ

49. "84૬ஊ ϊ΢ϋ΢ ‣ "84ʹؔ͢Δϊ΢ϋ΢͸جຊతʹΠϯϑϥ෦͕͍࣋ͬͯͨ ૬ஊ΋΄΅Πϯϑϥ෦͕ड͚Δ ‣ αϙʔτϓϥϯ͸σϕϩούʔ ೥ͷҠߦҎདྷ

    έʔεͷԠ౴ʹ΋͕͔͔࣌ؒΔͨΊجຊతʹࣗ෼ͨͪͰௐࠪ "84΁ͷ໰͍߹Θͤ୅ߦͷΑ͏ʹͳ͍ͬͯͨ͜ͱ΋͋ͬͨ ‣ ຊདྷࣗ෼͕ͨͪղ͔ͳͯ͘΋ྑ͍໰୊ʹ͕͔͔͍࣌ؒͬͯͨ

50. ΤϯλʔϓϥΠζαϙʔτ΁ͷҠߦ ‣ ೥ͷҠߦ౰ॳ͔Βར༻͍ͯͨ͠σϕϩούʔ͔Β੾Γସ͑ ‣ ܖ໿Ͱ$POTPMJEBUFE#JMMJOH഑Լͷෳ਺ΞΧ΢ϯτʹద༻Մೳ ‣ Ձ֨͸ͦΕͳΓʹ͢Δ ౰࣌NP࠷௿

    ‣ 5".ΞαΠϯ έʔεରԠΛߟྀ͠ΤϯλʔϓϥΠζΛબ୒ ࣌ؒͱ஌ࣝΛങ͏͜ͱ͕ओͳ໨త

51. αϙʔτέʔεରԠ͸Ͳ͏ͳ͔ͬͨ ‣ Ԡ౴ͷ඼্࣭͕͕Γɺղܾ·Ͱͷ࣌ؒ͸࣮֬ʹ୹͘ͳͬͨ ʮαϙʔτʹฉ͍ͯΈΑ͏ʯͱͳΔ৺ཧίετ͕ͱͯ΋Լ͕ͬͨ ඞཁͳΒαʔϏενʔϜʹΤεΧϨʔγϣϯ΋ͯ͘͠ΕΔ "VSPSBͳͲ੎͍ͷ͋ΔϓϩμΫτΛ࢖͏࣌͸஍ຯʹޮ͍ͯ͘Δ

    ‣ ֤։ൃऀ͕উखʹέʔεΛ࡞੒ͯ͠ղܾͰ͖ΔΑ͏ʹͳͬͨ ෆ۩߹͚ͩͰͳ͘ػೳ΁ͷ࣭໰ɺཁ๬ͳͲ΋ଟ্͕͘Δ

52. ͦͷଞ ‣ 5".ΞαΠϯʹΑΓίϯςΩετڞ༗͕͠΍͘͢ έʔεͷऔΓ·ͱΊ΍ྉۚϨϙʔτͷ࡞੒΋͓ئ͍͍ͯ͠Δ ‣ -JNJU*ODSFBTFͷॲཧ͕ര଎ʹ ίϯγΣϧδϡ͕ΞαΠϯ͞ΕͯରԠͯ͘͠ΕΔ

    ࠷୹ ෼ ‣ "84؅ཧӡ༻Ͱ஍ຯʹ͔͔͍ͬͯͨίετ͕͔ͳΓԼ͕ͬͨ "84΁ͷґଘ౓͕ߴ͍૊৫ʹͱͬͯ͸ಛʹ༗༻ͩͱࢥ͏

53. ‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84؀ڥͷ༻ҙ✅ ‣ "84؀ڥΛ҆શʹ࢖͑ΔηΩϡϦςΟ✅ ‣ ༧ࢉ؅ཧ✅ ‣ "84ʹؔ͢Δ૬ஊ΍ϊ΢ϋ΢ͳͲͷҠৡ✅

    ࣗ༝ͳ؀ڥͷͨΊʹඞཁͩͬͨ΋ͷ

54. ։ൃऀ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

55. ػցֶशج൫ͷݱঢ় ‣ ҙਤ௨Γ׆ൃʹར༻͞Ε͍ͯΔ ‣ ৽͍͠ػցֶशϞσϧͷςετɺϞσϧվળ ‣ ৽αʔϏε։ൃ ‣ ։ൃऀͷखͰੵۃతͳվળ͕ߦΘΕ͍ͯΔ

    ͜ͷ͋ͱ঺հ͠·͢ Πϯϑϥ෦͸ඞཁͳ࣌ʹڠྗ

56. (16 ܭࢉػ؀ڥ

57. (16Πϯελϯε H Q ͷར༻ ‣ ਂ૚ֶशܥͷλεΫͰ͸(16ΠϯελϯεΛར༻͍ͨ͠

58. (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

59. Πϯελϯεͷར༻ํ๏ ‣ (16λεΫ͸جຊతʹഉଞ ଞͷ։ൃऀͱಉ࣌ʹ͸ར༻ͮ͠Β͍ ‣ རศੑΛॏࢹ͠ɺݸਓຖʹઐ༗ΠϯελϯεΛ༻ҙ ӡ༻্ͷ՝୊ͷ༷ࢠݟΛ͍ͨ͠ͱ͍͏ͷ΋͋ͬͨ

    ݚڀ։ൃ໨తͰ͸ɺࡶʹTVEPग़དྷΔಠཱͨ͠؀ڥ͕ศར

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

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


    ετοϓ

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

63. ·ͱΊ

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

65. 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

66. PR

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68. Thank you!