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ZOZO Researchの研究活動を支える Amazon SageMaker 利用 導入課題の解決と展開について / Using Amazon SageMaker to Support ZOZO Research Activities

ZOZO Researchの研究活動を支える Amazon SageMaker 利用 導入課題の解決と展開について / Using Amazon SageMaker to Support ZOZO Research Activities

Title
ZOZO Researchの研究活動を支える Amazon SageMaker 利用
導入課題の解決と展開について

Speaker
光野 達朗 Tatsuro Mitsuno (開発部SRE テックリード)
中村 拓磨 Takuma Nakamura (ZOZO Research リサーチサイエンティスト)

2019/06/14 AWS Summit Tokyo 2019 Day2 J2-03
https://aws.amazon.com/jp/summits/tokyo-2019/
#awssummit

Tatsuro Mitsuno

June 13, 2019
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Transcript

  1. ˜;0;05FDIOPMPHJFT *OD
    ;0;03FTFBSDIͷݚڀ׆ಈΛࢧ͑Δ
    4BHF.BLFSར༻

    ʙಋೖ՝୊ͷղܾͱల։ʹ͍ͭͯʙ
    "844VNNJU5PLZP%BZʲ+ʳ
    גࣜձࣾ;0;0ςΫϊϩδʔζ
    ։ൃ෦43&ςοΫϦʔυ
    ޫ໺ୡ࿕
    $PQZSJHIU˜;0;05FDIOPMPHJFT *OD
    גࣜձࣾ;0;0ςΫϊϩδʔζ
    ;0;03FTFBSDIϦαʔναΠΤϯςΟετ
    தଜ୓ຏ

    View full-size slide

  2. ˜;0;05FDIOPMPHJFT *OD
    גࣜձࣾ;0;0ςΫϊϩδʔζ
    ։ൃ෦43&ςοΫϦʔυ
    ޫ໺ୡ࿕
    ϠϑʔגࣜձࣾʹͯϠϑΦΫɾ޿ࠂͷ։ൃʹܞΘΔɻ
    ೥͔Β͸גࣜձࣾ7"4*-:ɺ๏ਓ౷߹ʹ൐͍
    ೥݄͔Βݱ৬ɻݱࡏ͸ύϒϦοΫΫϥ΢υΛઐ໳ͱ͢
    Δ43&ͱͯ͠ɺ೔ʑαʔϏεͷ৴པੑ޲্ʹ౒ΊΔɻ
    ΢ΟεΩʔͱ༿ר͕޷͖ɻѪͯ͠Δɻ
    !2

    View full-size slide

  3. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ͷΞδΣϯμ
    !3
    ୈҰ෦
    ձࣾ঺հ
    ;0;03FTFBSDIͷϛογϣϯ
    ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ
    ୈೋ෦
    ·ͱΊ

    View full-size slide

  4. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ͷΞδΣϯμ
    !4
    ୈҰ෦
    ձࣾ঺հ
    ;0;03FTFBSDIͷϛογϣϯ
    ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ
    ୈೋ෦
    ·ͱΊ

    View full-size slide

  5. ˜;0;05FDIOPMPHJFT *OD
    !5
    ձࣾ঺հ
    גࣜձࣾ;0;0ςΫϊϩδʔζ
    גࣜձࣾ;0;064&%
    גࣜձࣾΞϥλφ
    w;0;0άϧʔϓͷαʔϏεӡ༻ɾٕज़։ൃ෦໳
    wΤϯδχΞɾσβΠφɾΞφϦετͳͲ੍࡞ʹܞΘΔશͯͷٕज़ऀ͕ू݁
    גࣜձࣾ;0;0
    ࣄۀཧ೦ɿԯਓͷϑΝογϣϯΛٕज़ͷྗͰม͍͑ͯ͘

    View full-size slide

  6. ˜;0;05FDIOPMPHJFT *OD
    IUUQT[P[PKQ
    ɾ೔ຊ࠷େڃͷϑΝογϣϯ௨ൢαΠτΞϓϦ
    ɾ Ҏ্ͷγϣοϓɺ Ҏ্ͷϒϥϯυͷऔΓѻ͍
    ɹʢ೥݄຤࣌఺ʣ
    ɾৗ࣌ສ఺Ҏ্ͷ঎඼ΞΠςϜ਺ͱຖ೔ฏۉ ఺Ҏ্ͷ৽ண
    ঎඼Λܝࡌ
    ɾଈ೔഑ૹαʔϏε
    ɾΪϑτϥοϐϯάαʔϏε
    ɾπέ෷͍ͳͲ
    !6

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  7. ˜;0;05FDIOPMPHJFT *OD
    IUUQTXFBSKQ
    ɾ೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔτΞϓϦ
    ɾ ສμ΢ϯϩʔυಥഁɺίʔσΟωʔτ౤ߘ૯਺͸ສ݅
    Ҏ্ʢͱ΋ʹ೥݄຤࣌఺ʣ
    ɾશੈքʢ"QQ4UPSF(PPHMF1MBZ͕ར༻ՄೳͳશͯͷࠃʣͰ
    μ΢ϯϩʔυ͕Մೳ
    ɾສਓҎ্ͷϑΥϩϫʔΛ࣋ͭϢʔβʔʢ8&"3*45"ʣ΋஀ੜ
    !7

    View full-size slide

  8. ˜;0;05FDIOPMPHJFT *OD
    !8
    ;0;0ςΫϊϩδʔζʹ͓͚ΔओཁͳϓϩμΫτɾ૊৫
    ೔ຊ࠷େڃͷϑΝογϣϯ௨ൢαΠτ/ΞϓϦ ೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔταΠτ / ΞϓϦ

    View full-size slide

  9. ˜;0;05FDIOPMPHJFT *OD
    !9
    ;0;0ςΫϊϩδʔζʹ͓͚ΔओཁͳϓϩμΫτɾ૊৫
    ೔ຊ࠷େڃͷϑΝογϣϯ௨ൢαΠτ/ΞϓϦ
    ೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔταΠτ / ΞϓϦ

    View full-size slide

  10. ˜;0;05FDIOPMPHJFT *OD
    !10
    ;0;03FTFBSDIͷϛογϣϯ
    ϑΝογϣϯΛ਺஋Խ͢Δɻ
    ʮ෰࡞Γʯͷݚڀ
    ΦʔτσβΠϯɺ৽ૉࡐɺ৽ੜ࢈ϥΠϯͳͲ ෰࡞Γશൠͷݚڀ
    ʮࣅ߹͏ʯͷݚڀ
    ࣅ߹͏෰ͱ͸ʁ ૉఢͳ૊Έ߹Θͤͱ͸ʁ ਪનΞϧΰϦζϜͷݚڀ
    ʮ࠾ੇʯͷݚڀ
    ଍ͳͲͷ຤୺෦ͷ࠾ੇɺಈ͖ɺے೑ͳͲͷܭଌɺ ମܕܭଌʹؔ͢Δஎ·͵ਐԽ

    View full-size slide

  11. ˜;0;05FDIOPMPHJFT *OD
    !11
    ※ಛఆͷݸਓΛࣝผͰ͖Δ৘ใ͸࢖༻͍ͨ͠·ͤΜ

    View full-size slide

  12. ˜;0;05FDIOPMPHJFT *OD
    σʔλYػցֶश
    !12
    Takuma Nakamura, Ryosuke Goto. Outfit Generation and Style Extraction via Bidirectional
    LSTM and Autoencoder. KDDW. https://arxiv.org/abs/1807.03133
    தଜ୓ຏ, ࡈ౻ါً. (2019) “Set TransformerʹΑΔϑΝογϣϯίʔσΟωʔτબ୒”, ৘ใ࿦తֶश
    ཧ࿦ͱػցֶशݚڀձ (IBISML). https://speakerdeck.com/yukisaito/set-transformer-for-coordinating-
    outfits

    View full-size slide

  13. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ͷΞδΣϯμ
    !13
    ୈҰ෦
    ձࣾ঺հ
    ;0;03FTFBSDIͷϛογϣϯ
    ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ
    ୈೋ෦
    ·ͱΊ

    View full-size slide

  14. ˜;0;05FDIOPMPHJFT *OD
    !14
    ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ
    ݚڀ׆ಈΛ࠷΋ޮ཰తʹਐΊΒΕΔܭࢉج൫ͷ४උͱӡ༻
    ػցֶशج൫͸ΞϚκϯ΢ΣϒαʔϏεʢ"84ʣ্ʹߏங
    ;0;03FTFBSDI 43&
    "84্Ͱͷܭࢉج൫ͷઃܭͱߏங
    ܭࢉج൫ͷར༻

    View full-size slide

  15. ˜;0;05FDIOPMPHJFT *OD
    ܭࢉج൫ͷδϨϯϚ
    Amazon Elastic Compute Cloud
    (Amazon EC2)
    ೥݄
    ʢ;0;03FTFBSDIൃ଍ʣ
    ೥/݄ ೥.݄



    !15
    (16ΠϯελϯεΛඞཁ୆਺ɺΠϯϑϥνʔϜʢ౰࣌ʣ͕༻ҙ͢Δ

    View full-size slide

  16. ˜;0;05FDIOPMPHJFT *OD
    ܭࢉج൫ͷδϨϯϚ
    Amazon Elastic Compute Cloud
    (Amazon EC2)
    ೥݄
    ʢ;0;03FTFBSDIൃ଍ʣ
    ೥/݄ ೥.݄



    !16
    (16ΠϯελϯεΛඞཁ୆਺ɺΠϯϑϥνʔϜʢ౰࣌ʣ͕༻ҙ͢Δ
    ࿦จࣥචͳͲͷΠϕϯτ࣌ʹෆ଍
    ୆਺͕૿͑ɺશମͷՔಇ཰͕௿Լ
    े෼ͳ୆਺Λ४උ
    ୆਺࡟ݮ ʢ܁Γฦ͠ʣ

    View full-size slide

  17. ˜;0;05FDIOPMPHJFT *OD
    ܭࢉج൫ͷδϨϯϚ
    Amazon Elastic Compute Cloud
    (Amazon EC2)
    ೥݄
    ʢ;0;03FTFBSDIൃ଍ʣ
    ೥/݄ ೥.݄



    !17
    ৗʹɺे෼ͳ୆਺Λ༻ҙ͢Δ
    ৗʹɺՔಇ཰Λߴ͘อͭ
    ཱ͍྆ͨ͠
    Amazon SageMaker
    (SageMaker)
    ೥݄

    View full-size slide

  18. ˜;0;05FDIOPMPHJFT *OD
    "NB[PO4BHF.BLFS
    #VJME
    5SBJO
    %FQMPZ
    w ϫϯΫϦοΫτϨʔχϯά

    ඞཁͳΠϯελϯελΠϓΛඞཁͳ୆਺ɺग़ྗ͸4΁
    w ϫϯΫϦοΫσϓϩΠ
    w ࣗಈ"#ςετ
    w Ϛωʔδυ+VQZUFSϊʔτϒοΫ
    w ෯޿͍ϑϨʔϜϫʔΫΛαϙʔτ

    ʢ5FOTPS'MPXɺ"QBDIF.9/FUɺ$IBJOFSɺ1Z5PSDIɺ4DJLJUMFBSOɺ4QBSL.-ʣ
    "NB[PO4BHF.BLFS͸ɺػցֶशͷϫʔΫϑϩʔશମΛΧόʔ͢Δ׬શϚωʔδυܕαʔϏε

    DGIUUQTBXTBNB[PODPNKQTBHFNBLFS
    !18

    View full-size slide

  19. ˜;0;05FDIOPMPHJFT *OD
    "NB[PO4BHF.BLFS
    #VJME
    5SBJO
    %FQMPZ
    w ϫϯΫϦοΫτϨʔχϯά

    ඞཁͳΠϯελϯελΠϓΛඞཁͳ୆਺ɺग़ྗ͸4΁
    w ϫϯΫϦοΫσϓϩΠ
    w ࣗಈ"#ςετ
    w Ϛωʔδυ+VQZUFSϊʔτϒοΫ
    w ෯޿͍ϑϨʔϜϫʔΫΛαϙʔτ

    ʢ5FOTPS'MPXɺ"QBDIF.9/FUɺ$IBJOFSɺ1Z5PSDIɺ4DJLJUMFBSOɺ4QBSL.-ʣ
    "NB[PO4BHF.BLFS͸ɺػցֶशͷϫʔΫϑϩʔશମΛΧόʔ͢Δ׬શϚωʔδυܕαʔϏε

    DGIUUQTBXTBNB[PODPNKQTBHFNBLFS
    !19

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  20. ˜;0;05FDIOPMPHJFT *OD
    ϫϯΫϦοΫτϨʔχϯά
    !20
    5SBJOJOH"
    5SBJOJOH#
    5SBJOJOH$
    w QYMBSHF
    w ୆
    w εΫϦϓτ"
    w QYMBSHF
    w ୆
    w εΫϦϓτ#
    w QYMBSHF
    w ୆
    w εΫϦϓτ$
    w ܭࢉࢿݯͷઃఆ
    w ֶशεΫϦϓτ
    ֶशͭͭʹର͠ɺ
    ඞཁͳܭࢉࢿݯΛׂΓ౰ͯΔ
    ֶशͷऴྃͱڞʹ5FSNJOBUF

    View full-size slide

  21. ˜;0;05FDIOPMPHJFT *OD
    !21
    ݁Ռɿֶश͸εέʔϧͨ͠






    5SBJOJOH+0# $PNQMFUFE4UPQQFE

    ϲ݄Ͱطʹલ2௒͑

    View full-size slide

  22. ˜;0;05FDIOPMPHJFT *OD
    !22
    4BHF.BLFSͷ࠾༻ʹΑͬͯಘͨ΋ͷ
    w Ϧιʔε֬อͷίϛϡχέʔγϣϯ͕ෆཁʹ
    w (16Πϯελϯεֶ͕श࣌ʹͷΈىಈ͠ऴྃ͢ΔͨΊɺՔಇ཰޲্
    w ෳ਺୆ʹΑΔฒྻܭࢉ΍ΑΓϋΠύϑΥʔϚϯεͳΠϯελϯεʹΑΔݕূ͕Մೳʹ

    View full-size slide

  23. ˜;0;05FDIOPMPHJFT *OD
    !23
    4BHF.BLFSͷ࠾༻ʹΑͬͯಘͨ΋ͷ
    w Ϧιʔε֬อͷίϛϡχέʔγϣϯ͕ෆཁʹ
    w (16Πϯελϯεֶ͕श࣌ʹͷΈىಈ͠ऴྃ͢ΔͨΊɺՔಇ཰޲্
    w ෳ਺୆ʹΑΔฒྻܭࢉ΍ΑΓϋΠύϑΥʔϚϯεͳΠϯελϯεʹΑΔݕূ͕Մೳʹ
    Ըܙɿ˕ɹɹಋೖɿʁ

    View full-size slide

  24. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ͷΞδΣϯμ
    !24
    ୈҰ෦
    ୈೋ෦
    ݚڀ঺հ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    ɹ։ൃ
    ɹֶश
    ɹਪ࿦
    ·ͱΊ

    View full-size slide

  25. ˜;0;05FDIOPMPHJFT *OD
    גࣜձࣾ;0;0ςΫϊϩδʔζ
    ;0;03FTFBSDI
    ϦαʔναΠΤϯςΟετ
    தଜ୓ຏ
    !25
    ΞΫηϯνϡΞೖࣾޙɺγεςϜ։ൃ΍෼ੳج൫ಋೖࢧ
    ԉΛܦݧɻ೥͔Β͸גࣜձࣾ7"4*-:ɺ๏ਓ౷߹ʹ
    ൐͍೥݄͔Βݱ৬ɻϑΝογϣϯYػցֶशͱ͍
    ͏෼໺Ͱݚڀ։ൃΛ୲౰ɻը૾ೝ͕ࣝઐ໳ɻ

    View full-size slide

  26. ˜;0;05FDIOPMPHJFT *OD !26
    ʮ͓͠ΌΕʯͳ૊Έ߹ΘͤΛٻΊΔ໰୊
    ݚڀ੒ՌϑΝογϣϯίʔσΟωʔτͷೝࣝ

    View full-size slide

  27. ˜;0;05FDIOPMPHJFT *OD !27
    ΫΤϦ ༧ଌ݁Ռ



    ࠨ୺ͷΞΠςϜ͕HSPVOEUSVUI
    ݚڀ੒ՌϑΝογϣϯίʔσΟωʔτͷܽଛ༧ଌ

    View full-size slide

  28. ˜;0;05FDIOPMPHJFT *OD !28
    ΫΤϦ ༧ଌ݁Ռ
    ݚڀ੒ՌϑΝογϣϯίʔσΟωʔτͷܽଛ༧ଌʢ൑அͷࠜڌͷՄࢹԽʣ

    View full-size slide

  29. ˜;0;05FDIOPMPHJFT *OD !29
    Style A Style B Style C Style D
    Style A Style B Style C Sty
    Style A + Style B S
    +0.5⇥
    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
    AAACbnichVFdKwRRGH52fK+vRUlJNhsptb0jIldKyqWvRS1pZpzlZL6aObvF5g+4lwtFlCQ/w40/4MJPkBtFuXHh3dkpIbzTmfOc57zPe57zHtO3ZaiIHhJaTW1dfUNjU7K5pbWtPdXRuRJ6xcASOcuzvWDNNEJhS1fklFS2WPMDYTimLVbN3ZnK/mpJBKH03GW154sNx9h2ZUFahmIqP0LZ8fS6ko4IN1MZylIU6Z9Aj0EGccx7qSusYwseLBThQMCFYmzDQMhfHjoIPnMbKDMXMJLRvsABkqwtcpbgDIPZXf5v8yofsy6vKzXDSG3xKTaPgJVpDNI9XdML3dENPdL7r7XKUY2Klz2ezapW+Jvthz1Lb/+qHJ4Vdj5Vf3pWKGAy8irZux8xlVtYVX1p//hlaWpxsDxEF/TE/s/pgW75Bm7p1bpcEIsnSPID6N/b/ROsjGZ1yuoLY5np2fgpGtGLAQxzvycwjTnMIxd17AinOEs8a91an9ZfTdUSsaYLX0Ib/gBC3I1D
    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
    AAACbnichVFdKwRRGH52fK+vRUlJNhsptb0jIldKyqWvRS1pZpzlZL6aObvF5g+4lwtFlCQ/w40/4MJPkBtFuXHh3dkpIbzTmfOc57zPe57zHtO3ZaiIHhJaTW1dfUNjU7K5pbWtPdXRuRJ6xcASOcuzvWDNNEJhS1fklFS2WPMDYTimLVbN3ZnK/mpJBKH03GW154sNx9h2ZUFahmIqP0LZ8fS6ko4IN1MZylIU6Z9Aj0EGccx7qSusYwseLBThQMCFYmzDQMhfHjoIPnMbKDMXMJLRvsABkqwtcpbgDIPZXf5v8yofsy6vKzXDSG3xKTaPgJVpDNI9XdML3dENPdL7r7XKUY2Klz2ezapW+Jvthz1Lb/+qHJ4Vdj5Vf3pWKGAy8irZux8xlVtYVX1p//hlaWpxsDxEF/TE/s/pgW75Bm7p1bpcEIsnSPID6N/b/ROsjGZ1yuoLY5np2fgpGtGLAQxzvycwjTnMIxd17AinOEs8a91an9ZfTdUSsaYLX0Ib/gBC3I1D
    0.5⇥
    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
    =
    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
    ݚڀ੒ՌϑΝογϣϯελΠϧͷΫϥελϦϯάͱԋࢉ

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  30. ˜;0;05FDIOPMPHJFT *OD !30
    Query item image Generated outfit
    Query style Mixture ratio
    Style A
    Style B
    Style C
    Style D
    Style A
    ݚڀ੒ՌϑΝογϣϯελΠϧຖͷίʔσΟωʔτੜ੒

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  31. ˜;0;05FDIOPMPHJFT *OD !31
    4BHF.BLFSΛಋೖ࣮ͯ͠ݧ͸εέʔϧ͔ͨ͠

    View full-size slide

  32. ˜;0;05FDIOPMPHJFT *OD !32
    4BHF.BLFSΛಋೖ࣮ͯ͠ݧ͸εέʔϧ͔ͨ͠
    εέʔϧͨ͠

    View full-size slide

  33. ˜;0;05FDIOPMPHJFT *OD !33
    4BHF.BLFS΁ͷҠߦ͸؆୯͔ͩͬͨ

    View full-size slide

  34. ˜;0;05FDIOPMPHJFT *OD !34
    4BHF.BLFS΁ͷҠߦ͸؆୯͔ͩͬͨ
    େมͩͬͨ

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  35. ˜;0;05FDIOPMPHJFT *OD !35
    ۀ຿Λ4BHF.BLFSʹدͤΔ͜ͱͰޮ཰Խʹ੒ޭͨ͠
    ׳Εͨ΍ΓํΛม͑Δ͜ͱΛ᪳᪯Θͳ͍͜ͱ
    4BHF.BLFS͸.-ϓϥοτϑΥʔϜͰ͋Γɺ.-։ൃۀ຿ͷϑϨʔϜϫʔΫͰ΋͋Δ
    ֶͼɾؾ෇͖

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  36. ˜;0;05FDIOPMPHJFT *OD !36
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ʁ ʁ ʁ
    ʁ ʁ ʁ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ

    View full-size slide

  37. ˜;0;05FDIOPMPHJFT *OD !37
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ʁ ʁ ʁ
    ʁ ʁ ʁ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ

    View full-size slide

  38. ˜;0;05FDIOPMPHJFT *OD !38
    Πϯελϯεຖʹಠཱʹ࣮ݧͱίʔυमਖ਼Λ܁Γฦ͍ͯͨ͠
    ͕࣌ؒܦͭʹ࿈Εͯίʔυͱ࣮ݧͷόʔδϣϯ؅ཧ͕ෳࡶʹͳΓɺ͔ͭϦιʔε΋࢖͍੾Ε͍ͯͳ͍
    ։ൃ ಋೖલ
    ͜Ε·Ͱͷ։ൃํ๏ͱ4BHF.BLFS΁ͷظ଴
    training A
    notebook training B
    training C
    4BHF.BLFSΛಋೖͯ͠
    ࣮ݧ؀ڥΛՕॴʹू໿
    ͢Δ͜ͱΛظ଴ͨ͠
    scripts
    developed on
    the instance A
    training A1 training A2
    scripts'
    developed on
    the instance A
    scripts''
    developed on
    the instance A
    scripts
    developed on
    the instance B
    training B1 training B2
    scripts'
    developed on
    the instance B
    scripts''
    developed on
    the instance B
    scripts
    developed on
    the instance C
    training C1 training C2
    scripts'
    developed on
    the instance C
    scripts''
    developed on
    the instance C

    View full-size slide

  39. ˜;0;05FDIOPMPHJFT *OD !39
    ։ൃ ಋೖ௚ޙ
    ݦࡏԽͨ͠OPUFCPPLΠϯελϯεͷ໰୊
    ☀δϣϒͱ͍͏୯ҐͰ࣮ݧΛ؅ཧͰ͖Δ
    ☀࣮ݧΛΫϩʔϯͰ͖Δ
    ☀՝ֹۚΛ࠷খԽͰ͖Δ
    +VQZUFS΍ΤσΟλͷΧελϚΠζ͕Ͱ͖ͳ͍
    TTIͰ͖ͳ͍
    JQZOCϑΝΠϧͱHJUͷ૬ੑ͕ѱ͍
    OPUFCPPLΠϯελϯεΛ։ൃ؀ڥͱͯ͠ݟΔͱɺॊೈੑʹ͚ܽΔ఺͕໨ཱͬͨ
    ͜Ε·Ͱͷ։ൃ؀ڥͷ֦ுੑ͕ࣦΘΕΔͱڞʹɺJQZOCϑΝΠϧͷ؅ཧίετ͕ՃΘͬͨ
    ֶशδϣϒ࣮ߦ
    ։ൃ
    training A
    training B
    training C
    foo.py
    bar.py
    baz.yml

    View full-size slide

  40. ˜;0;05FDIOPMPHJFT *OD !40
    ։ൃ ରࡦޙ
    OPUFCPPLΠϯελϯεΛܦ༝͠ͳ͍ҝʹ͸ʜ
    training A
    training B
    training C
    foo.py
    bar.py
    baz.yml
    training A
    training B
    training C
    foo.py
    bar.py
    baz.yml
    OPUFCPPLΠϯελϯεͰͷ։ൃ࡞ۀΛ։ൃػʹҠߦ͠ɺ։ൃػ͔ΒδϣϒΛ࣮ߦ͢Δ
    ։ൃػʹ4BHF.BLFS4%,ΛΠϯετʔϧͯ͠ɺOPUFCPPLΠϯελϯεͱಉ౳ͷ໾ׂΛ༩͑Δ
    QJQJOTUBMMTBHFNBLFS

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  41. ˜;0;05FDIOPMPHJFT *OD !41
    ։ൃ ରࡦޙ
    4%,Λར༻ͯ͠։ൃػ͔Β4BHF.BLFSʹ௚઀ֶशδϣϒΛ౤͛ΔΑ͏ʹͨ͠
    OPUFCPPLΠϯελϯε͕ෆཁͱͳͬͨ
    OPUFCPPLʹهड़͍࣮ͯͨ͠ݧ৚݅ͱֶशδϣϒ࣮ߦʹؔ͢ΔॲཧΛ෼ղͨ͠
    ࣮ݧ৚݅͸ZBNMʹ੾Γग़ͯ͠HJUͰ؅ཧɺֶशδϣϒ࣮ߦʹؔ͢Δॲཧ͸$-*ͱ࣮ͯ͠૷ͨ͠
    ࣮ݧ৚݅
    ֶशδϣϒ࣮ߦ
    ࣮ݧ৚݅ZNM
    ֶश࣮ߦ$-*
    4BHF.BLFS
    4%,Λϥοϓ

    training A
    training B
    training C
    training D
    confA.yml
    confB.yml
    confC.yml
    confD.yml
    OPUFCPPLΛ࢖Θͣʹ։ൃػ͔ΒֶशδϣϒΛ࣮ߦ͢Δ
    FYBNQMFJQZOC
    ZBNMΛىಈҾ਺ͱ͢Δ
    ίϚϯυͰֶशδϣϒΛ࣮ߦ

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  42. ˜;0;05FDIOPMPHJFT *OD !42
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ։ൃޮ཰௿ԼͱJQZOC
    ϑΝΠϧͷ؅ཧίετ૿
    ʁ ʁ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    ʁ ʁ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ར༻ଅਐͷҝͷऔΓ૊Έ

    View full-size slide

  43. ˜;0;05FDIOPMPHJFT *OD !43
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ʁ ʁ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    ʁ ʁ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ར༻ଅਐͷҝͷऔΓ૊Έ

    View full-size slide

  44. ˜;0;05FDIOPMPHJFT *OD !44
    ಋೖલ
    ֶश
    ֶशͷϩά͸ϑΝΠϧ΍ඪ४ग़ྗʹɺεφοϓ
    γϣοτ͸&'4ʹग़ྗ͍ͯͨ͠
    ϩά΋εφοϓγϣοτ΋ϦΞϧλΠϜʹऔಘͰ͖͍ͯͨ
    MPH
    TOBQTIPU
    &$؀ڥͰͷεφοϓγϣοτऔಘ͸؆୯

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  45. ˜;0;05FDIOPMPHJFT *OD !45
    ಋೖ௚ޙ
    ֶश
    4BHF.BLFSʹ͓͚Δֶशͷϩά͸
    $MPVE8BUDIʹసૹ͞ΕΔ
    ϩά͸ϦΞϧλΠϜʹऔಘՄೳ
    ҰํͰϑΝΠϧసૹ͸ऴྃ࣌఺ͷճͷΈ
    ֶशࡁΈϞσϧ΍εφοϓγϣοτΛಘΔͨΊʹֶशऴྃ
    Λ଴ͭඞཁ͕͋Δ
    n days
    ֶश్தʹεφοϓγϣοτ͕औಘ
    Ͱ͖ͳ͍ͷ͸க໋త
    MPH
    TOBQTIPU
    NPEFM
    4BHF.BLFS͸ఆظతͳϑΝΠϧసૹΛߦΘͳ͍

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  46. ˜;0;05FDIOPMPHJFT *OD !46
    n days
    ֶश ରࡦޙ
    ֶशͷܦաΛఆظతʹϙετ͢ΔػೳΛ
    ਂ૚ֶशϑϨʔϜϫʔΫʹ࣮૷ͨ͠
    ϩά͸4MBDLʹɺεφοϓγϣοτ͸4ʹసૹ
    MPH
    TOBQTIPU
    ϑΝΠϧసૹ͸ֶश༻ίʔυʹ࣮૷͢Δඞཁ͕͋Δ
    FYUFOTJPOQZ

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  47. ˜;0;05FDIOPMPHJFT *OD !47
    TOBQTIPU
    TOBQTIPU@PCKFDU
    -PH3FQPSU
    1MPU3FQPSU
    ֶश ରࡦޙ
    ϑΝΠϧసૹͱϩάసૹͷ࢓૊Έ
    ࠷৽ͷεφοϓγϣοτ͸#PUPΛར༻ͯ͠4ʹసૹ͢Δ
    ֶशͷϩά͸*ODPNJOH8FC)PPLΛར༻ͯ͠4MBDLʹϙετ͢Δ
    $IBJOFSͷग़ྗΛ֎෦πʔϧʹ࿈ܞ

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  48. ˜;0;05FDIOPMPHJFT *OD !48
    ֶश ରࡦޙ
    δϣϒ໊
    CVDLFU໊
    εφοϓγϣοτ͸ֶशδϣϒຖʹܾ·ͬͨ৔ॴʹอଘ͞ΕΔ
    εφοϓγϣοτͷ4సૹͷྫ

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  49. ˜;0;05FDIOPMPHJFT *OD !49
    ֶश ରࡦޙ
    ֶशͷܦաΛडಈతʹ೺ѲͰ͖Δ
    ϩάͷ4MBDL࿈ܞͷྫ

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  50. ˜;0;05FDIOPMPHJFT *OD !50
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    ਪ࿦
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ֶश్தʹεφοϓγϣοτ
    ΛಘΔ͜ͱ͕Ͱ͖ͳ͍
    ʁ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    %-ϑϨʔϜϫʔΫͷ֦ுػ
    ೳΛ࢖͍ఆظతʹεφοϓ
    γϣοτΛ4ʹసૹ
    ʁ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ར༻ଅਐͷҝͷऔΓ૊Έ

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  51. ˜;0;05FDIOPMPHJFT *OD !51
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ֶश్தʹεφοϓγϣοτ
    ΛಘΔ͜ͱ͕Ͱ͖ͳ͍
    ʁ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    %-ϑϨʔϜϫʔΫͷ֦ுػ
    ೳΛ࢖͍ఆظతʹεφοϓ
    γϣοτΛ4ʹసૹ
    ʁ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ར༻ଅਐͷҝͷऔΓ૊Έ

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  52. ˜;0;05FDIOPMPHJFT *OD !52
    ಋೖલ
    ਪ࿦
    &'4ʹग़ྗ͞ΕֶͨशࡁΈϞσϧ
    Λϩʔυͯ͠ςετΛ࣮ߦ
    ϑΝΠϧͷҠಈͳ͠ͰςετΛ࣮ߦͰ͖ͯ
    ͍ͨҝɺͦ͜·Ͱ໘౗ʹײ͍ͯ͡ͳ͔ͬͨ
    model C
    model A
    model B
    test A
    test B
    test C
    model B training B
    model A training A
    model C training C
    test scripts
    test data
    &$؀ڥͰͷϞσϧͷςετ͸&'4͕த৺
    ֶश༻Πϯελϯε
    ςετ༻Πϯελϯε

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  53. ˜;0;05FDIOPMPHJFT *OD !53
    4ʹग़ྗ͞ΕֶͨशࡁΈϞσϧΛ
    ςετ༻&$ʹίϐʔͯ͠ςετΛ
    ࣮ߦ
    .-Πϯελϯεʹ&'4͕Ϛ΢ϯτͰ͖ͳ͍
    ͨΊɺֶशࡁΈϞσϧͷ഑෍͕4ܦ༝ͱͳ
    Γɺίϐʔͷख͕ؒ૿͑ͨ
    model C
    model A
    model B
    teat A
    test B
    test C
    model A training A
    model B training B
    model C training C
    test scripts
    test data
    खಈͰίϐʔ
    4த৺ͷϞσϧ഑෍͸खಈͷ࡞ۀ͕ൃੜͨ͠ ಋೖ௚ޙ
    ਪ࿦
    ςετ༻Πϯελϯε

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  54. ˜;0;05FDIOPMPHJFT *OD
    όονม׵δϣϒΛར༻ͯ͠ςετΛ࣮ߦ͢ΔΑ͏ʹͨ͠
    !54
    ରࡦޙ
    ਪ࿦
    ֶश݁ՌΛͦͷ··Ϟσϧʹొ࿥
    ֶश݁Ռͷ4ϩέʔγϣϯΛࢦఆͯ͠Ϟσ
    ϧΛ࡞੒͢Δ
    ొ࿥ͨ͠ϞσϧΛࢀরͯ͠όον
    ม׵δϣϒΛఆٛ
    Ϟσϧͱ4ʹ഑ஔ͞ΕͨσʔλΛར༻ͯ͠
    ςετΛ࣮ߦՄೳ
    model C
    model A
    model B
    test A
    test B
    test C
    training A
    training A
    training A
    registered model C
    registered model A
    registered model B
    test data
    test data
    test data

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  55. ˜;0;05FDIOPMPHJFT *OD
    όονม׵ػೳΛར༻ͯ͠ςετΛ࣮ߦ͢ΔΑ͏ʹͨ͠
    !55
    model C
    model A
    model B
    test A
    test B
    test C
    training A
    training A
    training A
    registered model C
    registered model A
    registered model B
    test data
    test data
    test data
    ରࡦޙ
    ਪ࿦
    ֶश݁ՌΛͦͷ··Ϟσϧʹొ࿥
    ֶश݁Ռͷ4ϩέʔγϣϯΛࢦఆͯ͠Ϟσ
    ϧΛ࡞੒͢Δ
    ొ࿥ͨ͠ϞσϧΛࢀরͯ͠όον
    ม׵δϣϒΛఆٛ
    Ϟσϧͱ4ʹ഑ஔ͞ΕͨσʔλΛར༻ͯ͠
    ςετΛ࣮ߦՄೳ
    Ϟσϧͷ࡞੒

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  56. ˜;0;05FDIOPMPHJFT *OD
    όονม׵ػೳΛར༻ͯ͠ςετΛ࣮ߦ͢ΔΑ͏ʹͨ͠
    !56
    model C
    model A
    model B
    test A
    test B
    test C
    training A
    training A
    training A
    registered model C
    registered model A
    registered model B
    test data
    test data
    test data
    ରࡦޙ
    ਪ࿦
    ֶश݁ՌΛͦͷ··Ϟσϧʹొ࿥
    ֶश݁Ռͷ4ϩέʔγϣϯΛࢦఆͯ͠Ϟσ
    ϧΛ࡞੒͢Δ
    ొ࿥ͨ͠ϞσϧΛࢀরͯ͠όον
    ม׵δϣϒΛఆٛ
    Ϟσϧͱ4ʹ഑ஔ͞ΕͨσʔλΛར༻ͯ͠
    ςετΛ࣮ߦՄೳ
    όονม׵δϣϒ

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  57. ˜;0;05FDIOPMPHJFT *OD
    Ϟσϧ࡞੒͔Βόονม׵δϣϒ·ͰΛ$-*Ͱ࣮૷
    !57
    model C
    model A
    model B
    test A
    test B
    test C
    training A
    training A
    training A
    registered model C
    registered model A
    registered model B
    test data
    test data
    test data
    ରࡦޙ
    ਪ࿦
    4%,Λ༻͍ͯ։ൃػ͔Β
    ςετΛ࣮ߦ
    ςετ࣮ߦ$-*

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  58. ˜;0;05FDIOPMPHJFT *OD !58
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ֶश్தʹεφοϓγϣοτ
    ΛಘΔ͜ͱ͕Ͱ͖ͳ͍
    ֶशࡁΈϞσϧΛ4͔Β
    ςετ༻&$ʹμ΢ϯϩʔ
    υ͢Δ޻ఔ͕૿͑ͨ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    %-ϑϨʔϜϫʔΫͷ֦ுػ
    ೳΛ࢖͍ఆظతʹεφοϓ
    γϣοτΛ4ʹసૹ
    όονม׵δϣϒػೳΛར༻
    ͯ͠&$Λհͣ͞ςετ࣮ߦ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ར༻ଅਐͷҝͷऔΓ૊Έ

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  59. ˜;0;05FDIOPMPHJFT *OD !59
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    ਪ࿦
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ରࡦޙ
    ಋೖ
    ௚ޙ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ֶश్தʹεφοϓγϣοτ
    ΛಘΔ͜ͱ͕Ͱ͖ͳ͍
    ֶशࡁΈϞσϧΛ4͔Β
    ςετ༻&$ʹμ΢ϯϩʔυ
    ͢Δ޻ఔ͕૿͑ͨ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    %-ϑϨʔϜϫʔΫͷ֦ுػ
    ೳΛ࢖͍ఆظతʹεφοϓ
    γϣοτΛ4ʹసૹ
    όονม׵δϣϒػೳΛར༻
    ͯ͠&$Λհͣ͞ςετ࣮ߦ
    ར༻ଅਐͷҝͷऔΓ૊Έ

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  60. ˜;0;05FDIOPMPHJFT *OD
    ։ൃػΛத৺ͱͯ͠࡞ۀΛγϯϓϧʹ͢Δ͜ͱʹ੒ޭͨ͠
    ։ൃ؀ڥ͸͜Ε·Ͱͷ؀ڥΛྲྀ༻͠ɺֶशਪ࿦͸$-*Ͱ࣮ߦ͠ɺεφοϓγϣοτͷอଘ΋ࣗಈԽͨ͠
    ར༻ଅਐͷҝͷऔΓ૊Έޙ
    !60
    ./train
    ./test
    train.py test.py conf.yml
    test.py conf.yml test data
    train data
    train.py conf.yml
    job job job
    w ։ൃ؀ڥ͸
    ୆ʹू໿
    ֶशδϣϒ
    όονม׵δϣϒ
    w ֶशͱςετ͸։ൃػ
    ͔Β4%,Ͱ࣮ߦ
    w ֶशաఔ͸֎෦
    πʔϧʹग़ྗ
    w ιʔείʔυͱϞσϧ
    ͸δϣϒຖʹอଘ

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  61. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ొ৔ͨ͠πʔϧ܈Λ·ͱΊͨϨϙδτϦ
    !61
    IUUQTHJUIVCDPNUODIBJOFSTBHFNBLFSUPPMT
    ֶशδϣϒ΍ਪ࿦δϣϒΛ؆୯ʹ࣮ߦͰ͖ΔΑ͏ʹ͢Δπʔϧ
    ϩάͷ4MBDL࿈ܞ΍4΁ͷεφοϓγϣοτసૹΛ࣮ߦ͢Δ$IBJOFS&YUFOTJPO
    ʢͨͩ͠$IBJOFSݶఆʣ

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  62. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ͷΞδΣϯμ
    ୈҰ෦
    ୈೋ෦
    ݚڀ঺հ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    ɹ։ൃ
    ɹֶश
    ɹਪ࿦
    ·ͱΊ
    !62

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  63. ˜;0;05FDIOPMPHJFT *OD
    ·ͱΊ
    w ;0;03FTFBSDIͰ͸ɺ;0;0άϧʔϓ͕࣋ͭେྔͷσʔλΛݩʹͯ͠

    ʮϑΝογϣϯΛ਺஋Խ͢Δʯݚڀ׆ಈΛߦ͍ͬͯΔ
    w ݚڀͷܭࢉج൫ͱͯ͠4BHF.BLFSΛ࠾༻͍ͯ͠Δ
    w 4BHF.BLFS͸.-ϓϥοτϑΥʔϜͰ͋Γɺ.-։ൃۀ຿ͷϑϨʔϜϫʔΫͰ΋͋Δ
    w ಋೖʹ͸՝୊΋͕͋ͬͨɺ਺ʑͷ޻෉ʹΑͬͯεέʔϧ͢Δֶश؀ڥΛಘΔ͜ͱ͕Ͱ͖ͨ
    !63

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  64. ˜;0;05FDIOPMPHJFT *OD
    ࠾༻৘ใ
    w.-ΤϯδχΞ
    wػցֶशΞϧΰϦζϜͷ࣮૷ͱ1P$։ൃ
    IUUQTUFDI[P[PDPNSFDSVJU
    w43&
    Πϯϑϥͷઃܭɾ։ൃɾӡ༻ΛओମʹαʔϏεͷ৴པੑ޲্
    w "OESPJE J04 EFTJHOFS BOENPSF
    ϑΝογϣϯΛٕज़ͷྗͰม͍͑ͯ͘஥ؒΛ୳͍ͯ͠·͢ɻ
    !64

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