Upgrade to Pro — share decks privately, control downloads, hide ads and more …

機械学習デプロイを支えるコンテナ技術(Machine Learning on Docker)

機械学習デプロイを支えるコンテナ技術(Machine Learning on Docker)

chie8842

May 15, 2018
Tweet

More Decks by chie8842

Other Decks in Technology

Transcript

  1. ػցֶशσϓϩΠΛࢧ͑Δίϯςφٕज़
    $IJF)BZBTIJEB

    View Slide

  2. 8IPBN*
    •  $IJF)BZBTIJEB 5XJUUFS!DIJF

    •  ػցֶशΤϯδχΞ!ΫοΫύου
    •  ݩ๭4*FSͷιϑτ΢ΣΞΤϯδχΞ
    –  %BUBCBTF
    –  )BEPPQ 4QBSLʢίϯτϦϏϡʔλʣ
    –  .BDIJOF-FBSOJOH
    •  େֶͰ͸੠࣭ม׵ʢ/"*45ʣ
    •  %PDLFS͸ҰԠॳظ͔Β৮͚ͬͯͨͲ࠷ۙΩϟονΞοϓ͖͠Εͯͳ͍

    8FC%#1SFTTͰ
    ػցֶशΞϓϦ࡞੒ͷ
    ೖ໳هࣄΛॻ͍ͨ
    1Z$PO+1Ͱ
    1Z4QBSLʹ͍ͭͯൃද

    View Slide

  3. ࣮ݧ؅ཧͷ044࡞ͬͨΓ
    •  FBTZ@OPUJGJFS
    IUUQTHJUIVCDPNDIJFFBTZ@OPUJGJFS
    •  &91450$,
    IUUQTHJUIVCDPNDIJFFYQTUPDL

    View Slide

  4. ࠓ೔ͷ͓͸ͳ͠
    •  ػցֶशͷൃలͱίϯςφٕज़
    •  ίϯςφ؀ڥʹ͓͚ΔػցֶशͷσϓϩΠ


    View Slide

  5. 8IBUJT.BDIJOF-FBSOJOH
    ػցֶशͱ͸ɻɻɻ
    lਓ͕ؒࣗવʹߦ͍ͬͯΔֶशೳྗͱಉ༷ͷػೳΛίϯ
    ϐϡʔλͰ࣮ݱ͠Α͏ͱ͢Δٕज़ɾख๏zGSPN8JLJQFEJB
    •  ෺ମݕग़
    •  จॻ෼ྨ
    •  ৘ใਪન
    •  Ի੠ೝࣝ
    ͳͲͰར༻͞ΕΔ

    View Slide

  6. ࣮͸ཧ࿦ࣗମ͸͔ͳΓੲ͔Β͋ͬͨɻ
    ػցֶशαʔϏεͷ̎ͭͷϋʔυϧ

    w  ػցֶशΞϧΰϦζϜͷ࣮ݱͷ೉͠͞
    w  ΞϓϦέʔγϣϯͱͯ͠ͷಋೖͷ೉͠͞

    View Slide

  7. ࣮͸ཧ࿦ࣗମ͸͔ͳΓੲ͔Β͋ͬͨɻ
    ػցֶशαʔϏεͷ̎ͭͷϋʔυϧ

    w  ػցֶशΞϧΰϦζϜͷ࣮ݱͷ೉͠͞
    w  ΞϓϦέʔγϣϯͱͯ͠ͷಋೖͷ೉͠͞

    View Slide

  8. ػցֶशͷϓϩηε
    ֶश ਪ࿦
    σʔλͷಛ௃Λද͢ʮϞσϧʯ
    Λ࡞Δ
    ࡞ͬͨʮϞσϧʯΛ࢖ͬͯσʔ
    λʹରͯ͠ਪ࿦Λߦ͏
    Ϟσϧ
    Ϟσϧ
    犬の確率: 0.05%
    猫の確率: 0.95%

    View Slide

  9. ػցֶशΞϧΰϦζϜͷ࣮ݱͷ೉͠͞
    ػցֶशϞσϧͷߏஙʹ͸ɺେྔͷσʔλ΍େن໛ͳܭࢉ
    Ϧιʔε͕ඞཁͱ͞ΕΔɻ
    w  ཧ࿦ΛͻΒΊ͍ͯ΋࣮ݧΛߦ͑ͳ͍
    w  ݶΒΕͨ؀ڥͰ͔࣮͠ݱͰ͖ͳ͍
    ͱ͍ͬͨঢ়گ͕ଓ͖ɺͳ͔ͳ͔࣮༻ʹ͸ࢸΒͳ͔ͬͨɻ

    View Slide

  10. ػցֶशൃలͷഎܠ
    •  ػցֶश͸Ϧαʔν͔Βঃʑʹ࣮༻ஈ֊ʹ
    –  Ϗοάσʔλج൫ͷਐา
    –  (16౳ͷߴ଎ܭࢉϦιʔεͷਐԽ
    –  ػցֶशϥΠϒϥϦͷཱ֬
    –  "SYJW౳ʹΑΔ࿦จͷެ։
    –  (JU)VCʹΑΔιʔείʔυͷެ։
    ୭Ͱ΋ػցֶशΛߦ͑ΔΑ͏ʹͳͬͨ

    View Slide

  11. ࣮͸ཧ࿦ࣗମ͸͔ͳΓੲ͔Β͋ͬͨɻ
    ػցֶशαʔϏεͷ̎ͭͷϋʔυϧ

    w  ػցֶशΞϧΰϦζϜͷ࣮ݱͷ೉͠͞ˠ ͋Δఔ౓
    ΫϦΞʁ
    w  ΞϓϦέʔγϣϯͱͯ͠ͷಋೖͷ೉͠͞

    View Slide

  12. ػցֶशͷ࣮༻ʹ͓͚Δ΋͏Ұͭͷน
    •  ϞϊϦγοΫͳ؀ڥʹ͓͍ͯɺػցֶशಋೖ͸೉͍͠΋
    ͷͩͬͨɻ
    –  ιϑτ΢ΣΞελοΫͷҧ͍
    –  ඇػೳཁ݅
    4FSWFS
    -PHJD"
    -PHJD#
    -PHJD&
    -PHJD%
    -PHJD$
    .POPMJUIJD"SDIJUFDUVSF

    View Slide

  13. ιϑτ΢ΣΞελοΫͷҧ͍
    •  ;ͭ͏ͷΞϓϦέʔγϣϯ։ൃͱػցֶशΞϓϦέʔ
    γϣϯͰ͸ɺར༻͞ΕΔϓϩάϥϛϯάݴޠ΍ϥΠϒϥ
    Ϧ͕ҟͳΔ



    ;ͭ͏ͷΞϓϦέʔγϣϯ

    ػցֶश
    3VCZ

    View Slide

  14. ඇػೳཁ݅
    •  σʔλαΠΤϯςΟετʹͱͬͯɺαʔϏε։ൃʹ
    ඞཁͳඇػೳཁ݅ͷݕ౼͸೉͍͠
    w  Ϟσϧͷߏங
    w  σʔλॲཧ
    w  ݁ՌͷՄࢹԽ
    w  ύϑΥʔϚϯε
    w  ϝϯςφϯαϏϦςΟ
    w  ϞχλϦϯά
    w  ֦ுੑ
    w  ৑௕ԽFUD
    σʔλαΠΤϯςΟετ

    View Slide

  15. ඇػೳཁ݅
    •  σʔλαΠΤϯςΟετʹͱͬͯɺαʔϏε։ൃʹ
    ඞཁͳඇػೳཁ݅ͷݕ౼͸೉͍͠
    w  ύϑΥʔϚϯε
    w  ϝϯςφϯαϏϦςΟ
    w  ϞχλϦϯά
    w  ֦ுੑ
    w  ৑௕ԽFUD
    ۩ମతʹ͸ɻɻɻ
    w  ෳࡶͳػցֶशύΠϓϥΠϯಋೖʹΑΔ
    άϧʔίʔυԽ
    w  ଞͷϩδοΫ෦෼ͱͷϦιʔεڝ߹
    w  ΞϓϦέʔγϣϯͷ੹೚෼ղ఺ͷ
    ͍͋·͍͞
    ͳͲͳͲ

    View Slide

  16. ίϯςφٕज़ͷਐาʹΑΔ
    ػցֶशͷϚΠΫϩαʔϏεԽ
    •  ಠཱͨ͠ιϑτ΢ΣΞελοΫ
    •  Ϧιʔεͷ෼཭
    •  ඇػೳཁ݅ΛઃఆϑΝΠϧͰ؅ཧ
    •  ࡞ۀ෼୲͕໌֬Խ
    •  $POUJOVPVT%FMJWFSZ
    ʢ#MVF(SFFO%FQMPZNFOUɺ"#ςετʣ


    $POUBJOFS" $POUBJOFS# $POUBJOFS&
    $POUBJOFS%
    $POUBJOFS$
    .JDSPTFSWJDFT"SDIJUFDUVSF
    $MVTUFS
    .-
    "QQMJDBUJPO

    View Slide

  17. ػցֶशͷ࣮༻ʹ͓͚Δ΋͏Ұͭͷนʢ࠶ܝʣ
    •  ϞϊϦγοΫͳ؀ڥʹ͓͍ͯɺػցֶशಋೖ͸೉͍͠΋
    ͷͩͬͨɻ
    –  ιϑτ΢ΣΞελοΫͷҧ͍
    –  ඇػೳཁ݅
    4FSWFS
    -PHJD"
    -PHJD#
    -PHJD&
    -PHJD%
    -PHJD$
    .POPMJUIJD"SDIJUFDUVSF

    View Slide

  18. ػցֶशͷ࣮༻ʹ͓͚Δ΋͏Ұͭͷนʢ࠶ܝʣ
    •  ϞϊϦγοΫͳ؀ڥʹ͓͍ͯɺػցֶशಋೖ͸೉͍͠΋
    ͷͩͬͨɻ
    –  ιϑτ΢ΣΞελοΫͷҧ͍
    –  ඇػೳཁ݅
    ಋೖ࣌ʹ͋·Γ໰୊ʹͳΒͳ͘ͳΔ
    ίϯςφٕज़ʹΑΓࠓ·Ͱͷػցֶश
    ΞϓϦέʔγϣϯಋೖͷ೉͕͠͞ղফ͞Εͭͭ͋Δ

    View Slide

  19. ͱ͸͍͑ΞʔΩςΫνϟͷෳࡶ͕͞શ͘
    ͳ͘ͳͬͨΘ͚Ͱ͸ͳ͍

    View Slide

  20. ΞʔΩςΫνϟݕ౼ྫᶃ
    ίϯςφͷ෼཭
    •  QSFQSPDFTTJOH QPTUQSPDFTTJOHͱϞσϧʹΑΔਪ࿦͸
    ඞཁͳϦιʔελΠϓ͕ҟͳΔɻ
    •  ෳࡶͳύΠϓϥΠϯ΍Ϟσϧͷ࠶ར༻Λߦ͏৔߹͸
    ίϯςφΛ෼͚Δઃܭ͕ඞཁ
    $POUBJOFS
    QSFQSPDFTT QPTUQSPDFTT
    $POUBJOFS
    QSFEJDU
    $POUBJOFS
    QSFQSPDFTT QPTUQSPDFTT
    4FSWJDF#
    4FSWJDF"

    View Slide

  21. ΞʔΩςΫνϟݕ౼ྫᶄ
    εέʔϥϏϦςΟͷઃܭ
    •  ϨεϙϯελΠϜ΍εϧʔϓοτʹԠͨ͡ੑೳઃܭ͕ඞཁ
    $POUBJOFS
    (8ɺ
    -#
    $POUBJOFS
    $POUBJOFS

    View Slide

  22. ΞʔΩςΫνϟݕ౼ྫᶄ
    ίϯςφ഑ஔઃܭ
    w  ϦιʔεΛϑϧʹ࢖͑ͳ͍ߏ੒
    $16 $16 $16 $16
    ίϯςφ"
    $16 $16 $16 $16
    ίϯςφ#
    $16 $16 $16 $16
    ίϯςφ"
    $16 $16 $16 $16
    ίϯςφ#
    ίϯςφ" ίϯςφ#
    w  ϦιʔεΛϑϧʹ࢖͍͑ͯΔߏ੒

    View Slide

  23. ΞʔΩςΫνϟݕ౼ྫᶅ
    (16؀ڥ΁ͷσϓϩΠͷ೉͠͞
    •  DHSPVQʹΑΔϦιʔε؅ཧͷର৅֎
    •  (16Ϧιʔεͷ؂ࢹͷಋೖ
    •  (,&Ͱ΋BMQIBΫϥελͰ͔͠࢖͑ͳ͍CFUBʹͳͬͨʁ
    ͳͲ

    ͨͩ͠ɺਪ࿦ʹ͓͍ͯ(16͕ඞཁͳ৔߹͸গͳ͍ͨΊɺ
    ໰୊ͱͳΒͳ͍έʔε͕ଟ͍

    View Slide

  24. ΞʔΩςΫνϟݕ౼ྫᶆ
    Ϟσϧ࠶ֶश
    Ϟσϧͷ࠶ֶशʹ͸(16؀ڥͱͷ࿈ܞ͕ඞཁ
    $POUBJOFS0SDIFTUSBUJPO
    1SFEJDU
    $POUBJOFS
    1SFEJDU
    $POUBJOFS
    4UPSBHF
    .PEFMT
    ├ W
    └ W
    (16*OTUBODF
    5SBJO+PC

    View Slide

  25. ϓϩμΫτ΁ͷظ଴
    ˙,VCFGMPX
    •  ݸਓతͳײ૝ͱͯ͠͸ɺதখن໛ͷར༻ʹରͯ͠͸
    εϖοΫΦʔόͳؾ΋͢Δɻ
    –  UGTFSWJOH͸ศར͕ͩɺͦΕ୯ମͰे෼͔΋ʁ
    –  ෼ࢄֶश͕ඞཁͳن໛ͷϓϩδΣΫτ͕ଟ͘͸ͳ͍
    –  ࣮ݧ؀ڥͱϓϩμΫγϣϯ؀ڥͷ੾Γ෼͚

    ˙ϑϧϚωʔδυαʔϏε
    •  4BHF.BLFS
    •  $MPVE.-&OHJOF
    •  "[VSF.-

    View Slide

  26. ࣮ݧ͔࣌Β%PDLFSΛར༻͢Δ
    •  ਂ૚ֶशͷͨΊͷOWJEJBEPDLFS
    ɹɹɹɹIUUQTHJUIVCDPN/7*%*"OWJEJBEPDLFS

    View Slide

  27. ࣮ݧ͔࣌Β%PDLFSΛར༻͢Δ
    •  $PPLJF$VUUFS%PDLFS4DJFODF
    IUUQTHJUIVCDPNEPDLFSTDJFODFDPPLJFDVUUFSEPDLFSTDJFODF
    –  Ϧαʔνϟ΋%PDLFSΛར༻͢Δ
    –  ࣮ݧஈ֊͔Β؀ڥΛڞ௨Խ
    •  ࣮ݧͷڞ༗
    •  ࠶ݱੑͷ୲อ
    •  σϓϩΠͷ͠΍͢͞

    View Slide

  28. %PDLFSΛར༻ͨ͠ςετ
    Enterprise
    HJUQVTI
    w  ΞϓϦέʔγϣϯͱͯ͠ͷ
    Ϣχοτςετ
    w  Ϟσϧਫ਼౓ςετ
    w  ࣮ߦ࣌ؒςετ

    View Slide

  29. ·ͱΊ
    •  ίϯςφٕज़͸͍·΍ػցֶशσϓϩΠʹ͔ܽͤͳ͍
    ଘࡏͱ͍͍͍ͬͯ
    •  ϚΠΫϩαʔϏεԽʹΑΓશ͕ͯղܾ͢ΔΘ͚Ͱ͸ͳ͍
    –  ϓϩμΫγϣϯσϓϩΠ࣌ʹ͸ΠϯϑϥΤϯδχΞ
    ͷϨϏϡʔʹΑΔαʔϏεͷݎ࿚ੑͷ୲อ͸ඞཁ
    •  ࣮ݧ͔࣌ΒσϓϩΠΛҙࣝͨ͠ίϯςφར༻Λߦ͏͜ͱ
    Ͱޮ཰ੑ͕͕͋Δ
    •  ෼ࢄֶश΍(16Λ༻͍ͨਪ࿦΁ͷରԠɺϑϧϚωʔδυ
    αʔϏε΁ͷظ଴

    View Slide