gokart導入のきっかけと運用の現状

2020年2月5日に開催されたMLOps勉強会の登壇資料です(https://m3-engineer.connpass.com/event/159721/)
m3devさんが作ったOSSであるgokartを導入したきっかけとその良さ、また運用についても触れます

Transcript

1. HPLBSUಋೖͷ͖͔͚ͬͱ
   ӡ༻ͷݱঢ়
   'SJOHF
   ਫ୩༏ే
   

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2. UFOBKJNBͰ͢
   w 'SJOHFॴଐ
   w ෺ཧग़਎ͷ৽ଔ೥໨
   w #BTFCBMMΤϯδχΞ ໺ٿ޷͖ͷਓ
   
   w ދౘ
   w 6OJQPTͷσʔλ׆༻Λ୲౰
   

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3. ܰʔ͘6OJQPTͷઆ໌Λ
   w ͜ͷ͋ͱͷઆ໌ͰʮΧʔυʯͳ
   Ͳͷݴ༿͕ग़ͯ͘ΔͷͰ;ΜΘ
   Γ಄ʹೖΕ͓͍͍ͯͯͩ͘͞
   w ैۀһಉ࢜Ͱײँͷݴ༿ͱͱ΋
   ʹগֹͷϘʔφεΛଃΓ߹͏
   w ŤƃũƄƃŢƄŒūŘż
   Χʔυ
   

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4. ΞδΣϯμ
   w HPLBSUΛಋೖ͢Δ·ͰͷܦҢ
   w HPLBSUͷ͍͍ͱ͜Ζ
   w HPLBSUͷӡ༻
   w ࠓޙͲ͏͍͖͍͔ͯͨ͠
   

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5. HPLBSUಋೖ·ͰͷܦҢ
   

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6. ػցֶशQJQFMJOFΛ஌Δ
   w NMQQͰ஌Δ
   w ·͞ʹOJTIJCB͞Μͷൃද͔Β஌Δ
   w "JSqPXͷ࿩΋ͦͷ৔Ͱ͋ͬͨ
   w ৭ʑௐ΂ͨ݁Ռ"JSqPX͕͕ͬͪ
   ΓɺMVJHJ͕͓खܰͬΆ͍ͱ஌Δ
   w ·ͣ͸MVJHJ͔Β࢖ͬͯΈΔ͜ͱʹ
   ͢Δ
   

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7. MVJHJΛ࢖ͬͯLBHHMFΛ΍ͬͯΈΔ
   w LBHHMFͷςϯϓϨΛ࡞Γ͍ͨͳʔͱࢥ͍ͬͯͨ࣌ظ
   w ʮ͋Ε ಛ௃ྔͲ͜·Ͱ࡞͚ͬͨͬͳ શ෦࡞Γ௚͔͢ʯ໰
   ୊ͷղܾ
   w ͚ͬ͜͏Αͦ͞͏ͩ͠ɺ࣍͸HPLBSU࢖ͬͯ΍ͬͯΈΑ͏
   

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8. HPLBSU࢖ͬͯLBHHMF΍ͬͯΈΔ
   HPLBSUΊͬͪΌศརͩΘ
   ྑ͞͸ޙड़
   
   

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9. 6OJQPTͷػೳͷЋ൛։ൃ
   w ෼ੳΛ͢Δͱ͖ຖճಉ͡Α͏ͳॲཧΛ͢ΔͷʹͲ͏΍ͬͯ
   ؅ཧ͠Α͏͔೰ΜͰ͍ͨ
   w #2͔ΒσʔλΛऔͬͯ͘Δͱ͖ʹΦʔόʔϔου͕ੜ͡Δ
   ໰୊ΛͲ͏͠Α͏͔೰ΜͰ͍ͨ
   w ຖճDTWͰอଘ͢Ε͹͍͍͚Ͳอଘํ๏ʹ೰ΜͰ͍ͨ
   w DBSE@GSJOHF@DTWͱ͔͕૿͍͑ͯ͘
   w Ћ൛։ൃͩ͠ࢥ͍੾ͬͯHPLBSU࢖͓͏ͱ౿Έ੾ͬͨ
   

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10. HPLBSU MVJHJ
    ͷ͍͍ͱ͜Ζ
    

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11. લఏ
    w OJTIJCB͞Μͱ͹Μ͘͠͞Μͷൃද͕͋ͬͨͷͰɺMVJHJ͕
    SFRVJSFTɺSVOɺPVUQVUͰͰ͖͍ͯΔΜͩͳʔͱ͍͏ͷ͕
    օ͞Μͷ಄ͷதʹ͋ΔͱࢥͬͯਐΊ͍͖ͤͯͨͩ͞·͢
    

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12. MVJHJͱHPLBSUͷ͍͍ͱ͜Ζ੗Έ෼͚
    w -
    MVJHJͷࢥ૝ͰಘΒΕΔ͍͍ͱ͜Ζ
    w (
    ͞ΒʹHPLBSU͔ͩΒಘΒΕΔ͍͍ͱ͜Ζ
    

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13. HPLBSU MVJHJ
    ͷ͍͍ͱ͜Ζ
    

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14. ޙ͔Βͷमਖ਼͕༰қ
    w -
    5BTL͝ͱʹίʔυ͕෼཭͞Ε͍ͯΔͷͰޙ͔Βͷमਖ਼
    ͕༰қɺނʹ࣍ʹਐΈ΍͍͢
    w ʮ෼཭͞ΕͯΔʯ࣍ͷλεΫ͸લͷλεΫ͕Ͳ͏͍͏Ξ
    ΢τϓοτΛ͢Δ͔͚ͩؾʹͯ͠Ε͹ྑ͍ SVO͸஌ΒΜ
    
    w ʮͳΜ͔͍·͍ͪίʔυ͕͖Ε͍͡Όͳ͍ؾ͕͢Δʜʯ
    ͚Ͳ͍࣍͜͏͕Ͱ͖Δ ΋ͬͱޮ཰తʹ͢Δͷ͸ޙ
    
    w ͖Ε͍ͳίʔυʹͰ͖ΔΑ͏ʹJTTVFʹ͓͋͛ͯ͘ͳͲ͠
    ͯɺະདྷͷࣗ෼ʹظ଴͢Δ
    

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15. ఆٛͽΐΜͽΐΜࡇΓ͕ݮΔ
    w %BUB1SPDFTTPS΍Β%BUB$BDIFS΍Β͕ͲͷλΠϛϯάͰ
    ԿΛ͍ͯ͠Δ͔͕ෆ໌ྎͩͳ͊
    w ͋Ε ͜ͷΫϥεͷMPBEϝιου͸ԿΛϩʔυͯ͠ΔΜ
    ͚ͩͬ ͽΐΜͽΐΜ
    
    w -
    ֤λεΫ͕ͦͷதͰԿΛड͚औͬͯɺԿΛు͖ग़͔͢໌
    ྎɺ͔ͭ%"(ʹΑ࣮ͬͯߦॱ͕Θ͔Γ΍͍͢
    

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16. ϨϏϡʔͷෛ୲͕ݮΔ
    w Ћ൛͔ͩΒεϐʔυײ࣋ͬͯ։ൃ͍ͨ͠
    w -
    ܾ·ͬͨΠϯλʔϑΣΠεʹै͍ͬͯΔͷͰɺͦͷΠϯ
    λʔϑΣΠεΛ಄ʹஔ͖ͳ͕ΒϨϏϡʔͰ͖Δ
    w (
    PVUQVUΛॻ͔ͳͯ͘΋QJDLMFͰอଘͯ͘͠ΕΔͷͰɺ
    ͞ΒʹݟΔ΂͖ͱ͜ΖΛݮΒͤΔ
    w ஫ࢹ͢Δͷ͸SVO͚ͩͰΑ͍
    

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17. ͞ΒʹMVJHJͱൺ΂ͯ
    HPLBSUͷ͍͍ͱ͜Ζ
    

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18. QBSBNFUFSΛҙࣝ͢ΔΑ͏ʹͳΔ
    w QBSBNFUFSλεΫ͝ͱͷύϥϝʔλ
    w (
    λεΫͰ༻͍ΔQBSBNFUFSʹΑͬͯอଘͷࡍʹ࢖ΘΕ
    Δϋογϡ஋͕มΘΔ
    w ࣮ݧʹΑͬͯࠩ෼͕ੜ͡Δ෦෼͸ͪΌΜͱQBSBNFUFSͰ
    ౉͠·͠ΐ͏
    w ύϥϝʔλʔόέπϦϨʔΛ͠ͳ͘ͳΔΑ͏ʹͳΔ
    

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19. ύϥϝʔλʔόέπϦϨʔͱ͸
    w MVJHJΛ࢖͍ͬͯͨͱ͖ʹɺࡶʹQBSBNFUFSΛ౉͍ͯͨ͜͠
    ͱʹΑΓੜͨ͡ෛ࠴
    w ࡶʹQBSBNFUFSΛ౉͢ͱ͸
    w SFRVJSFTͰࢦఆ͢ΔλεΫʹɺͦͷ·Μ·QBSBNFUFSΛ
    ౉ͪ͠Ό͏
    

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20. ύϥϝʔλʔόέπϦϨʔͱ͸
    (FU(SBQI
    ɾGSPN@EBUF
    ɾUFBN@JE
    ɾUP@EBUF
    Χʔυͷ΍ΓͱΓʹΑΔωοτϫʔΫΛͭ͘Γ͍ͨ
    

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21. ύϥϝʔλʔόέπϦϨʔͱ͸
    (FU$BSE
    ɾGSPN@EBUF
    ɾUP@EBUF
    (FU(SBQI
    ɾGSPN@EBUF
    ɾUFBN@JE
    ɾUP@EBUF
    Χʔυͷ΍ΓͱΓʹΑΔωοτϫʔΫΛͭ͘Γ͍ͨ
    

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22. ύϥϝʔλʔόέπϦϨʔͱ͸
    (FU$BSE
    ɾGSPN@EBUF
    ɾUP@EBUF
    (FU(SBQI
    ɾGSPN@EBUF
    ɾUFBN@JE
    ɾUP@EBUF
    ຊདྷ͜ͷλεΫ͕஌͍ͬͯͳͯ͘΋͍͍
    QBSBNFUFS·Ͱ஌ͬͯ͠·͍ͬͯΔ
    (FU$BSEʹ౉ͨ͢Ί͚ͩʹࢦఆ͍ͯ͠Δ
    

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23. ύϥϝʔλʔόέπϦϨʔͱ͸
    (FU$BSE
    ɾGSPN@EBUF
    ɾUP@EBUF
    (FU(SBQI
    ɾGSPN@EBUF
    ɾUFBN@JE
    ɾUP@EBUF
    (FU$FOUSBMJUZ
    ɾGSPN@EBUF
    ɾUFBN@JE
    ɾUP@EBUF
    όέπϦϨʔ͕ߦΘΕଓ͚Δͱ஍ࠈ
    

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24. QBSBNFUFSͷҙࣝେ੾ͬͯ
    HPLBSU͕ڭ͑ͯ͘Εͨ
    

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25. Ҿ͖ଓ͖
    HPLBSU MVJHJ
    ͷ͍͍ͱ͜Ζ
    

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26. ࣮ݧͷ͠΍͢͞ͱ࠶ݱੑͷ֬อ
    w (
    ࢖༻͢ΔύϥϝʔλʔʹΑͬͯϑΝΠϧ໊ʹϋογϡ஋
    ͕ͭ͘
    w MVJHJͷࠒ͸QBSBNFUFSΛ࢖ͬͯϑΝΠϧ໊ม͑ͯͨ

    DBSE@GSJOHF@DTWΈ͍ͨʹ
    
    w ͜Ε͸͜ΕͰ ϋογϡ஋ʹൺ΂Δͱ
    ݟ΍͍͢
    w อଘ͢Δͱ͖ਓ͕ؒؤுΒͳ͖Ό͍͚ͳ͍ͷͰਏ͍
    

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27. ͕͢͞NEFW
    

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28. HPLBSUͷMPHΛ͍͍ײ͡ͰMPBEͤͯ͘͞ΕΔ
    w (
    NEFWUIVOEFSCPMU
    

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29. HPLBSUͷMPHΛ͍͍ײ͡ͰMPBEͤͯ͘͞ΕΔ
    w (
    NEFWUIVOEFSCPMU
    w HPLBSUͰ࣮ݧճ͍ͯ͘͠ͳΒඞਢ
    

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30. HPLBSUͷӡ༻ ࢼߦࡨޡத
    
    

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31. ϥΠϒϥϦԽͯ͠࢖༻த
    w ͋ɺ͜ͷίʔυ͸Α͘࢖͏͔Β5BTLʹ͠Α͏ͬͯͳͬͨΒ
    5BTLॻ͍ͯϥΠϒϥϦʹͿͪ͜Ή
    w ࣮ݧͷOPUFCPPLͰͦͷ5BTLΛJNQPSUͯ͠࢖͏Α͏ʹͯ͠
    ͍Δ
    w OPUFCPPL಺ͰMVJHJCVJME
    ͍ͯ͠·͢
    

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32. ࠞಱͱ͖ͯͨ͠5BTLͩΒ͚ͷϥΠϒϥϦ
    w ͍Ζ͍Ζ5BTL͕ੜ·ΕΔͷͰʮ͋Ε ͜ͷ5BTL࡞ͬͨؾ͕
    ͢Δʯͬͯͷ͕ੜ·Ε͖ͯ·ͨ͠ ਓνʔϜͰ΋
    
    w TQIJOYΛ࢖ͬͯEPDTUSJOH͔ΒυΩϡϝϯτΛੜ੒͍ͯ͠
    ·͢
    w ࡶʹݕࡧ͢Δ͜ͱ͕Ͱ͖Δ
    

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33. TQIJOYͰੜ੒ͨ͠IUNM
    

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34. ࠓޙͲ͏͍͖͍͔ͯͨ͠
    

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35. ࠓޙͲ͏͍͖͍͔ͯͨ͠
    w Ћ൛ɺЌ൛΋HPLBSUͷΠϯλʔϑΣΠεͰ͍͖͍ͭͬͯͨ͘
    w 5BTL͕͘͢͝ଟ͘ͳͬͯ͠·͍ͬͯΔͷͰσϓϩΠ͢Δ
    όοδ͸΋ͬͱখ͘͞ϦϦʔε͍ͯ͘͜͠ͱ΋ߟ͍͑ͨ
    w HPLBSUʹίϯτϦϏϡʔτ͍͖͍ͯͨ͠!
    

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36. ·ͱΊ
    

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37. ·ͱΊ
    w HPLBSUΛ࢖͏͜ͱͰ
    w εϐʔυײ࣋ͬͯ
    w ϨϏϡʔͷෛ୲ΛݮΒͯ͠
    w ࠶ݱੑ΋୲อ͠ͳ͕Β
    w ͪͬͪΌ͘ίπίπͱՁ஋͋Δ΋ͷΛੜΈग़ͤΔͧ
    

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38. ڵຯΛ࣋ͬͨਓ͸ͥͻTUBSΛ⭐
    ˞๻͸'SJOHFͷਓͰ͢
    NͷਓͰ͸͍͟͝·ͤΜ
    

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39. ࠙਌ձͰ͓࿩͍ͨ͠ͳ͊
    w 'SJOHFͬͯͲ͏͍͏ձࣾͳͷ
    w 'SJOHFʹ΋σʔλ෼ੳνʔϜ͋ͬͨΜͩ
    w 6OJQPTͬͯαʔϏε͓΋͠Ζͦ͏
    w ࠓ6OJQPTͰͲ͏͍͏෼ੳͯ͠Δͷ ࿩ͤΔൣғͰ࿩͠·͢
    
    

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40. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠
    

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