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試行錯誤のための Docker 活用術

試行錯誤のための Docker 活用術

PyCon Kyushu in Okinawa 2019

Yuki Ishikawa

May 18, 2019
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  1. ࢼߦࡨޡͷͨΊͷ%PDLFS׆༻ज़
    1Z$PO,ZVTIVJO0LJOBXB
    !IPUP

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  2. View Slide

  3. ஌ͬͯ΄͍͜͠ͱ
    w %PDLFS͸γεςϜ։ൃͷͨΊ͚ͩͷ΋ͷͰ͸ͳ͍
    w σʔλ෼ੳ ػցֶशΛߦ͏ࡍͷࢼߦࡨޡͷͨΊͷπʔϧͱͯ͠ศར

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  4. ࿩͢͜ͱ
    %PDLFSͱ͸ͳʹ͔ NJO

    %PDLFSಋೖʹΑͬͯಘΒΕΔ΋ͷ NJO

    %PDLFSಋೖͷצॴ NJO

    %PDLFSςΫχοΫ̐બ NJO

    σϞ ͕࣌ؒ༨Ε͹

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  5. ࿩͞ͳ͍͜ͱ
    w %PDLFSͷࡉ͔͍࢖͍ํ
    w ίϚϯυΦϓγϣϯ΍%PDLFSpMFͷه๏ͳͲ
    w γεςϜ։ൃͷจ຺Ͱͷ%PDLFS
    w ΦʔέετϨʔγϣϯ ,VCFSOFUFT
    ͳͲ

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  6. ͓લ୭Αʁ

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  7. !IPUP
    ͪΎΒσʔλגࣜձࣾ
    σʔλΞφϦετ
    ԭೄࡏॅ Ҡॅ̎೥໨

    1Z$PO,ZVTIVӡӦϝϯόʔ

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  8. %PDLFSͱ͸ͳʹ͔

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  9. ·͡Ίʁʹղઆ͢Δ%PDLFS

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  10. %PDLFS
    w ίϯςφܕͷԾ૝Խπʔϧ
    w ϗετ04ͱΧʔωϧΛڞ༗͢Δ
    w -JOVYͰ͔͠ಈ͔ͳ͍ ˞

    w ىಈ͕ര଎
    ˞%PDLFS%FTLUPQ NBD04 8JOEPXT
    Ͱ͸ɺ-JOVY7.Λ

    ɹ࡞ͬͯͦͷ্Ͱ%PDLFS&OHJOFΛಈ͔͍ͯ͠Δ
    ϋʔυ΢ΣΞ
    04Χʔωϧ
    %PDLFSΤϯδϯ
    ίϯςφϓϩηε ίϯςφϓϩηε
    ϋʔυ΢ΣΞ
    ϋΠύʔόΠβ
    04Χʔωϧ
    ϓϩηε ϓϩηε
    04Χʔωϧ
    ϋΠύʔόΠβܕ
    ίϯςφܕ

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  11. Πϝʔδͱίϯςφ
    ʮΠϝʔδʯΛىಈ SVO
    ͢Δͱʮίϯςφʯ͕Ͱ͖Δ
    Πϝʔδ
    ίϯςφ
    ίϯςφ
    ίϯςφ
    %PDLFSpMF
    CVJME
    SVO
    ྫɿ1ZUIPOͷΠϝʔδΛىಈ͢Δͱɺ1ZUIPO͕ಈ͘ίϯςφ͕Ͱ͖Δ

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  12. ΠϝʔδΛ࡞Δ
    w Πϝʔδʹରͯ͠ૢ࡞Λద༻ͨ͠΋ͷΛ

    ৽͍͠Πϝʔδͱͯ͠อଘ͢Δ
    w มߋΛੵΈॏͶͯ৽͍͠ΠϝʔδΛ

    ࡞͍ͬͯ͘
    w %PDLFSpMFΛॻ͍ͯϏϧυ͢Δ
    ΞϓϦέʔγϣϯ͕
    ಈ͘Πϝʔδ
    EPDLFSCVJMEUNZBQQJNBHF

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  13. ΠϝʔδΛڞ༗͢Δ
    w ίϯςφϨδετϦͱݺ͹ΕΔ

    αʔϏεͰΠϝʔδΛڞ༗Ͱ͖Δ
    w %PDLFSެࣜͷίϯςφϨδετϦ͕

    %PDLFS)VC
    Πϝʔδ Πϝʔδ
    QVTI QVMM

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  14. ίϯςφΛىಈ͢ΔࡍͷΦϓγϣϯ
    w ؀ڥม਺Λઃఆ
    w ϘϦϡʔϜΛϚ΢ϯτ
    w ϙʔτΛׂΓ౰ͯ
    FUD
    ίϯςφ
    Πϝʔδ
    EPDLFSSVOJUa
    F%"5"#"4&@63-NZTRMa
    W QXE
    BQQa
    Qa
    NZBQQJNBHFa
    QZUIPOBQQQZ

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  15. पลπʔϧ
    w %PDLFS$PNQPTF
    w ෳ਺ͷίϯςφΛ·ͱΊͯىಈ͢ΔͨΊͷπʔϧ
    w ,VCFSOFUFT
    w ίϯςφӡ༻ͷͨΊͷπʔϧ ΦʔέετϨʔγϣϯπʔϧͱ΋
    w σϓϩΠ εέʔϦϯά ϩʔυόϥϯγϯά
    w ػցֶशӡ༻ج൫ .-0QT
    Ͱ΋Α͘࢖ΘΕΔ

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  16. ͳΔ΄ͲΘ͔ΒΜ

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  17. งғؾͰཧղ͢Δ%PDLFS
    ˞େ͍ʹओ؍ؚ͕·ΕΔઆ໌

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  18. 2ʮ7JSUVBM#PYΈ͍ͨͳ΋Μʁʯ
    w ޿͘ʮԾ૝Խٕज़ʯͱ͍͏ҙຯͰ͸ͦ͏
    w ༻్ͱͯ͠ʮϗετ04ͷ্Ͱήετ04Λಈ͔ٕ͢ज़ʯ͔ͱ͍͏ͱɺ

    ͦΕͱ͸ͪΐͬͱงғؾ͕ҧ͏

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  19. "ʮ%PDLFS͸+BWBͱಉ͡ʯ
    ʮ࣮ߦՄೳͳΧλϚϦ ΞϓϦέʔγϣϯ
    Λ࡞Δʯͱ͍͏఺Ͱಉ͡
    +BWB %PDLFS
    +BWBͷίʔυΛॻ͘ %PDLFSpMFΛॻ͘
    ίϯύΠϧ͢Δ KBSϑΝΠϧ͕Ͱ͖Δ
    Ϗϧυ͢Δ Πϝʔδ͕Ͱ͖Δ

    +BWBϥϯλΠϜ +3&
    Ͱ࣮ߦ͢Δ

    ϓϩηε͕ಈ͘

    ίϯςφϥϯλΠϜͰ࣮ߦ͢Δ

    ίϯςφ͕ಈ͘

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  20. ྫ(JU-BC
    w IUUQTBCPVUHJUMBCDPN
    w Φʔϓϯιʔεͷ(JUϦϙδτϦϗεςΟϯάπʔϧ
    w (JU)VCΈ͍ͨͳ΍ͭ ࡶ

    w ࣗલͷαʔόͰಈ͔ͤΔ

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  21. (JU-BCΛಈ͔͢ํ๏
    ͜ΕΒͷιϑτ΢ΣΞΛ
    ద੾ʹΠϯετʔϧ͠ɺ
    ద੾ʹಈ࡞͢ΔΑ͏ʹઃఆ͠ɺ
    ӡ༻͢Δ
    ΞϓϦέʔγϣϯຊମ

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  22. ʘ ΍͹͍
    ʗ

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  23. %PDLFSͰ(JU-BCΛಈ͔͢ํ๏
    %PDLFSΠϝʔδ
    த਎͸Α͘Θ͔Βͳ͍͕ɺͱʹ͔͘
    ࣮ߦ͢Ε͹(JU-BC͕ಈ͘ΧλϚϦ

    $ docker pull gitlab/gitlab-ce
    (JU-BCެ͕ࣜఏڙ͍ͯ͠ΔϏϧυࡁΈΠϝʔδΛ
    %PDLFS)VC͔Βμ΢ϯϩʔυ EPDLFSQVMM

    (JU-BC͕ಈ͘ίϯςφ
    ࣮ߦ
    EPDLFSSVO

    σʔλͷอଘઌ
    ετϨʔδ

    Ϛ΢ϯτ
    (JU-BC͕ಈ͍ͨʂʂʂ

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  24. ʘ ͍͢͝
    ʗ

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  25. ষ·ͱΊ
    %PDLFS͸+BWB
    ޠฐ͔͠ͳ͍

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  26. %PDLFSಋೖʹΑͬͯ

    ಘΒΕΔ΋ͷ

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  27. ʮࢼߦࡨޡʯͱ͸
    w ͜ͷ࿩ͷதͰͷʮࢼߦࡨޡʯ

    ʮσʔλ෼ੳ΍ػցֶशʹऔΓ૊Ήࡍͷ࣮ݧϓϩηεʯͷ͜ͱ
    w ΞΧσϛοΫϏδωε͸໰Θͳ͍

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  28. σʔλʹର͢Δࢼߦࡨޡ
    w ʮσʔλʯ͔Βظ଴͢Δʮ݁ՌʯΛಘ͍ͨ
    w ͦͷͨΊʹʮσʔλʯʹద༻͢Δ

    ʮΞϓϩʔνʯΛࢼߦࡨޡ͍ͨ͠
    w ͦͷͨΊʹʮΞϓϩʔνʯΛ࣮ݱ͢ΔͨΊͷ

    ʮ؀ڥʯΛ࡞Δඞཁ͕͋Δ
    σʔλ
    ݁Ռ" ݁Ռ#
    Ξϓϩʔν" Ξϓϩʔν#
    ؀ڥ

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  29. ྫɿ೔ຊޠͷจষσʔλ͔Β୯ޠͷ෼ࢄදݱΛ࡞Γ͍ͨ
    ͦΕͧΕΛࢼͨ͢ΊʹͦΕͧΕͷ؀ڥߏங͕͍Δ
    .F$BC
    +6."/
    4FOUFODF1JFDF
    FUD
    8PSE7FD
    GBTU5FYU
    FUD
    ੨ۭจݿ
    5XJUUFS
    FUD
    8JLJQFEJB
    ʷ ʷ
    σʔλ ݁Ռ
    τʔΫφΠβ
    ෼ࢄදݱ
    ΞϧΰϦζϜ
    Ϟσϧֶशʹ࢖͏
    ίʔύε

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  30. ͋Γ͕ͪͳ໰୊
    w "ΛೖΕͯΈ͕ͨμϝͩͬͨ
    w #ΛೖΕͯΈ͕ͨμϝͩͬͨ
    w $ΛೖΕͯΈͨΒ͏·͍ͬͨ͘
    w $͕ಈ͘؀ڥΛ࠶ݱ͠Α͏ͱͯ͠΋Ͱ͖ͳ͍PSͱͯ΋େม
    w ґଘؔ܎͕͙ͪΌ͙ͪΌʹͳ͍ͬͯΔ
    w ʮ͜ͷαʔόͰͳΒಈ͔ͤ·͢ʂʂʂʯ

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  31. View Slide

  32. %PDLFSಋೖʹΑͬͯಘΒΕΔ΋ͷ
    ˣ
    ʮ؀ڥͷ࠶ݱੑʯ

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  33. ʮ؀ڥͷ࠶ݱੑʯ͕͋Δ͜ͱͷྑ͞
    w ϩʔϧόοΫ͕༰қ
    w յΕͨΒίϯςφΛফͯ͠࡞Γ௚ͤ͹ྑ͍
    w ؾ݉Ͷͳ͘؀ڥΛյͤΔɺνϟϨϯδ͠΍͍͢
    w ϙʔλϒϧ
    w %PDLFSpMF΋͘͠͸ΠϝʔδΛڞ༗͢Δ͚ͩͰಉ͡؀ڥ͕࡞ΕΔ
    w νʔϜϝΠτ΍ސ٬ͷ؀ڥͰಉ͡΋ͷΛ͙͢ʹಈ͔ͤΔ
    w ؀ڥͦͷ΋ͷΛόʔδϣϯ؅ཧԼʹஔ͚Δ
    w %PDLFSpMFΛόʔδϣϯ؅ཧ͢Ε͹ͦΕ͕ʮ؀ڥߏஙͷखॱॻʯʹͳΔ

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  34. %PDLFSಋೖͷצॴ

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  35. ͨͩ%PDLFSΛ࢖͑͹ྑ͍Θ͚Ͱ͸ͳ͍
    ϋʔυ΢ΣΞ
    04Χʔωϧ
    %PDLFSΤϯδϯ
    6CVOUVίϯςφ
    πʔϧ
    πʔϧ
    πʔϧ
    ґଘύοέʔδ
    ґଘύοέʔδ
    ṖεΫϦϓτ தؒσʔλ
    ϩάσʔλ
    தؒσʔλ
    ͳʹ΋Θ͔Βͳ͍

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  36. ؾΛ͚ͭΔ΂͖͜ͱ
    w ίϯςφΛεςʔτϨεʹอͭ
    w ͜·ΊʹߏஙखॱΛηʔϒ͢Δ

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  37. ίϯςφΛεςʔτϨεʹอͭ
    w ʮ؀ڥͷ࠶ݱੑʯͷԸܙͷҰͭ͸ʮΧδϡΞϧʹഁյͰ͖Δʯ
    w ίϯςφ಺ʹॏཁͳσʔλΛอ࣋͢Δ εςʔτϑϧʹ͢Δ
    ͱɺ

    ίϯςφΛΧδϡΞϧʹഁյͰ͖ͳ͍ʂʂ
    w ίϯςφΛফ͢ͱॏཁͳσʔλ͝ͱফ͑ͯ͠·͏ͨΊ
    w ʮίϯςφ͸ϓϩηεʯͱߟ͑ํΛ͍ͯ͠Ε͹ɺ

    ʮ͍ͭফ͑ͯ΋͓͔͘͠ͳ͍΋ͷʯͱ͍͏͜ͱ͕ཧղ͠΍͍͢͸ͣ

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  38. ίϯςφΛεςʔτϨεʹอͭ
    w ॏཁͳσʔλ΍࡞ۀϩάΛ

    ίϯςφ಺ʹอଘ͠ͳ͍
    w ফ͑ͨΒࠔΔσʔλ͸

    ʮϚ΢ϯτͨ͠ετϨʔδʯ͔

    ʮίϯςφ֎ͷ%#ʯʹอଘ͢Δ
    Ϛ΢ϯτͨ͠

    ετϨʔδ
    ίϯςφ
    ֎෦

    %#

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  39. ͜·ΊʹߏஙखॱΛηʔϒ͢Δ
    w ࢼߦ͕͏·͍ͨ͘͘ͼʹɺʮ͜Ε͕࠷৽ͷ͏·͍ͬͨ͘؀ڥʯͱ͍͏

    ηʔϒϙΠϯτΛ࡞Δ
    w %PDLFSpMFΛॻ͍ͯΠϝʔδΛ࡞Γ௚͢ͷ͕ཧ૝త
    w ߏஙखॱΛγΣϧεΫϦϓτʹϝϞ͓͍ͯͯ͠ɺ͋ͱͰ·ͱΊͯ

    %PDLFSpMFʹҠ͢ɺͱ͍͏΍ΓํͰ΋ྑ͍

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  40. ؾΛ͚ͭΔ΂͖͜ͱ
    w ίϯςφΛεςʔτϨεʹอͭ
    w ͜·ΊʹߏஙखॱΛηʔϒ͢Δ

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  41. %PDLFSςΫχοΫ̐બ

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  42. ςΫχοΫ΋͘͡
    "OBDPOEBΛϕʔεʹ͢Δͱָ
    +VQZUFSΛ࢖͏ͱ͖͸JOJUͨ͠ํ͕͍͍
    ίϯςφ಺͔Β(16Λ࢖͏ํ๏
    (6*ΞϓϦ΋%PDLFSͰىಈͰ͖Δ

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  43. ςΫχοΫ΋͘͡
    "OBDPOEBΛϕʔεʹ͢Δͱָ
    +VQZUFSΛ࢖͏ͱ͖͸JOJUͨ͠ํ͕͍͍
    ίϯςφ಺͔Β(16Λ࢖͏ํ๏
    (6*ΞϓϦ΋%PDLFSͰىಈͰ͖Δ

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  44. 2ʮΑ͘࢖͏πʔϧΛશ෦٧ΊࠐΜͩ

    %PDLFSΠϝʔδΛ࡞͓͚ͬͯ͹

    ྑ͍Μ͡Όͳ͍ͷʁʁʁʯ

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  45. "ͦ͏ͩͶ

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  46. "OBDPOEB
    w σʔλ෼ੳ ػցֶशͰΑ͘࢖͏πʔϧ͕

    ·ͱΊͯೖ͍ͬͯΔσΟετϦϏϡʔγϣϯ
    w ʮ1ZUIPOͷϥΠϒϥϦूʯͰ͸ͳ͍
    w "OBDPOEB͸ެࣜͷ%PDLFS*NBHF͕ެ։͞Ε͍ͯΔ EFCJBOϕʔε

    w IUUQTIVCEPDLFSDPNSDPOUJOVVNJPBOBDPOEB
    w "OBDPOEBΛϕʔεʹ෼ੳ؀ڥΛ࡞Δͱͱͯ΋ָ
    Ҿ༻ɿIUUQTXXXBOBDPOEBDPNEJTUSJCVUJPO

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  47. "OBDPOEBͷ᠘
    w "OBDPOEBΛೖΕͯύεΛ௨͢ 1"5)PQUDPOEBCJO1"5)
    ͱɺ

    ͍͔ͭ͘ͷγεςϜίϚϯυ্͕ॻ͖͞ΕΔ
    w QZUIPO DVSM PQFOTTMͳͲ
    w "OBDPOEB؀ڥ֎ͷΞϓϦέʔγϣϯʹӨڹΛ༩͑Δ͜ͱ͕͋Δ

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  48. "OBDPOEBͷ᠘
    w 2ʮͳͥͦΜͳ͜ͱΛ͢Δ͔ʁʯ
    w "ʮ"OBDPOEB͸σΟετϦϏϡʔγϣϯ͔ͩΒʯ
    w "OBDPOEB͸σΟετϦϏϡʔγϣϯ಺Ͱґଘؔ܎Λղܾ͢ΔػೳΛ

    ఏڙ͢Δ΋ͷͰ͋ͬͯɺ֎෦ͱ؀ڥΛ෼཭͢Δ΋ͷͰ͸ͳ͍
    w ʲࢀߟʳ"OBDPOEB͸&OWJSPONFOU*TPMBUJPO5PPM ؀ڥ෼཭πʔϧ
    Ͱ͸ͳ͍2JJUB

    IUUQTRJJUBDPNUZJUFNTEEEGDBDCBEB

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  49. %PDLFS࢖͑͹Α͘ͳ͍ʁ
    w "OBDPOEBΛ࢖ͬͯΔγεςϜʹ

    ೖΕΔͷ͸ؾ͕Ҿ͚Δ
    w ͳΒίϯςφͷதʹด͡ࠐΊͯ

    ͠·͑͹Α͘ͳ͍ʁ
    w ίϯςφʹด͡ࠐΊΔ͜ͱͰ

    ྑ͍ײ͡ʹ؀ڥ͕෼཭Ͱ͖Δ
    ίϯςφ
    ϋʔυ΢ΣΞ
    ϗετ04
    %PDLFSΤϯδϯ
    ϗετ04ͷ
    1"5)ʹ
    ׯব͠ͳ͍

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  50. ςΫχοΫ΋͘͡
    "OBDPOEBΛϕʔεʹ͢Δͱָ
    +VQZUFSΛ࢖͏ͱ͖͸JOJUͨ͠ํ͕͍͍
    ίϯςφ಺͔Β(16Λ࢖͏ํ๏
    (6*ΞϓϦ΋%PDLFSͰىಈͰ͖Δ

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  51. ΈΜͳେ޷͖ ʁ

    +VQZUFS
    w 8FC6*Ͱ1ZUIPOͳͲͷίʔυΛ

    ΠϯλϥΫςΟϒʹ࣮ߦͰ͖Δπʔϧ
    w ࢼߦࡨޡͷڧ͍ຯํ
    w ·ͩ+VQZUFS/PUFCPPL࢖ͬͯΔਓ͸

    +VQZUFS-BCʹҠߦ͠Α͏

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  52. 5IF;PNCJF3FBQJOH1SPCMFN
    %PDLFSʹ͸;PNCJF3FBQJOHͱݺ͹ΕΔ໰୊͕͋Δ
    Docker ͷ৔߹ɺಛʹߟྀͤͣϓϩηεΛ࣮ߦͤ͞ΔͱΤϯτϦʔϙΠϯτͱͯ͠ઃఆͨ͠ϓϩηε͕ PID 1 Ͱಈ࡞͠·͢ɻ

    Linux Ͱ͸ىಈ࣌ʹ࠷ॳʹىಈ͢Δ init ϓϩηεʹ PID 1 ׂ͕ΓৼΒΕɺPID 1 ͷϓϩηεʹ͍ͭͯ͸ಛघͳߟྀ͕͞Εɺ
    σϑΥϧτͰγάφϧΛແࢹ͢Δઃఆͱͳ͍ͬͯΔΑ͏Ͱ͢ɻ ͦͷͨΊɺ docker stop ίϚϯυͳͲͰ

    SIGTERM γάφϧΛૹͬͯ΋ϓϩηε͕ఀࢭ͞ΕͣɺҰఆ࣌ؒޙʹλΠϜΞ΢τͯ͠ SIGKILL Ͱڧ੍ऴྃ͠·͢ɻ
    Ҿ༻ɿ%PDLFSͱJOJUͱίϯςφΦʔέετϨʔγϣϯͰͷઃఆʹ͍ͭͯEFGZBTVIBSV TFMG

    IUUQZBTVIBSVIBUFOBCMPHDPNFOUSZ

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  53. +VQZUFSͷ৔߹ɺى͖Δ໰୊
    w +VQZUFSͰ;PNCJF3FBQJOH໰୊͕

    ൃੜ͢Δͱɺ͢΂ͯͷΧʔωϧ͕

    Ϋϥογϡ͢Δ
    +VQZUFS਌ϓϩηε 1*%

    Χʔωϧϓϩηε
    Χʔωϧϓϩηε
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    4*(5&3.ΛૹΔ
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    λΠϜΞ΢τͯ͠

    4*(,*--Ͱڧ੍ऴྃ
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    Ϋϥογϡ͢Δ

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  54. ରԠࡦ
    w γάφϧΛϋϯυϦϯάͰ͖ΔJOJU༻ϓϩηεΛΤϯτϦϙΠϯτʹ͢Δ
    w +VQZUFSެࣜͷ%PDLFSΠϝʔδͰ͸UJOJ͕࢖ΘΕ͍ͯΔ
    w %PDLFSҎ߱
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    w %PDLFSຊମʹUJOJ͕औΓࠐ·Ε͍ͯΔ

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  55. ςΫχοΫ΋͘͡
    "OBDPOEBΛϕʔεʹ͢Δͱָ
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    (6*ΞϓϦ΋%PDLFSͰىಈͰ͖Δ

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  56. (16ͱ͸
    w άϥϑΟοΫͷॲཧʹಛԽͨ͠ϓϩηοα
    w $16ͱൺֱͯ͠
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    w ಛʹ/7*%*"ࣾͷ(16Ͱ͸$6%" DV%//ͱ͍ͬͨϥΠϒϥϦ͕

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    w Ҏ߱ͷεϥΠυͰ͸ɺ(16ͱ͍͏ϫʔυ͸ಛʹ໌ࣔ͞Εͯ

    ͍ͳ͍ݶΓ/7*%*"ࣾͷ(16Λࢦ͢ɺͱ͍͏͜ͱʹ͢Δ

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  57. /7*%*"%PDLFS
    w ௨ৗɺ%PDLFSίϯςφ಺͔Β͸

    (16ʹΞΫηεͰ͖ͳ͍

    /7*%*"υϥΠό͕ར༻Ͱ͖ͳ͍

    w /7*%*"͕ࣾެ։͍ͯ͠Δ

    /7*%*"%PDLFSΛ࢖͏͜ͱͰ

    ίϯςφ಺͔ΒͰ΋υϥΠό͕

    ར༻Ͱ͖ΔΑ͏ʹͳΔ
    w /7*%*"%PDLFSΛ࢖͓͏

    Ҿ༻ɿ&OBCMJOH(16TJOUIF$POUBJOFS3VOUJNF&DPTZTUFNc/7*%*"%FWFMPQFS#MPH
    IUUQTEFWCMPHTOWJEJBDPNHQVDPOUBJOFSTSVOUJNF

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  58. (16Λѻ͑ΔΠϝʔδΛ࡞Δ
    ͲΜͳΠϝʔδͰ΋(16͕ѻ͑ΔΘ͚Ͱ͸ͳ͘ɺҎԼͷ͍ͣΕ͔ͷํ๏Ͱ

    ΠϝʔδΛ࡞Δඞཁ͕͋Δ
    w /7*%*"͕ެ։͍ͯ͠ΔOWJEJBDVEBΠϝʔδΛϕʔεʹͯ͠࡞Δ
    w ؆୯
    w $6%"͕ѻ͑ΔΠϝʔδΛࣗ࡞͢Δ
    w ଞͷϕʔεΠϝʔδ΋࢖͑Δ
    w ࢀߟɿ/7*%*"(16͕࢖͑Δ%PDLFSΠϝʔδͷ࡞Γํ2JJUB

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  59. ςΫχοΫ΋͘͡
    "OBDPOEBΛϕʔεʹ͢Δͱָ
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  60. (6*ΞϓϦ΋%PDLFSͰىಈͰ͖Δ
    w %PDLFSͰ(6*ΞϓϦΛಈ͔͍ͨ͠ͱࢥͬͨ͜ͱ͸ͳ͍Ͱ͔͢ʁ
    w ͳ͍Ͱ͢ΑͶ

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  61. 98JOEPX4ZTUFN 9

    w (6*Λѻ͏ͨΊͷϓϩτίϧ
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    w σΟεϓϨΠͳͲͷσόΠεଆ͕αʔό
    w (6*ΞϓϦέʔγϣϯଆ͕ΫϥΠΞϯτ
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    w ҟͳΔΞʔΩςΫνϟɾҟͳΔ04ؒͰ͋ͬͯ΋໰୊ͳ͍

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  62. 9ϓϩτίϧͷ࢓૊Έ
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  63. %PDLFS
    %PDLFSΛ࢖ͬͨ৔߹
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    9αʔό
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    ݟ౰ͨΒͳ͍ɾɾɾ

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  64. %PDLFS
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  65. %&.0

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  66. ͕࣌ؒ͋Ε͹

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  67. ·ͱΊ

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  68. ·ͱΊ

    w %PDLFS͸+BWB ޠฐ

    w ʮίϯςφ͸ϓϩηεʯ
    w %PDLFSಋೖʹΑͬͯʮ؀ڥͷ࠶ݱੑʯ͕ಘΒΕΔ
    w ϩʔϧόοΫ͕༰қ ϙʔλϒϧ ؀ڥΛόʔδϣϯ؅ཧͰ͖Δ

    ͳͲͷϝϦοτ͕͋Δ
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    w ίϯςφΛεςʔτϨεʹอͭ ͜·ΊʹߏஙखॱΛηʔϒ͢Δ

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  69. ·ͱΊ

    w %PDLFSͷςΫχοΫ
    w "OBDPOEBͱ૬ੑ͕͍͍
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    w (16 $6%"
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  70. ஌ͬͯ΄͍͜͠ͱ ࠶ܝ

    w %PDLFS͸γεςϜ։ൃͷͨΊ͚ͩͷ΋ͷͰ͸ͳ͍
    w σʔλ෼ੳ ػցֶशΛߦ͏ࡍͷࢼߦࡨޡͷͨΊͷπʔϧͱͯ͠ศར

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