試行錯誤のための Docker 活用術

PyCon Kyushu in Okinawa 2019

Transcript

1. ࢼߦࡨޡͷͨΊͷ
   %PDLFS
   ׆༻ज़ 1Z$PO
   ,ZVTIV
   JO
   0LJOBXB
   
   !IPUP
3. ஌ͬͯ΄͍͜͠ͱ w %PDLFS
   ͸γεςϜ։ൃͷͨΊ͚ͩͷ΋ͷͰ͸ͳ͍
   w σʔλ෼ੳ
   ػցֶश
   Λߦ͏ࡍͷࢼߦࡨޡͷͨΊͷπʔϧͱͯ͠ศར
4. ࿩͢͜ͱ  %PDLFS
   ͱ͸ͳʹ͔
   NJO
    %PDLFS
   ಋೖʹΑͬͯಘΒΕΔ΋ͷ
   NJO
    %PDLFS
   ಋೖͷצॴ
   NJO
    %PDLFS
   ςΫχοΫ̐બ
   NJO
    σϞ
   ͕࣌ؒ༨Ε͹
5. ࿩͞ͳ͍͜ͱ w %PDLFS
   ͷࡉ͔͍࢖͍ํ
   w ίϚϯυΦϓγϣϯ΍
   %PDLFSpMF
   ͷه๏ͳͲ
   w γεςϜ։ൃͷจ຺Ͱͷ
   %PDLFS
   w ΦʔέετϨʔγϣϯ
   ,VCFSOFUFT
   ͳͲ
6. ͓લ୭Αʁ
7. !IPUP ͪΎΒσʔλגࣜձࣾ
   σʔλΞφϦετ
   ԭೄࡏॅ
   Ҡॅ̎೥໨
   1Z$PO
   ,ZVTIV
   ӡӦϝϯόʔ
8. 
   %PDLFS
   ͱ͸ͳʹ͔
9. ·͡Ίʁʹղઆ͢Δ
   %PDLFS
10. %PDLFS w ίϯςφܕͷԾ૝Խπʔϧ
    w ϗετ
    04
    ͱΧʔωϧΛڞ༗͢Δ
    w -JOVY
    Ͱ͔͠ಈ͔ͳ͍
    ˞
    w ىಈ͕ര଎
    ˞
    %PDLFS
    %FTLUPQ
    NBD04
    8JOEPXT
    Ͱ͸ɺ-JOVY
    7.
    Λ
 ɹ
    ࡞ͬͯͦͷ্Ͱ
    %PDLFS
    &OHJOF
    Λಈ͔͍ͯ͠Δ ϋʔυ΢ΣΞ 04
    Χʔωϧ %PDLFS
    Τϯδϯ ίϯςφϓϩηε ίϯςφϓϩηε ϋʔυ΢ΣΞ ϋΠύʔόΠβ 04
    Χʔωϧ ϓϩηε ϓϩηε 04
    Χʔωϧ ϋΠύʔόΠβܕ ίϯςφܕ
11. Πϝʔδͱίϯςφ ʮΠϝʔδʯΛىಈ
    SVO
    ͢Δͱʮίϯςφʯ͕Ͱ͖Δ Πϝʔδ ίϯςφ ίϯςφ ίϯςφ %PDLFSpMF CVJME SVO ྫɿ
    1ZUIPO
    ͷΠϝʔδΛىಈ͢Δͱɺ1ZUIPO
    ͕ಈ͘ίϯςφ͕Ͱ͖Δ
12. ΠϝʔδΛ࡞Δ w Πϝʔδʹରͯ͠ૢ࡞Λద༻ͨ͠΋ͷΛ
 ৽͍͠Πϝʔδͱͯ͠อଘ͢Δ
    w มߋΛੵΈॏͶͯ৽͍͠ΠϝʔδΛ
 ࡞͍ͬͯ͘
    w %PDLFSpMF
    Λॻ͍ͯϏϧυ͢Δ ΞϓϦέʔγϣϯ͕
    ಈ͘Πϝʔδ EPDLFS
    CVJME
    U
    NZBQQJNBHF
    
13. ΠϝʔδΛڞ༗͢Δ w ίϯςφϨδετϦͱݺ͹ΕΔ
 αʔϏεͰΠϝʔδΛڞ༗Ͱ͖Δ
    w %PDLFS
    ެࣜͷίϯςφϨδετϦ͕
 %PDLFS
    )VC Πϝʔδ Πϝʔδ QVTI QVMM
14. ίϯςφΛىಈ͢ΔࡍͷΦϓγϣϯ w ؀ڥม਺Λઃఆ
    w ϘϦϡʔϜΛϚ΢ϯτ
    w ϙʔτΛׂΓ౰ͯ
    FUD ίϯςφ Πϝʔδ EPDLFS
    SVO
    JU
    a
    
    
    
    
    F
    %"5"#"4&@63-NZTRM
    a
    
    
    
    
    W
     QXE BQQ
    a
    
    
    
    
    Q
    
    a
    
    
    
    
    NZBQQJNBHF
    a
    
    
    
    
    
    
    
    
    QZUIPO
    BQQQZ
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
16. ͳΔ΄ͲΘ͔ΒΜ
17. งғؾͰཧղ͢Δ
    %PDLFS ˞
    େ͍ʹओ؍ؚ͕·ΕΔઆ໌
18. 2ʮ7JSUVBM#PY
    Έ͍ͨͳ΋Μʁʯ w ޿͘ʮԾ૝Խٕज़ʯͱ͍͏ҙຯͰ͸ͦ͏
    w ༻్ͱͯ͠ʮϗετ
    04
    ͷ্Ͱήετ
    04
    Λಈ͔ٕ͢ज़ʯ͔ͱ͍͏ͱɺ
 ͦΕͱ͸ͪΐͬͱงғؾ͕ҧ͏
19. "ʮ%PDLFS
    ͸
    +BWB
    ͱಉ͡ʯ ʮ࣮ߦՄೳͳΧλϚϦ
    ΞϓϦέʔγϣϯ
    Λ࡞Δʯͱ͍͏఺Ͱಉ͡ +BWB %PDLFS +BWB
    ͷίʔυΛॻ͘ %PDLFSpMF
    Λॻ͘ ίϯύΠϧ͢Δ
    KBS
    ϑΝΠϧ͕Ͱ͖Δ Ϗϧυ͢Δ
    Πϝʔδ͕Ͱ͖Δ +BWB
    ϥϯλΠϜ
    +3&
    Ͱ࣮ߦ͢Δ
 ϓϩηε͕ಈ͘ ίϯςφϥϯλΠϜͰ࣮ߦ͢Δ
 ίϯςφ͕ಈ͘
20. ྫ
    (JU-BC w IUUQTBCPVUHJUMBCDPN
    w Φʔϓϯιʔεͷ
    (JU
    ϦϙδτϦϗεςΟϯάπʔϧ
    w (JU)VC
    Έ͍ͨͳ΍ͭ
    ࡶ
    w ࣗલͷαʔόͰಈ͔ͤΔ
21. (JU-BC
    Λಈ͔͢ํ๏ ͜ΕΒͷιϑτ΢ΣΞΛ
    ద੾ʹΠϯετʔϧ͠ɺ
    ద੾ʹಈ࡞͢ΔΑ͏ʹઃఆ͠ɺ
    ӡ༻͢Δ ΞϓϦέʔγϣϯຊମ
22. ʘ ΍͹͍ ʗ
23. %PDLFS
    Ͱ
    (JU-BC
    Λಈ͔͢ํ๏ %PDLFS
    Πϝʔδ
    த਎͸Α͘Θ͔Βͳ͍͕ɺͱʹ͔͘
    ࣮ߦ͢Ε͹
    (JU-BC
    ͕ಈ͘ΧλϚϦ $ docker pull gitlab/gitlab-ce (JU-BC
    ެ͕ࣜఏڙ͍ͯ͠ΔϏϧυࡁΈΠϝʔδΛ
    %PDLFS
    )VC
    ͔Βμ΢ϯϩʔυ
    EPDLFS
    QVMM (JU-BC
    ͕ಈ͘ίϯςφ ࣮ߦ
    EPDLFS
    SVO σʔλͷอଘઌ
    ετϨʔδ Ϛ΢ϯτ (JU-BC
    ͕ಈ͍ͨʂʂʂ
24. ʘ ͍͢͝ ʗ
25. ষ·ͱΊ
    %PDLFS
    ͸
    +BWB ޠฐ͔͠ͳ͍
26. 
    %PDLFS
    ಋೖʹΑͬͯ
 ಘΒΕΔ΋ͷ
27. ʮࢼߦࡨޡʯͱ͸ w ͜ͷ࿩ͷதͰͷʮࢼߦࡨޡʯ
 
    ʮσʔλ෼ੳ΍ػցֶशʹऔΓ૊Ήࡍͷ࣮ݧϓϩηεʯͷ͜ͱ
    w ΞΧσϛοΫ
    
    Ϗδωε
    ͸໰Θͳ͍
28. σʔλʹର͢Δࢼߦࡨޡ w ʮσʔλʯ͔Βظ଴͢Δʮ݁ՌʯΛಘ͍ͨ
    w ͦͷͨΊʹʮσʔλʯʹద༻͢Δ
 ʮΞϓϩʔνʯΛࢼߦࡨޡ͍ͨ͠
    w ͦͷͨΊʹʮΞϓϩʔνʯΛ࣮ݱ͢ΔͨΊͷ
 ʮ؀ڥʯΛ࡞Δඞཁ͕͋Δ σʔλ ݁Ռ
    " ݁Ռ
    # Ξϓϩʔν" Ξϓϩʔν# ؀ڥ
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
30. ͋Γ͕ͪͳ໰୊ w "
    ΛೖΕͯΈ͕ͨμϝͩͬͨ
    w #
    ΛೖΕͯΈ͕ͨμϝͩͬͨ
    w $
    ΛೖΕͯΈͨΒ͏·͍ͬͨ͘
    w $
    ͕ಈ͘؀ڥΛ࠶ݱ͠Α͏ͱͯ͠΋Ͱ͖ͳ͍
    PS
    ͱͯ΋େม
    w ґଘؔ܎͕͙ͪΌ͙ͪΌʹͳ͍ͬͯΔ
    w ʮ͜ͷαʔόͰͳΒಈ͔ͤ·͢ʂʂʂʯ
32. %PDLFS
    ಋೖʹΑͬͯಘΒΕΔ΋ͷ
    ˣ
    ʮ؀ڥͷ࠶ݱੑʯ
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
    %PDLFSpMF
    Λόʔδϣϯ؅ཧ͢Ε͹ͦΕ͕ʮ؀ڥߏஙͷखॱॻʯʹͳΔ
34. 
    %PDLFS
    ಋೖͷצॴ
35. ͨͩ
    %PDLFS
    Λ࢖͑͹ྑ͍Θ͚Ͱ͸ͳ͍ ϋʔυ΢ΣΞ 04
    Χʔωϧ %PDLFS
    Τϯδϯ 6CVOUV
    
    ίϯςφ πʔϧ πʔϧ πʔϧ ґଘύοέʔδ ґଘύοέʔδ ṖεΫϦϓτ தؒσʔλ ϩάσʔλ தؒσʔλ ͳʹ΋Θ͔Βͳ͍
36. ؾΛ͚ͭΔ΂͖͜ͱ w ίϯςφΛεςʔτϨεʹอͭ
    w ͜·ΊʹߏஙखॱΛηʔϒ͢Δ
37. ίϯςφΛεςʔτϨεʹอͭ w ʮ؀ڥͷ࠶ݱੑʯͷԸܙͷҰͭ͸ʮΧδϡΞϧʹഁյͰ͖Δʯ
    w ίϯςφ಺ʹॏཁͳσʔλΛอ࣋͢Δ
    εςʔτϑϧʹ͢Δ
    ͱɺ
 ίϯςφΛΧδϡΞϧʹഁյͰ͖ͳ͍ʂʂ
    w ίϯςφΛফ͢ͱॏཁͳσʔλ͝ͱফ͑ͯ͠·͏ͨΊ
    w ʮίϯςφ͸ϓϩηεʯͱߟ͑ํΛ͍ͯ͠Ε͹ɺ
 ʮ͍ͭফ͑ͯ΋͓͔͘͠ͳ͍΋ͷʯͱ͍͏͜ͱ͕ཧղ͠΍͍͢͸ͣ
38. ίϯςφΛεςʔτϨεʹอͭ w ॏཁͳσʔλ΍࡞ۀϩάΛ
 ίϯςφ಺ʹอଘ͠ͳ͍
    w ফ͑ͨΒࠔΔσʔλ͸
 ʮϚ΢ϯτͨ͠ετϨʔδʯ͔
 ʮίϯςφ֎ͷ
    %#ʯʹอଘ͢Δ Ϛ΢ϯτͨ͠
 ετϨʔδ ίϯςφ ֎෦
 %#
39. ͜·ΊʹߏஙखॱΛηʔϒ͢Δ w ࢼߦ͕͏·͍ͨ͘͘ͼʹɺʮ͜Ε͕࠷৽ͷ͏·͍ͬͨ͘؀ڥʯͱ͍͏
 ηʔϒϙΠϯτΛ࡞Δ
    w %PDLFSpMF
    Λॻ͍ͯΠϝʔδΛ࡞Γ௚͢ͷ͕ཧ૝త
    w ߏஙखॱΛγΣϧεΫϦϓτʹϝϞ͓͍ͯͯ͠ɺ͋ͱͰ·ͱΊͯ
 %PDLFSpMF
    ʹҠ͢ɺͱ͍͏΍ΓํͰ΋ྑ͍
40. ؾΛ͚ͭΔ΂͖͜ͱ w ίϯςφΛεςʔτϨεʹอͭ
    w ͜·ΊʹߏஙखॱΛηʔϒ͢Δ
41. 
    %PDLFS
    ςΫχοΫ̐બ
42. ςΫχοΫ
    ΋͘͡  "OBDPOEB
    Λϕʔεʹ͢Δͱָ
     +VQZUFS
    Λ࢖͏ͱ͖͸
    JOJU
    ͨ͠ํ͕͍͍
     ίϯςφ಺͔Β
    (16
    Λ࢖͏ํ๏
     (6*
    ΞϓϦ΋
    %PDLFS
    ͰىಈͰ͖Δ
43. ςΫχοΫ
    ΋͘͡  "OBDPOEB
    Λϕʔεʹ͢Δͱָ
     +VQZUFS
    Λ࢖͏ͱ͖͸
    JOJU
    ͨ͠ํ͕͍͍
     ίϯςφ಺͔Β
    (16
    Λ࢖͏ํ๏
     (6*
    ΞϓϦ΋
    %PDLFS
    ͰىಈͰ͖Δ
44. 2ʮΑ͘࢖͏πʔϧΛશ෦٧ΊࠐΜͩ
 %PDLFS
    ΠϝʔδΛ࡞͓͚ͬͯ͹
 ྑ͍Μ͡Όͳ͍ͷʁʁʁʯ
45. "
    ͦ͏ͩͶ
46. "OBDPOEB w σʔλ෼ੳ
    ػցֶश
    ͰΑ͘࢖͏πʔϧ͕
 ·ͱΊͯೖ͍ͬͯΔ
    σΟετϦϏϡʔγϣϯ
    w ʮ1ZUIPO
    ͷϥΠϒϥϦूʯͰ͸ͳ͍
    w "OBDPOEB
    ͸ެࣜͷ
    %PDLFS
    *NBHF
    ͕ެ։͞Ε͍ͯΔ
    EFCJBO
    ϕʔε
    w IUUQTIVCEPDLFSDPNSDPOUJOVVNJPBOBDPOEB
    w "OBDPOEB
    Λϕʔεʹ෼ੳ؀ڥΛ࡞Δͱͱͯ΋ָ Ҿ༻ɿ
    IUUQTXXXBOBDPOEBDPNEJTUSJCVUJPO
47. "OBDPOEB
    ͷ᠘ w "OBDPOEB
    ΛೖΕͯύεΛ௨͢
    1"5)PQUDPOEBCJO1"5)
    ͱɺ
 ͍͔ͭ͘ͷγεςϜίϚϯυ্͕ॻ͖͞ΕΔ
    w QZUIPO
    DVSM
    PQFOTTM
    ͳͲ
    w "OBDPOEB
    ؀ڥ֎ͷΞϓϦέʔγϣϯʹӨڹΛ༩͑Δ͜ͱ͕͋Δ
48. "OBDPOEB
    ͷ᠘ w 2
    ʮͳͥͦΜͳ͜ͱΛ͢Δ͔ʁʯ
    w "
    ʮ"OBDPOEB
    ͸
    σΟετϦϏϡʔγϣϯ
    ͔ͩΒʯ
    w "OBDPOEB
    ͸
    σΟετϦϏϡʔγϣϯ಺Ͱ
    ґଘؔ܎Λղܾ͢ΔػೳΛ
 ఏڙ͢Δ΋ͷͰ͋ͬͯɺ֎෦ͱ؀ڥΛ෼཭͢Δ΋ͷͰ͸ͳ͍
    w ʲࢀߟʳ
    "OBDPOEB
    ͸
    &OWJSPONFOU
    *TPMBUJPO
    5PPM
    ؀ڥ෼཭πʔϧ
    Ͱ͸ͳ͍
    
    2JJUB
 IUUQTRJJUBDPNUZJUFNTEEEGDBDCBEB
49. %PDLFS
    ࢖͑͹Α͘ͳ͍ʁ w "OBDPOEB
    Λ࢖ͬͯΔγεςϜʹ
 ೖΕΔͷ͸ؾ͕Ҿ͚Δ
    w ͳΒίϯςφͷதʹด͡ࠐΊͯ
 ͠·͑͹Α͘ͳ͍ʁ
    w ίϯςφʹด͡ࠐΊΔ͜ͱͰ
 ྑ͍ײ͡ʹ؀ڥ͕෼཭Ͱ͖Δ ίϯςφ ϋʔυ΢ΣΞ ϗετ
    04 %PDLFS
    Τϯδϯ ϗετ
    04
    ͷ
    1"5)
    ʹ
    ׯব͠ͳ͍ ✖
50. ςΫχοΫ
    ΋͘͡  "OBDPOEB
    Λϕʔεʹ͢Δͱָ
     +VQZUFS
    Λ࢖͏ͱ͖͸
    JOJU
    ͨ͠ํ͕͍͍
     ίϯςφ಺͔Β
    (16
    Λ࢖͏ํ๏
     (6*
    ΞϓϦ΋
    %PDLFS
    ͰىಈͰ͖Δ
51. ΈΜͳେ޷͖ ʁ 
 +VQZUFS w 8FC
    6*
    Ͱ
    1ZUIPO
    ͳͲͷίʔυΛ
 ΠϯλϥΫςΟϒʹ࣮ߦͰ͖Δπʔϧ
    w ࢼߦࡨޡͷڧ͍ຯํ
    w ·ͩ
    +VQZUFS
    /PUFCPPL
    ࢖ͬͯΔਓ͸

    +VQZUFS
    -BC
    ʹҠߦ͠Α͏
52. 5IF
    ;PNCJF
    3FBQJOH
    1SPCMFN %PDLFS
    ʹ͸
    ;PNCJF
    3FBQJOH
    ͱݺ͹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
    %PDLFS
    ͱ
    JOJU
    ͱίϯςφΦʔέετϨʔγϣϯͰͷઃఆʹ͍ͭͯ
    
    EFG
    ZBTVIBSV TFMG 
    IUUQZBTVIBSVIBUFOBCMPHDPNFOUSZ
53. +VQZUFS
    ͷ৔߹ɺى͖Δ໰୊ w +VQZUFS
    Ͱ
    ;PNCJF
    3FBQJOH
    ໰୊͕
 ൃੜ͢Δͱɺ͢΂ͯͷΧʔωϧ͕
 Ϋϥογϡ͢Δ +VQZUFS
    ਌ϓϩηε
    1*%
     Χʔωϧϓϩηε Χʔωϧϓϩηε Χʔωϧϓϩηε 
    4*(5&3.
    ΛૹΔ
    ແࢹ͞ΕΔ 
    λΠϜΞ΢τͯ͠
 4*(,*--
    Ͱڧ੍ऴྃ 
    Χʔωϧϓϩηε͕
 Ϋϥογϡ͢Δ
54. ରԠࡦ w γάφϧΛϋϯυϦϯάͰ͖Δ
    JOJU
    ༻ϓϩηεΛΤϯτϦϙΠϯτʹ͢Δ
    w +VQZUFS
    ެࣜͷ
    %PDLFS
    ΠϝʔδͰ͸
    UJOJ
    ͕࢖ΘΕ͍ͯΔ
    w %PDLFS
    
    Ҏ߱
    ίϯςφىಈ࣌ʹ
    JOJU
    ΦϓγϣϯΛࢦఆ͢Δ
    w %PDLFS
    ຊମʹ
    UJOJ
    ͕औΓࠐ·Ε͍ͯΔ
55. ςΫχοΫ
    ΋͘͡  "OBDPOEB
    Λϕʔεʹ͢Δͱָ
     +VQZUFS
    Λ࢖͏ͱ͖͸
    JOJU
    ͨ͠ํ͕͍͍
     ίϯςφ಺͔Β
    (16
    Λ࢖͏ํ๏
     (6*
    ΞϓϦ΋
    %PDLFS
    ͰىಈͰ͖Δ
56. (16
    ͱ͸ w άϥϑΟοΫͷॲཧʹಛԽͨ͠ϓϩηοα
    w $16
    ͱൺֱͯ͠
    ୯७ͳฒྻԋࢉΛߴ଎ʹߦ͏͜ͱ͕Ͱ͖ΔͨΊɺ
 ۙ೥Ͱ͸൚༻ܭࢉʹ΋࢖ΘΕΔ͜ͱ͕ଟ͘ͳ͖ͬͯͨ
    (1(16
    w ಛʹ
    /7*%*"
    ࣾͷ
    (16
    Ͱ͸
    $6%"
    DV%//
    ͱ͍ͬͨϥΠϒϥϦ͕
 ެ։͞Ε͓ͯΓɺσΟʔϓϥʔχϯάͷܭࢉʹར༻͞ΕΔ͜ͱ͕ଟ͍
    w Ҏ߱ͷεϥΠυͰ͸ɺ(16
    ͱ͍͏ϫʔυ͸ಛʹ໌ࣔ͞Εͯ
 ͍ͳ͍ݶΓ
    /7*%*"
    ࣾͷ
    (16
    Λࢦ͢ɺͱ͍͏͜ͱʹ͢Δ
57. /7*%*"
    %PDLFS w ௨ৗɺ%PDLFS
    ίϯςφ಺͔Β͸
 (16
    ʹΞΫηεͰ͖ͳ͍
 /7*%*"
    υϥΠό͕ར༻Ͱ͖ͳ͍
    w /7*%*"
    ͕ࣾެ։͍ͯ͠Δ
 /7*%*"
    %PDLFS
    Λ࢖͏͜ͱͰ
 ίϯςφ಺͔ΒͰ΋υϥΠό͕
 ར༻Ͱ͖ΔΑ͏ʹͳΔ
    w /7*%*"
    %PDLFS
    
    Λ࢖͓͏ Ҿ༻ɿ
    &OBCMJOH
    (16T
    JO
    UIF
    $POUBJOFS
    3VOUJNF
    &DPTZTUFN
    c
    /7*%*"
    %FWFMPQFS
    #MPH
    IUUQTEFWCMPHTOWJEJBDPNHQVDPOUBJOFSTSVOUJNF
58. (16
    Λѻ͑ΔΠϝʔδΛ࡞Δ ͲΜͳΠϝʔδͰ΋
    (16
    ͕ѻ͑ΔΘ͚Ͱ͸ͳ͘ɺҎԼͷ͍ͣΕ͔ͷํ๏Ͱ
 ΠϝʔδΛ࡞Δඞཁ͕͋Δ
    w /7*%*"
    ͕ެ։͍ͯ͠Δ
    OWJEJBDVEB
    ΠϝʔδΛϕʔεʹͯ͠࡞Δ
    w ؆୯
    w $6%"
    ͕ѻ͑ΔΠϝʔδΛࣗ࡞͢Δ
    w ଞͷϕʔεΠϝʔδ΋࢖͑Δ
    w ࢀߟɿ
    /7*%*"
    (16
    ͕࢖͑Δ
    %PDLFS
    Πϝʔδͷ࡞Γํ
    
    2JJUB
 IUUQTRJJUBDPNIPUPJUFNTCFFBFEC⒎
59. ςΫχοΫ
    ΋͘͡  "OBDPOEB
    Λϕʔεʹ͢Δͱָ
     +VQZUFS
    Λ࢖͏ͱ͖͸
    JOJU
    ͨ͠ํ͕͍͍
     ίϯςφ಺͔Β
    (16
    Λ࢖͏ํ๏
     (6*
    ΞϓϦ΋
    %PDLFS
    ͰىಈͰ͖Δ
60. (6*
    ΞϓϦ΋
    %PDLFS
    ͰىಈͰ͖Δ w %PDLFS
    Ͱ
    (6*
    ΞϓϦΛಈ͔͍ͨ͠ͱࢥͬͨ͜ͱ͸ͳ͍Ͱ͔͢ʁ
    w ͳ͍Ͱ͢ΑͶ
61. 9
    8JOEPX
    4ZTUFN
    9 w (6*
    Λѻ͏ͨΊͷϓϩτίϧ
    w ΫϥΠΞϯταʔόϞσϧ
    w σΟεϓϨΠͳͲͷσόΠεଆ͕αʔό
    w (6*
    ΞϓϦέʔγϣϯଆ͕ΫϥΠΞϯτ
    w αʔόΫϥΠΞϯτؒͷ௨৴͸ҟͳΔϚγϯؒͰ͋ͬͯ΋ಈ࡞͢Δ
    w ҟͳΔΞʔΩςΫνϟɾҟͳΔ
    04
    ؒͰ͋ͬͯ΋໰୊ͳ͍
62. 9
    ϓϩτίϧͷ࢓૊Έ 9
    ΞϓϦ σΟεϓϨΠ
     9
    αʔό 9
    ΫϥΠΞϯτ σΟεϓϨΠ
    MPDBMIPTU
    ʹ
    ΢Οϯυ΢Λද͍ࣔͨ͠ ΢Οϯυ΢͕
    ඳը͞ΕΔ
63. %PDLFS %PDLFS
    Λ࢖ͬͨ৔߹ 9
    ΞϓϦ σΟεϓϨΠ
     9
    αʔό 9
    ΫϥΠΞϯτ σΟεϓϨΠ
    MPDBMIPTU
    ͕
    ݟ౰ͨΒͳ͍ɾɾɾ
64. %PDLFS ղܾࡦ 9
    ΞϓϦ σΟεϓϨΠ
     9
    αʔό 9
    ΫϥΠΞϯτ σΟεϓϨΠ
    MPDBMIPTU
    ͕
    ݟ͔ͭͬͨʂʂʂ ΢Οϯυ΢͕
    ඳը͞ΕΔ UNQ9VOJY 9
    αʔό͕
    -JTUFO
    ͍ͯ͠Δ
    ιέοτΛίϯςφʹϚ΢ϯτ͢Δ ˞
    9
    αʔόʹ઀ଓ͢ΔͨΊͷೝূ৘ใ
    d9BVUIPSJUZ
    ΋ίϯςφଆʹڞ༗͢Δඞཁ͕͋Δ
    ˞
    ιέοτΛϚ΢ϯτͤͣͱ΋ɺϗετ
    04
    ͷ
    9
    αʔόʹ௚઀ΞΫηεͰ͖ΔͳΒͦΕͰ΋͍͍
65. 
    %&.0
66. ͕࣌ؒ͋Ε͹
67. ·ͱΊ
68. ·ͱΊ
     w %PDLFS
    ͸
    +BWB
    ޠฐ
    w ʮίϯςφ͸ϓϩηεʯ
    w %PDLFS
    ಋೖʹΑͬͯʮ؀ڥͷ࠶ݱੑʯ͕ಘΒΕΔ
    w ϩʔϧόοΫ͕༰қ
    ϙʔλϒϧ
    ؀ڥΛόʔδϣϯ؅ཧͰ͖Δ
 ͳͲͷϝϦοτ͕͋Δ
    w %PDLFS
    Λ͏·͘ѻ͏ʹ͸ίπ͕͍Δ
    w ίϯςφΛεςʔτϨεʹอͭ
    ͜·ΊʹߏஙखॱΛηʔϒ͢Δ
69. ·ͱΊ
     w %PDLFS
    ͷςΫχοΫ
    w "OBDPOEB
    ͱ૬ੑ͕͍͍
    w +VQZUFS
    ίϯςφΛ࡞Δࡍ͸
    ;PNCJF
    3FBQJOH
    1SPCMFN
    ʹ஫ҙ
    w (16
    $6%"
    ΍σΟεϓϨΠ
    (6*
    ΞϓϦ
    ͳͲ΋ѻ͑Δ
70. ஌ͬͯ΄͍͜͠ͱ
    ࠶ܝ w %PDLFS
    ͸γεςϜ։ൃͷͨΊ͚ͩͷ΋ͷͰ͸ͳ͍
    w σʔλ෼ੳ
    ػցֶश
    Λߦ͏ࡍͷࢼߦࡨޡͷͨΊͷπʔϧͱͯ͠ศར