Webサービスにおける キャッシュ戦略

YAPC::Asia Hachioji 2016 mid in Shinagawa
2016-07-03
Yusuke Wada a.k.a. yusukebe

Transcript

1. 8FCαʔϏεʹ͓͚Δ
 Ωϟογϡઓུ :"1$"TJB
   )BDIJPKJ
   
   NJE
   JO
   4IJOBHBXB
   
   :VTVLF
   8BEB
   BLB
   ZVTVLFCF
2. ࣗݾ঺հ w ࿨ా༟հ
   BLB
   ZVTVLFCF
   w ϫσΟοτ୅දऔక໾
   w ΦϞϩΩ$50
   w ٕज़ސ໰
   Y
   
   w DPGPVOEFS
   PG
   CPLFUF
   w XBEBGN
   EBOEZGN
   w 1FSM
   .POHFS
3. ࠷ۙͭͬͯ͘Δ΋ͷ
4. 3VCZ
   PO
   3BJMT
   "QQ
   BOE
   J04
   "QQ
5. ຊτʔΫͷςʔϚ
6. Ωϟογϡ
7. ͱ͸͍ͬͯ΋
8. ௿ϨΠϠʔͷΩϟογϡ ͷ࿩͸͠·ͤΜ
9. 
   7BSOJTIͷ࿩΋͠·ͤΜ
   ͳ͔ͥ͸ޙͰ෼͔Δ
10. ౰વ
11. ݱۚͷ࿩͸͠·ͤΜʂ
12. 8FCΞϓϦέʔγϣϯ
    ϨΠϠʔͰѻ͏Ωϟογϡ ͷ࿩Λ͠·͢ʂ
13. ΞδΣϯμ w Ωϟογϡͷ໨త
    w Ωϟογϡͷجૅ
    w Ωϟογϡύλʔϯ
    w Ωϟογϡ ΦϨΦϨ ઓུ
14. Ωϟογϡͷ໨త
15. *0ͷޮ཰Խ
16. *0͕ϘτϧωοΫʹͳΔ݅ w ྫ
    %BUF5JNFΛ࢖͏࢖Θͳ͍
    WT
    TMPXRVFSZ໰୊
    w *0ͷੑೳʹൺ΂ͯ$16ੑೳͷํ͕ߴ͍৔߹͕ଟ͍
    w σʔλ͸஝ੵ͢Δ͠σʔλྔ͕૿͑Ε͹େن໛΁
    w 3%#.4ʹ͸ෳࡶͳࣄ৘͕͋ΔΑͶ
    w ֎෦΁ͷ8FC
    "1*ΞΫηε΋*0ͱͯ͠ߟ͑ΒΕΔ
    w 
    ݁Ռ*0ό΢ϯυ͕ϘτϧωοΫʹͳΔ
17. *0ϘτϧωοΫվળ w 3%#.4ͷ৔߹͚ͩͲ
    w ΫΤϦνϡʔχϯά
    w ςʔϒϧઃܭͷݟ௚͠
    w ҙਤతͳඇਖ਼نԽ
    w தؒςʔϒϧͷ༻ҙͳͲ
    w αʔόͷεϖοΫΞοϓ #65
18. Ͳʔ͠ΐ΋ͳ͍࣌
 ΊΜͲ͍࣌͋͘͞ΔΑͶʙ %#ʹ͸ຊ࣭తͳσʔλͷΈೖΕ͍ͨ
    ͔ͭύϑΥʔϚϯεΛग़͍ͨ͠
19. ΩϟογϡͰ*0Λޮ཰Խʂ
20. ஫ҙ
21. ޙड़͢ΔΑ͏ʹΩϟογϡʹΑΔ
 ղܾ͸ສೳ͡Όͳ͘໰୊΋͋Δ
22. Ωϟογϡͷجຊ
23. DBDIF ந৅Խ͞ΕͨΩϟογϡετΞ
24. ,74ΠϯλʔϑΣʔε ࠷௿ݶͷ
25. DBDIFTFU LFZ
    WBMVF 
    NZ
    W
    
    DBDIFHFU LFZ 
    QSJOU
    W
    
    WBMVF
    DBDIFEFMFUF LFZ 
    DBDIFHFU LFZ 
    
    VOEFG HFUTFUEFMFUF
26. DBDIF͸े෼ʹ଎͍ҽӒҶనᝢ w ΩϟογϡετΞͷ୅දྫ
    w NFNDBDIFE
    w 3FEJT
    w ΞϓϦέʔγϣϯϝϞϦ
    w ϑΝΠϧ
    FUD
    w ,74ΠϯλʔϑΣʔεΛར༻͠*0Λޮ཰Խ͢Δ
    w ࠓճ͸ओʹNFNDBDIFEΛ૝ఆͯ͠࿩͠·͢
27. FYQJSF
28. DBDIFTFU LFZ
    WBMVF
    
    
     
    
    
 NZ
    W
    
    DBDIFHFU LFZ 
    σʔλΛอ࣋͢Δ༗ޮظݶΛ
    ࢦఆग़དྷΔ
29. Ωϟογϡύλʔϯ
30. ύλʔϯ
31. &YQJSFΛ࢖ͬͨ
    యܕతͳύλʔϯ
32. ֎෦)551ϦΫΤετͷ
    ݁ՌΛҰఆ࣌ؒΩϟογϡͤ͞Δ
33. TVC
    HFU@OFXT@FOUSJFT
    \
    
    
    NZ
    TFMG
    
    TIJGU
    
    
    NZ
    FOUSJFT
    
    TFMGDBDIFHFU LFZ 
    
    
    SFUVSO
    FOUSJFT
    JG
    FOUSJFT
    
    
    FOUSJFT
    
    TFMGGFUDI@OFXT@FOUSJFT 
    
    
    TFMGDBDIFTFU LFZ FOUSJFT  
    
    
    SFUVSO
    FOUSJFT
    ^ LFZʹWBMVF͕ଘࡏ͢Δ͔HFUͰ֬ೝ͢Δ
    WBMVF͕ଘࡏͨ͠Βͦͷ··ฦ͢
    ଘࡏ͠ͳ͍৔߹)551ϦΫΤετΛ૸ΒͤίϯςϯπΛੜ੒
    FYQJSFΛࢦఆͯ͠LFZͰίϯςϯπΛTFU͢Δ
    ίϯςϯπΛฦ٫͢Δ
34. ϦεΫ
35. FYQJSF ඵ࣌ؒͷؒʹ
    ֎෦Ͱίϯςϯπ͕ߋ৽͞Εͯ΋
    ΞϓϦ্Ͱ͸൓ө͕͞Εͳ͍     ҙਤతͳΩϟογϡͷߋ৽΍
    ࡟আ͕ඞཁʹͳͬͯ͘Δ
36. Ωϟογϡͷ
    ίϯτϩʔϧ͸೉͍͠
37. Ωϟογϡͷপ΁Α͏ͦ̇͜
38. ͱ͜ΖͰ
39. 3%#.4΁ͷ໰͍߹Θͤͷ৔߹΋
    ಉ͡Α͏ʹΩϟογϡग़དྷΔ ͨͩ͠ෳ਺ͷΫΤϦΛΩϟο γϡ͢Δ৔߹LFZͷ؅ཧੜ ੒͕൥ࡶʹͳΔ͕࣌͋Δ Ή͠Ζউखʹ &YQJSFΛ࢖ͬͨ ΩϟογϡΛͯ͠΋Β͍͍ͨ
40. ύλʔϯ
41. Ҿ਺΍ΫΤϦΛ࢖ͬͨLFZੜ ੒ʹΑΔಁաతΩϟογϡ
    ύλʔϯ
42. ྫ͑͹
43. %#*Y$MBTT$VSTPS$BDIFE ͷ৔߹
45. TVC
    @CVJME@DBDIF@LFZ
    \
    
    
    NZ
    
    DMBTT
    TUPSBHF
    BSHT
    BUUST
    
    
    !@
    
    
    NZ
    SFG
    
    TUPSBHF@TFMFDU@BSHT@UP@RVFSZ
    
    
    
    
    !\BSHT^<
    
    
    
    >
    BUUST
    
    
    
    
    
    NZ
    DPOO
    
    
    
    
    
    SFUVSO
    %JHFTU4)"TIB@IFY
    
    
    
    
    4UPSBCMFOGSFF[F
    
    
    
    
    
    
    <
    SFG
    DPOO\/BNF^
    DPOO\6TFSOBNF^
    ]]
    
    >
    
    
    
    
    
    ^ ౎౓ͷΫΤϦ΍ίωΫγϣϯ৘ใͳͲΛ
 ϋογϡؔ਺΁௨ͯ͠จࣈྻԽͨ͠΋ͷΛLFZͱ͍ͯ͠Δ
46. LFZͷੜ੒Λࣗಈతʹߦ͍
    ͍ͭͷؒʹ͔&YQJSFϕʔεͷ
    ΩϟογϡΛ͢Δ ಁաΩϟογϡͷύλʔϯ
47. TFMGECTFBSDI FOUSZ
    
    
    \
    VTFS@JE
    
    
    ^
    
    
    \
    PSEFS@CZ
    
    JE
    FYQJSF
    
    
    
    
    ^
     Ԡ༻͢Ε͹൒ಁաతΩϟογϡػߏ͕࡞ΕΔ FYQJSFͱ͍͏໊લͷϋογϡ஋Λઃఆ͢Δͱࣗಈతʹ ͦͷ͚࣌ؒͩΩϟογϡ͓͍ͯͯ͘͠ΕΔͱ͔ ͨͩ͠%#ଆͷߋ৽ͷ൓ө͸FYQJSFͨ͠ޙʹ͞ΕΔΑʂ
48. ύλʔϯ
49. ͳΔ΂͘खલͰΩϟογϡͯ͠
    ޮ཰Λ্͛Δύλʔϯ
50. ϑϩϯτʹ͍ۙͱ͜ΖͰΩϟογϡ
    ͯ͋͛͠Δͱޮ཰͸Α͍ 3FRVFTU 3FTQPOTF %# "QQMJDBUJPO 8FC
    4FSWFS ΑΓ*0ޮ཰Λ্͛ΒΕΔ
51. ྫ͑͹
52. JTVDPOҴ㉮ӝԩդՈ㮢॰న⒌஗Ĕ✵㮣 IUUQEIBUFOBOFKQIJEFEFO
    
53. )5.-ࣄલੜ੒ 44* w αΠυόʔʹʮ࠷ۙͷίϝϯτҰཡʯΛදࣔ
    w ϙετ࣌ʹ)5.-ΛϨϯμϦϯάͯ͠)5.-ࣗମΛ Ωϟογϡɺදࣔ࣌ʹऔಘͦ͠ͷ··)5.-දࣔ
    w ϖʔδશମΛΩϟογϡ͢ΔͱશϖʔδͷΩϟογϡ Λഁغ͠ͳͯ͘͸͍͚ͳ͍ͷͰ
    w ίϝϯτදࣔ෦෼͚ͩΩϟογϡ͠44*ͰύʔπΛ ݺͼग़͢ JODMVEF
    WJSUVBMSFDFOU@DPNNFOUFE@BSUJDMFT
    
54. ϑϩϯτدΓͷ
    Ωϟογϡ͸มߋʹऑ͍ w ςϯϓϨʔτͷߏ଄Λม͑ͨ࣌
    w ։ൃ͕සൟʹى͜Δ৔߹ʹ࢖͍ʹ͍͘
    w ͦͯ͠࠶ར༻ੑʹ΋๡͍͠
55. ύλʔϯ͔ΒݟΔ
    ΩϟογϡͷϙΠϯτ
56. Ωϟογϡ͸ॾਕͷ݋ w DBDIF΁ͷ,74ΠϯλʔϑΣʔε͸े෼ʹ଎͍
    w Ωϟογϡͷߋ৽ʹ͸ؾΛ࢖Θͳͯ͘͸͍͚ͳ͍
    w FYQJSF·Ͱͷظ͕ؒ࢓্༷ແ೉Ͱ͋Δ
    w ҙਤతʹΩϟογϡΛEFMFUF͢Δ
    w LFZͷ໊෇͚Λ໌ࣔతʹ΍Δ͔ಁաతʹߦ͏͔ʁ
    w ͳΔ΂͘ϑϩϯτدΓͰΩϟογϡͤͨ͞ํ͕ߴ଎
    w ͱ͸͍͑ΞϓϦέʔγϣϯͷมߋʹऑ͍
57. ΦϨΦϨ Ωϟογϡઓུ
58. #PLFUFαʔόΞϓϦͷ৔߹
59. #PLFUFεϖοΫ w ೥݄ϩʔϯν
    w ΋͏͙͢ສ%- J04 "OESPJE
    w Ϙέ
    
     ສ݅
    w ͓୊
    
    ສ݅
    w ධՁ
    
    ԯ݅
    w ϐʔΫ࣌
    
    SFRTTFD
60. σʔλετΞͱΩϟογϡͷ
    جຊઓུ
61. 044ޓ׵ͷϛυϧ΢ΣΞΛ࢖͏ w "NB[PO
    8FC
    4FSWJDFT্ʹΠϯϑϥΛߏங
    w ͨͩ͠044ޓ׵ͷ*'Λ࣋ͭϛυϧ΢ΣΞͷΈ࢖༻
    w "NB[PO
    3%4
    "VSPSB
    w NFNDBDIFE
    &MBTUJ$BDIF
    w 3FEJT
    &MBTUJ$BDIF
    w &MBTUJDTFBSDI
    &MBTUJDTFBSDI
    4FSWJDF
    w खݩͰͷ࠶ݱੑΛߴΊΔͨΊ
62. +PJOΛͳΔ΂͘͠ͳ͍ w ෆมͳΦϒδΣΫτ͕ଟ͍ͷͰ+PJO͢Δίετ͕ແବ
    w ޙड़
    w ΞϓϦέʔγϣϯʹΑΔ
    w 03
    .BQQFSϨϕϧͰ+PJO͠ʹ͘͘͢Δ
    w ҙਤతͳඇਖ਼نԽΛؚΊΔ%#ઃܭ
63. ෆมͳϞϊ͸Ωϟογϡ͢Δ w มԽͷগͳ͍ΦϒδΣΫτ͸࠷ॳͷࢀরޙΩϟογϡ
    w ҎޙͷͦͷΩϟογϡΦϒδΣΫτΛ࢖͍ճ͢
    w ਺গͳ͍ߋ৽࣌ʹΩϟογϡΛഁغ͢Δ CPLF PEBJ QIPUP VQEBUF͕ແ͍
    ͨ·ʹEFMFUF͕૸Δ
64. Ωϟογϡͷཻ౓ w ԿΛΩϟογϡ͢Δ͔ʁ໰୊
    w ཻ౓͕খ͍͞Ωϟογϡର৅
    
    3PX୯ମ
    w ཻ౓͕େ͖͍Ωϟογϡର৅
    
    ϥϯΩϯάͳͲҰཡ
65. 3PXͷࢀর࣌͸ϋογϡͰѻ͏ w 3PXΦϒδΣΫτ͡Όͳͯ͘ϋογϡͰѻ͏
    w ͦ΋ͦ΋8FC
    "1*͔ͩΒ+40/Ͱฦ͢͠
    w ϋογϡͩͱΩϟογϡ͠΍͍͢
    w ͨͩ3PXΦϒδΣΫτΛϑΣον͔ͯ͠Βϋο γϡԽ͍ͯ͠Δ
    w 3PXຖʹJOqBUFϧʔϧΛΦϒδΣΫτʹҠৡ
66. όονΑΓ΋ࢀর৘ใΛΩϟογϡ w ෳࡶͳόονॲཧΛݮΒ͢ํ਑
    w ؂ࢹ͕͠ʹ͍͘ʢָͯ͠؂ࢹ͍ͨ͠ʣ
    w ෳ਺ΧςΰϦʹ·͕ͨΔϥϯΩϯάΛදࣔ
    w ଟ਺ͷՕॴͷϥϯΩϯάΛόονͰੜ੒͸ආ͚ͨ ͍ʢΊΜͲ͍͘͞ʣ ίϯςϯπΛ༧Ί༻ҙ͢ΔͷͰ͸ͳ͘
    ඞཁͱ͞Εͨ࣌ʹΩϟογϡ͓ͯ͘͠
67. ࣮૷
68. ΦϒδΣΫτϕʔεͷ
    ಁաΩϟογϡ
69. CPLF\PEBJ^\QIPUP^\MBSHF@VSM^ ϦϨʔγϣϯઌͷΦϒδΣΫτ
    ΩϟογϡΛ࣮ݱ͢Δ Ωϟογϡ͔Βऔಘ
70. #PLFUF%# QBDLBHF
    #PLFUF%#
    VTF
    QBSFOU
    5FOH
    
    TVC
    GJOE@XJUI@DBDIF
    \
    
    
    NZ
    
    TFMG
    UBCMF
    XIFSF
    FYQJSF
    
    
    !@
    
    
    NZ
    LFZ
    
    TFMGNBLF@LFZ
    UBCMF
    XIFSF
    GJOE
    
    
    
    NZ
    EBUB
    
    TFMGDBDIFHFU LFZ 
    
    
    SFUVSO
    EBUB
    JG
    EBUB
    
    
    NZ
    PCKFDU
    
    TFMGTJOHMF
    UBCMF
    XIFSF
    
    
    
    
    
    PS
    SFUVSO
    
    
    EBUB
    
    PCKFDUJOGMBUF@DPMVNOT 
    
    
    TFMGDBDIFTFU
    LFZ
    EBUB
    FYQJSF
    
    
    
    SFUVSO
    EBUB
    ^
    TVC
    EFMFUF@DBDIF
    \ ൒ಁաΩϟογϡ
    ΠϯλʔϑΣʔεΛੜ΍͢
71. #PLFUF%#3PX#PLF QBDLBHF
    #PLFUF%#3PX#PLF
    
    TVC
    JOGMBUF@DPMVNOT
    \
    
    
    NZ
    TFMG
    
    TIJGU
    
    
    NZ
    EBUB
    
    TFMGDPMVNOT 
    
    
    EBUB\PEBJ^
    
    
    
    
    
    TFMGIBOEMFGJOE@XJUI@DBDIF
    
    
    
    
    
    
    PEBJ
    \
    JE
    
    EBUB\PEBJ@JE^
    ^
    
    
    
    
    
    
    
    
    
    
    SFUVSO
    EBUB
    ^
    
    औಘ࣌ʹϦϨʔγϣϯઌͷ
    ΦϒδΣΫτΛΩϟογϡ͢Δ
72. ԾʹϦϨʔγϣϯઌͷPEBJQIPUP ͕Ωϟογϡ͞Ε͍ͯΔCPLFҰཡΛ
    औͬͯ͘Δ৔߹ 4&-&$5จҰൃͷΈͰϦϨʔγϣϯઌ ͷΦϒδΣΫτ΋औͬͯ͜ΕΔʂ
73. !CPLFT
    
    TFMGECTFBSDI CPLF
    \^
    \
    PSEFS@CZ
    
    \JE
    
    BTD
    MJNJU
    
    
    ^
    ^ 
    CPLFT<>\PEBJ^\QIPUP^\MBSHF@VSM^ .Z42-
    4&-&5$5
    
    '30.
    CPLF
    03%&3
    #:
    JE
    "4$
    -*.*5
     NFNDBDIFE
    HFU
    PEBJBCDEFG NFNDBDIFE
    HFU
    QIPUPBCDEFG NFNDBDIFE
    HFU
    PEBJBCDEFGH NFNDBDIFE
    HFU
    QIPUPBCDEFGH  NFNDBDIFE͔ΒͷHFUͳͷͰे෼ʹ଎͍ 3%#.4΁ͷෛՙ͸ΫΤϦҰൃͷΈ
74. Ωϟογϡͷഁغ w ΦϒδΣΫτͷߋ৽΍࡟আ͕૸ͬͨ৔߹ͷΩϟογϡͷΫϦΞ
    w LFZੜ੒࣌ͱಉ͡Α͏ʹ03
    .BQQFS΁ͷΫΤϦΛॻ͘
    w ճ਺͕ଟ͘ແ͍ͷͰରԠͰ͖ͯΔ TFMGECEFMFUF@DBDIF PEBJ
    \
    JE
    
    PEBJ@JE
    ^ 
75. ϥϯΩϯάͱ͔
    ҰཡͷΩϟογϡ
76. ൒ಁաతΩϟογϡΛ࠾༻ w ϞσϧʹDPOE
    BUUS
    ΛҾ਺ͱͯ͠΋Β͏ϝιο υΛੜ΍͢
    ྫ
    HFU@TPSUFE@FOUSJFT
    w BUUSͷϋογϡʹFYQJSFͷ஋͕ೖ͍ͬͯΕ͹ͦͷؒ ͚ͩΩϟογϡͤ͞ΕΔ NZ
    TFMG
    DPOE
    BUUS
    
    !@
    
    TFMGECTFBSDI CPLF
    \^
    \
    PSEFS@CZ
    
    \
    SBUF@TVN
    
    EFTD
    MJNJU
    
    
    FYQJSF
    
    BUUS\FYQJSF^
    ^
    ^ 
77. ΞϓϦέʔγϣϯຖͷ࢓্༷
    Ωϟογϡͯ͠΋Α͚Ε͹
    ׆༻Λʂ
78. ͔͠͠໰୊͕
79. ͦͷ໊΋
80. 5IVOEFSJOH
    )FSE
    ໰୊
81. ௨ৗɺΩϟογϡʹ֨ೲ͞ΕΔσʔλ͸ɺͦΕͧΕ୯Ұͷ ੜଘ࣌ؒΛ΋͍ͬͯ·͢ɻ໰୊͸ɺසൟʹΞΫηε͞ΕΔ Ωϟογϡσʔλ͕ΤΫεύΠΞͨ͠ࡍʹൃੜ͠·͢ɻσʔ λ͕ΤΫεύΠϠͨ͠ॠ͔ؒΒɺฒߦʹ૸Δෳ਺ͷΞϓϦ έʔγϣϯϩδοΫ͕ϛεώοτΛݕ஌͠ɺ͍ͣΕ͔ͷϓ ϩηε͕ΩϟογϡσʔλΛ֨ೲ͢Δ·ͰͷؒɺಉҰͷϦ ΫΤετ͕ଟ਺ɺόοΫΤϯυʹඈΜͰ͠·͏ͷͰ͢ɻ IUUQMBCTDZCP[VDPKQCMPHLB[VIPBSDIJWFTDBDIF@BOE@UIVOEFSJOH@IFSEQIQ
82. ਤղ
83. FYQJSF
     े෼ʹ଎͍ े෼ʹ଎͍ FYQJSFͨ͠ॠؒ ίϯςϯπͷੜ੒
    ΩϟογϡͷTFU ͜ͷظؒʹΞΫηε͕ू தͯ͠ίϯςϯπੜ੒͕
    ଟॏʹ૸Δ Cache Thundering Herd Problem
84. ๭%#ͷ$16ෛՙ
85. ٧Ή
86. ٧Ή
87. ٧Ή
89. ղܾࡦ
90. &BSMZ&YQJSFT$BDIF
    CZ
    LB[FCVSP IUUQCMPHOPNBETDBGFKQNFNDBDIFEUIVOEFSJOHIFSEIUNM
91. ࢓૊Έ w ௨ৗͷΩϟογϡ &YQJSF͕୹͍Ωϟογϡ
    w ্ه̎ͭΛNFNDBDIFEʹTFU
    w HFU࣌ʹͱ͋Δ֬཰Ͱ&YQJSF͕୹͍ํͷΩϟογϡ Λݟʹ͍͘
    w Ұఆͷ֬཰ͰΩϟογϡ͕ૣ͘੾ΕΔ
    w Ұ౓ʹίϯςϯπੜ੒Ͱෛՙ͕͔͔ΔͷΛආ͚Δ
    w Ωϟογϡͷ༰ྔ͸ഒඞཁ
92. QBDLBHF
    &BSMZ&YQJSFT$BDIF
    
    TVC
    TFU@FF
    \
    
    
    NZ
    TFMG
    LFZ
    WBMVF
    FYQJSFT
    
    !@
    
    
    TFMGDBDIFTFU LFZ
    WBMVF
    FYQJSFT 
    
    
    TFMGDBDIFTFU LFZ
    
    FF
    WBMVF
    FYQJSFT
    
    TFMG FBSMZ@FYQJSFT 
    ^
    TVC
    HFU@FF
    \
    
    
    NZ
    TFMG
    LFZ
    
    !@
    
    
    JG
    
    JOU SBOE TFMGSBUJP
    
    
    
    \
    
    
    
    
    
    
    SFUVSO
    TFMGDBDIFHFU LFZFF 
    
    
    ^
    
    
    TFMGDBDIFHFU LFZ
    
    TFMGDBDIFHFU LFZFF
    ^
    TVC
    EFMFUF@FF
    \
    
    
    NZ
    TFMG
    LFZ
    
    !@
    
    
    TFMGDBDIFEFMFUF LFZ 
    
    
    TFMGDBDIFEFMFUF LFZFF 
    ^ ࣌ؒࠩͰೋॏʹLFZΛTFU ಛఆͷׂ߹Ͱ୹͍DBDIFΛHFU
93. ௨ৗ͸͜ͷରࡦͰ0,ʂ
94. ͨͩ͠
95. ϐʔΫ࣌ʹ͸·ͩߥΕΔ
    ॠఀ͕ى͜Δ
96. ਏ͍
97. ݪҼ ίϯςϯπੜ੒͕஗͍
    ύϥϝʔλͷ஋͕࠷దͰ͸ͳ͍
    ΞΫηε͕͋Δఔ౓ଟ͍
98. ͦ͜Ͱ
99. -B[Z$BDIF ΦϨΦϨ
100. ࢓૊Έ w ௨ৗͷΩϟογϡ &YQJSF͕௕͍Ωϟογϡ
     w ͦΕʹՃ͑ͯίϯςϯπੜ੒࣌͸ϑϥά
     w ্ه͕ͭNFNDBDIFEʹηοτ͞ΕΔ
     w ௨ৗͷΩϟογϡ͕&YQJSFͨ࣌͠ʹϑϥάʹਅ஋ΛTFU
     w ௨ৗΩϟογϡ͕ۭ͔ͭϑϥά͕ਅͷ৔߹ʹ&YQJSF͕ ௕͍ΩϟογϡΛฦ͢
     w ͦͷؒʹίϯςϯπੜ੒ɺͦͷޙΩϟογϡΛTFUɺϑ ϥάΛEFMFUF͢Δ
101. ௨ৗΩϟογϡ͕͋Δίϯςϯπੜ੒ͯ͠ͳ͍ ௨ৗΩϟογϡΛฦ٫ ௨ৗΩϟογϡ͕ͳ͍ίϯςϯπੜ੒ͯ͠ͳ͍ ϑϥάΛηοτ
     ίϯςϯπΛੜ੒
     ΩϟογϡΛηοτϑϥάΛ࡟আ
     ੜ੒ͨ͠௨ৗΩϟογϡΛฦ٫ ௨ৗΩϟογϡ͕ͳ͍ίϯςϯπੜ੒ͯ͠Δ &YQJSF௕ΊͷΩϟογϡΛฦ٫
102. QBDLBHF
     #PLFUF$BDIF-B[Z$BDIF
     
     TVC
     HFU
     \
     
     
     NZ
     TFMG
     LFZ
     
     !@
     
     
     NZ
     EBUB
     
     TFMGDBDIFHFU LFZ 
     
     
     NZ
     GMBH
     
     TFMGDBDIFHFU LFZGMBH 
     
     
     JG
     EBUB
     
     GMBH
     \
     
     
     
     
     TFMGTFU LFZGMBH
      
     
     
     
     
     
     
     EP
     UBTL
     
     
     
     
     TFMGTFU LFZ
     EBUB
     TFMGFYQJSF 
     
     
     
     
     TFMGTFU LFZ
     EBUB
     TFMGFYQJSF
     
     TFMGMB[Z@UJNF 
     
     
     
     
     TFMGEFMFUF LFZGMBH 
     
     
     ^
     
     
     SFUVSO
     EBUB
     ]]
     TFMGDBDIFHFU LFZMB[Z 
     ^
     ࢀর࣮૷ ϑϥάΛHFU ϑϥάΛTFUͯ͠
     ίϯςϯπੜ੒ ௨ৗΩϟογϡ͕ۭͳΒ͹MB[ZDBDIFΛฦ٫
103. ݁Ռ͕Ұ໨ྎવ
105. ۪௚ʹॻ͍ͨΒ͏·͍ͬͨ͘ ഉଞॲཧͱ͔ͯ͠ͳ͍͚Ͳ
107. ͜ͷΑ͏ʹΞϓϦʹΑͬͯ
     Ωϟογϡઓུ͸༷ʑʂ
108. ͦΖͦΖ·ͱΊ
109. Ωϟογϡઓུʹ͍ͭͯ࿩͠·ͨ͠ w Ωϟογϡͷ໨త΍جຊతͳ࢓૊Έ
     w ൒ ಁաΩϟογϡͷ࣮૷ͱϦεΫ
     w ΦϨΦϨ Ωϟογϡઓུ
     w 5IVOEFSJOH
     )FSE໰୊ͱͷઓ͍ ΞϓϦέʔγϣϯʹΑͬͯઓུ͕มΘͬͯ͘Δ
110. օ͞ΜͳΓͷઓུͰ
     ΩϟογϡΛ࢖ͬͯԼ͍͞