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ISUCON 夏期講習 2020

2e7087b86608d4497c209eb9ba14d8f5?s=47 Sho Kusano
July 13, 2020
Programming
5
7.8k

ISUCON 夏期講習 2020

http://isucon.net/archives/54757270.html の ISUCON 夏期講習 2020 座学にて使用したスライドです。

2e7087b86608d4497c209eb9ba14d8f5?s=128

Sho Kusano

July 13, 2020
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Transcript

  1. *46$0/ Նظߨश 

  2. ߨٛதͷ஫ҙ w ߨٛதɺ࣭໰͕͋Δ৔߹͸%JTDPSEʹॻ͍͓ͯ͘ͱɺ๻͕͋ͱ͔Β౴͑ͨΓͰ ͖·͢ɻ
 %.Ͱͷ࣭໰͸΋͍ͬͨͳ͍ͷͰղ౴͠·ͤΜɻ w ߨٛʹର͢Δײ૝ɾϨεϙϯεɾ໺࣍͸ଟ͍ʹ׻ܴ͠·͕͢ɺ%JTDPSE্ΑΓ 5XJUUFS্͕๬·͍͠Ͱ͢ɻ
 ϋογϡλά͸JTVDPO w

    ը໘ӈԼʹ5XJUUFSͷΞΠίϯ͕͋Δϖʔδ͸5XFFUνϟϯεͰ͢ɻ܅͚ͩͷ ΤϞ͍࣮گϩάΛ࡞Ζ͏ɻ w ࢿྉͷ1%'͸͜ͷߨٛ௚ޙɺ%JTDPSE্ʹͯ഑෍͞Ε·͕͢ɺ
 Ұൠެ։ʹ͸ҰఆͷظؒΛ͸͞Έ·͢ɻνʔϜϝϯόʔؒͰ1%'Λڞ༗͢Δ෼ ʹ͸ࣗ༝ʹͯ͠΋Βͬͯߏ͍·ͤΜ͕ɺ8FC্Ͱͷެ։͸߇͍͑ͯͩ͘͞ɻ

  3. *46$0/ Նظߨश 

  4. ࣗݾ঺հ !SPTZMJMMZ 4IP,VTBOP Ӊ஦ւ଑߹ಉձࣾ୅ද גࣜձࣾςοΫίϯγϦΤɾΠϯϓϦϝϯτ$50 ϓϩϞʔλϧגࣜձࣾ૬ஊ໾ IUUQTHJUIVCDPNSPTZMJMMZ IUUQTUXJUUFSDPNSPTZMJMMZ [FOHJODPEF 8PSLT

    *46$0/17

  5. *46$0/ͱ͸

  6. *46$0/ͱ͸ *JLBOKJOJ4QFFE6Q$0/UFTU

  7. *46$0/ͱ͸ *JLBOKJOJ4QFFE6Q$0/UFTU Θ͔Δ ʁ

  8. ͍͍ײ͡ ޷·͍͠ҹ৅Λड͚Δ͞·ɺΑ͍งғؾ͕ ग़͍ͯΔ͞·ɻߠఆతʹධՁͰ͖Δ͞·ʹ ͍ͭͯ޿͘༻͍ΒΕΔදݱɻ ʮײ͕͡Α͍ʯͱ΋ݴ͏ɻ ࣮༻೔ຊޠදݱ࣌఺ΑΓ

  9. ͍͍ײ͡ʹͳΓ͍ͨ ֎ଆ 6TFS"HFOU ͔Βݟͨಈ࡞Λ มߋ͢Δ͜ͱͳ͘ ਖ਼͍͠ڍಈΛҡ࣋ͨ͠·· ߴ଎ʹͳͬͯ΄͍͠ ˞ΉͪΌͪ͘Όݴ͏ͳɺͱࢥͬͨਓ͸͍ͨͩ͠ײੑΛ͓࣋ͪͰ͢ɻ

  10. ͍͍ײ͡ʹͳΓ͍ͨ ֎ଆ 6TFS"HFOU ͔Βݟͨಈ࡞Λ มߋ͢Δ͜ͱͳ͘ ਖ਼͍͠ڍಈΛҡ࣋ͨ͠·· ߴ଎ʹͳͬͯ΄͍͠ ͱ͸

  11. ߴ଎ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ

  12. ߴ଎ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ

  13. ϨεϙϯελΠϜ͕খ͍͞ *46$0/ʹ͓͚Δ "QQ 6TFS "HFOU NT ͋ΔϨεϙϯεʹNT͔͔ΔΞϓϦ

  14. ϨεϙϯελΠϜ͕খ͍͞ *46$0/ʹ͓͚Δ "QQ 6TFS "HFOU NT ͜Ε͕NTʹͳͬͨΒഒߴ଎

  15. ߴ଎ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ

  16. εϧʔϓοτ͕ߴ͍ *46$0/ʹ͓͚Δ "QQ 6TFS "HFOU NT ͋ΔϨεϙϯεʹNT͔͔ΔΞϓϦ

  17. εϧʔϓοτ͕ߴ͍ *46$0/ʹ͓͚Δ "QQ 6TFS "HFOU NT ฒྻͰϦΫΤετΛࡹ͚ΔͳΒഒߴ଎ "QQ "QQ

  18. ߴ଎ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ

  19. Ϧιʔεͷ࢖༻ޮ཰͕͍͍ *46$0/ʹ͓͚Δ "QQ ͱ͋Δॲཧʹ$16Λ৯ΘΕ͓ͯΓϝϞϦ͸༨͍ͬͯΔ CPU 100% MEM 5%

  20. Ϧιʔεͷ࢖༻ޮ཰͕͍͍ *46$0/ʹ͓͚Δ "QQ ΩϟογϡΛ࠾༻ͯ͠༨͍ͬͯͨϝϞϦΛ࢖͍ $16ʹ༨༟Λ΋ͨͤΔ CPU 70% MEM 80%

  21. ߴ଎ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ

  22. ۩ମతʹͲ͜Λ͍͡Δͷ͔ "QQ 3%# ,74 %JTL )551 4FSWFS 6TFS "HFOU 04

  23. ۩ମతʹͲ͜Λ͍͡Δͷ͔ "QQ 3%# ,74 %JTL )551 4FSWFS 6TFS "HFOU 04

    ͜͜
  24. None

  25. ͦΜͳ௒αΠϠਓ͸ڧ͍͠ *46$0/ʹ͓͍ͯڧ͍ਓ͸ େମͷۀ຿ͳΓͰ΋༏लͱ͔ ͦ͏͍͏Ͳ͏͠Α͏΋ͳ͍࿩Λ ฉ͔͞Εͯ΋ԿΛͲ͏͢Ε͹ ΍͍͚ͬͯΔͷ͔ͱ͍͏ͷ͕ Ұ൪ฉ͖͍ͨ࿩Ͱ͋ͬͯͦΜͳ ઓಆྗສͰ͢Έ͍ͨͳ͜ͱΛ ݴΘΕ͔ͨΒͬͯԶͨͪʹ͸Ͳ͏

  26. ͸͍

  27. *46$0/ Նظߨश  ͍͍ؾ෼Ͱ*46$0/Λऴ͍͑ͨ܅ͨͪͷͨΊͷ

  28. *46$0/ʹ͓͚ΔνʔϜ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ τϦΦ σϡΦ ιϩ

    ʙਓͷνʔϜߏ੒Ͱग़৔Ͱ͖·͢

  29. *46$0/ʹ͓͚ΔνʔϜ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ τϦΦ σϡΦ ιϩ

    աڈ͸τϦΦ͕༗རͩͱݴΘΕ͍ͯ·ͨ͠

  30. *46$0/ड৆ऀ ҐτϦΦ Ґιϩ ҐσϡΦ ಛผ৆σϡΦ ༗རͱ͔ෆརͱ͔࠷ॳʹݴ͍ग़ͨ͠ͷ͸୭ͳͷ͔͠Β

  31. νʔϜߏ੒Λߟ͑Δ ιϩͰ΍ΔͳΒ ϝϯόʔ ্͔ΒԼ·Ͱશ෦Ͱ͖ͳ͍ͱ ιϩͰ͸উͯͳ͍ʁ

  32. νʔϜߏ੒Λߟ͑Δ ιϩͰ΍ΔͳΒ ϝϯόʔ /0

  33. νʔϜߏ੒Λߟ͑Δ ιϩͰ΍ΔͳΒ ϝϯόʔ ίϛϡχέʔγϣϯίετ͕ͳ͍ɺ ͱ͍͏఺ͰιϩνʔϜ͸େ͖ͳΞυόϯςʔδ͕͋Δ ίϯςετதɺHJUDPOqJDUΛ௚͍ͯ͠ΔΑ͏ͳ࣌ؒ͸ͳ͍

  34. νʔϜߏ੒Λߟ͑Δ ιϩͰ΍ΔͳΒ "QQ 3%# *OGSB ͨͩɺશҬzݟΕΔzΑ͏ʹߏ͍͑ͯͨํ͕Α͍ ओʹ"QQͱ3%#͕ݟΕΔͱΑ͍ 04΍ଞϛυϧ΢ΣΞ͸සग़ͷ෺Λࢀߟʹɺ৮ΕΔఔ౓ʹͳ͓ͬͯ͘ͱ͍͍

  35. νʔϜߏ੒Λߟ͑Δ σϡΦͰ΍ΔͳΒ ϝϯόʔ ͲΜͳ෼୲͕ཧ૝తʁ ϝϯόʔ

  36. νʔϜߏ੒Λߟ͑Δ σϡΦͰ΍ΔͳΒ "QQ %# *OGSB "QQ *OGSB "QQ %# *OGSB

    %#

  37. νʔϜߏ੒Λߟ͑Δ σϡΦͰ΍ΔͳΒ "QQ %# *OGSB "QQ *OGSB "QQ *OGSB *OGSB

    %# όϥϯεܕ ྆ྠܕ ύϥϝʔλܕ ίϛϡχέʔγϣϯ΋ָͩΖ͏͠ ࡞ۀͷίϯϑϦΫτ΋ͳͦ͞͏ ͏·͘ϋϚΕ͹࡞ۀεϐʔυ͕ग़Δ ྲྀੴʹ͠ΜͲͦ͏

  38. νʔϜߏ੒Λߟ͑Δ τϦΦͰ΍ΔͳΒ "QQ %# *OGSB %# *OGSB "QQ %# *OGSB

    "QQ %# *OGSB όϥϯεܕ Πϯϑϥॏࢹܕ ઓಆྗສ ΞϓϦਓͷ࡞ۀ͕ඃΒͳ͍Α͏ʹ஫ҙ ͚ͦͩ͜ؾΛ͚ͭͯΔͱҊ֎ָ ΠϯϑϥͷͲͪΒ͔͕ΞϓϦͷਓʹ্ख͘ࢦࣔΛ ग़ͯ͋͛͠ΔͱɺΞϓϦͰ଎౓͕ग़͠΍͍͢ ࡞ۀ͕όνϘίίϯϑϦΫτͯ͠Ҋ֎είΞ͕ग़ͳ͍ "QQ "QQ "QQ %# *OGSB

  39. νʔϜߏ੒Λߟ͑Δ େࣄͳ͜ͱ શһͷख͕ࢭ·Βͳ͍ ࡞ۀͷ෼୲͕Ͱ͖Δ͜ͱ ͓ޓ͍ͷ࡞ۀͷअຐΛ͠ͳ͍ Ͳ͏͍͏ϫʔΫϑϩʔͰ͢͢ΊΔͷ͔ ؒҧͬͨΒ͙͢ʹख໭ΓͰ͖Δ ࡞ۀ͕ه࿥͞Ε͍ͯΔ͜ͱ

  40. *46$0/Ͱ͸ ԿΛ͠ͳ͍ͱ ͍͚ͳ͍ͷ͔

  41. *46$0/Ͱ͸ ԿΛ΍ͬͯ͸ ͍͚ͳ͍ͷ͔

  42. ҋӢʹίʔυΛ ॻ͍ͯ͸͍͚ͳ͍

  43. *46$0/Ͱ΍Δ͜ͱ ૝૾͞Ε͕ͪͳ΍ͭ ΞϓϦͷϩδοΫมߋ 3%#ͷΠϯσοΫε΍ςʔϒϧͷมߋ ,74ͷ࢖͍ํ΍ύϥϝʔλͷมߋ ΞϓϦέʔγϣϯͷ഑ஔมߋ ϩʔυόϥϯαͳͲ௥Ճϛυϧ΢ΣΞͷηοτΞοϓ ϦΫΤετͷղੳ΍ଌఆ ʜʜ

  44. *46$0/Ͱ΍Δ͜ͱ ௒ॏཁͳํ ϨΪϡϨʔγϣϯΛಡΉ ΞϓϦέʔγϣϯΛಡΉ ࢓༷Λཧղ͢Δ

  45. *46$0/Ͱ΍Δ͜ͱ ڝٕ࣌ؒ͸͔࣌ؒ͠ͳ͍ ແବͳ͜ͱΛ͢Δ ࣌ؒ͸ͳ͍

  46. *46$0/Ͱ΍Δ͜ͱ ௒ॏཁͳํ ϨΪϡϨʔγϣϯΛಡΉ ΞϓϦέʔγϣϯΛಡΉ ࢓༷Λཧղ͢Δ

  47. ࠓ೥ͷϨΪϡϨʔγϣϯ

  48. None

  49. νʔϜҰ੪Β͍ͧ͠ ӡӦ΁ͷ࣭໰ํ๏͸ʁ ౰೔ɺ*46$0/Ҏ֎ͷ%JTDPSEαʔόʔ͸ϛϡʔτ͓ͯ͘͠΄͏͕ݡ͍͔΋͠Εͳ͍

  50. ճ౴Ͱ͖ͳ͍ʹͦΕ͸໰୊ͷҰ෦

  51. ېࢭࣄ߲ͷ೺Ѳ͸େࣄ

  52. ෳ਺୆ͱ໌ݴ͞ΕͯΔ ӬଓԽΛ͔ͬ͠Γ΍͓ͬͯ͘ඞཁ͕͋Δ

  53. (JU)VCʹެ։伴Λొ࿥͓ͯ͘͠ඞཁ͕͋Δ ެࣜͰศརεχϖοτ͕഑ΒΕͯΔʂ

  54. ౰೔ϚχϡΞϧͰ͜͜Λ֬ೝ͠ͳͪ͘Ό ࠶ىಈࢼݧͷৄࡉ

  55. ࣾձਓͳΒ ্ҐҐʹೖΒͳ͍ͱ͍͚ͳ͍

  56. ɾ5XJUUFSʹ͍ΒΜ͜ͱॻ͔ͳ͍ ɾ(JU)VCͷϦϙδτϦެ։ൣғʹ஫ҙ

  57. ϨΪϡϨʔγϣϯ͸େࣄ ڝٕ։࢝·Ͱʹճ͘Β͍ಡΜͩ΄͏͕͍͍

  58. *46$0/Ͱ΍Δ͜ͱ ௒ॏཁͳํ ϨΪϡϨʔγϣϯΛಡΉ ΞϓϦέʔγϣϯΛಡΉ ࢓༷Λཧղ͢Δ

  59. ΞϓϦέʔγϣϯΛಡΉ ֤छυΩϡϝϯτ ΞϓϦέʔγϣϯ ίʔυ σʔλϕʔε εΩʔϚ ͲΕ͔ΒಡΉ΂͖͔

  60. ΞϓϦέʔγϣϯΛಡΉ ֤छυΩϡϝϯτ ΞϓϦέʔγϣϯ ίʔυ σʔλϕʔε εΩʔϚ υΩϡϝϯτΛಡ΋͏

  61. *46$0/༧બϚχϡΞϧ IUUQTHJUIVCDPNJTVDPOJTVDPORVBMJGZCMPCNBTUFSEPDTNBOVBMNE

  62. ௥ࢼʹࣦഊ͢Δͱࣦ֨

  63. ॏཁͬͯॻ͍ͯ͋ͬͨΒ͍͍ͩͨॏཁ

  64. ͍͍ͩͨಈ࡞֬ೝ͢Δ ํ๏͕ॻ͍ͯ͋Δ

  65. ࣗ෼ͨͪͷಘҙͳݴޠͰ

  66. ࠔͬͨΒ΍Δ

  67. ϢʔβʔετʔϦʔΛҙࣝ͢Δ

  68. ͍͍ͯ͜͠ͱɾͯ͠͸͍͚ͳ͍͜ͱ

  69. ϕϯν͕Ͳ͏ϦΫΤετͯ͘͠Δ͔ ͸֬ೝ͓ͯ͘͠

  70. είΞܭࢉ͸௒ॏཁ

  71. ੍໿ࣄ߲΋֬ೝ͢Δ͜ͱ

  72. *46$0/Ͱ΍Δ͜ͱ ௒ॏཁͳํ ϨΪϡϨʔγϣϯΛಡΉ ΞϓϦέʔγϣϯΛಡΉ ࢓༷Λཧղ͢Δ

  73. ͔ͩΒ υΩϡϝϯτ ΛಡΊ

  74. υΩϡϝϯτΛಡΉ࿩ ͹͔ͬΓͩͳʁ

  75. ௒ॏཁ৘ใ *46$0/͸ϓϩάϥϛϯάͷڝٕ

  76. ௒ॏཁ৘ใ *46$0/͸ϓϩάϥϛϯάͷڝٕ Ͱ͸ͳ͍

  77. None

  78. *46$0/ͱ͸ ύϑΥʔϚϯενϡʔχϯά ίϯςετ

  79. ϘτϧωοΫΛݟ͚ͭΔ ύϑΥʔϚϯενϡʔχϯάͰେ੾ͳ͜ͱ

  80. Ұ൪஗͍ͱ͜ΖΛ௚͞ͳ͍ͱ ଞͷࢪࡦ͕ޮ͍ͯ͜ͳ͍ ϘτϧωοΫ

  81. None
  82. None

  83. %9 σϕϩούʔ ΤΫεϖϦΤϯε

  84. αʔϏεͷ νʔϜͷ ։ൃͷ ϘτϧωοΫ Λղফ͢Δ ίϯςετ

  85. αʔϏεͷ νʔϜͷ ։ൃͷ ϘτϧωοΫ Λղফ͢Δ ίϯςετ ͍͍ײ͡ʹεϐʔυΞοϓ

  86. ΋͏͜͜ͰऴΘͬͯ΋͍͍͘Β͍ ͖Ε͍ͳམ͕͍ͪͭͯຬ଍ͨ͠ !SPTZMJMMZ

  87. *46$0/ૉৼΓ νΣοΫϦετ

  88. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  89. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  90. ݴޠ͸Ұͭʹ ༨ܭͳίϛϡχέʔγϣϯΛ࢈·ͳ͍ ͓ޓ͍ͷ࡞ۀ͸EJGGΛݟΕ͹ཧղͰ͖Δ ࡞ۀ෼ׂͷํ๏ཱ͕֬͞Ε͍ͯΔঢ়ଶʹ SVCZΠϯετʔϧ։࢝ SVCZIFBEΠϯετʔϧࡁΈ SVCZΠϯετʔϧ։࢝

  91. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  92. ࡞ۀྖҬΛܾΊ͓ͯ͘ ͋Ε΍ͬͯ͜Ε΍ͬͯΛݮΒ͢ ೚ͤͨྖҬͷ࢓ࣄΛ৴͡Δ ؾʹͳΓ͝ͱΛ΁Β͢ Πϯϑϥɾਞ಄ࢦشɾղੳ ΠϯϑϥɾΞϓϦɾϨϏϡʔ ΞϓϦɾඈͼಓ۩ɾ։ൃ੔උ

  93. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  94. ։࢝෼͕উෛ ࣌ؒΛ͍͔ʹ࢖͏͔ܾΊΔ෼ ͳΜͱͳ͘Ͱ͍͍͔Βࢦ਑Λ࣋ͭ υΩϡϝϯτΛಡΉɾΠϯϑϥ੔උ ΞϓϦίʔυಡΉɾͱΓ͋͑ͣϕϯν࣮ߦ खݩͰ։ൃ͕ਐΉΑ͏ʹ͢Δɾىಈ͢Δ

  95. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  96. Α͘΍Δ࡞ۀͰ·͔ͭ͝ͳ͍ TTIઃఆ΍ϛυϧ΢ΣΞͳͲ Α͘΍Δ࡞ۀ͸खॱΛཱ͓֬ͯ͘͠ ϝτϦΫεऔΔํ๏ͷखॱɾΠϯϑϥ੔උ Α͘΍ΔࢪࡦͷεχϖοτΛࣄલʹ࣋ͬͯΔ ໰୊࣍ୈͰมΘΔͷͰͳΜ΋࣋ͬͯͳ͍

  97. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  98. ؀ڥΛἧ͓͑ͯ͘ ͓ޓ͍ͷ؀ڥ͸ཧղ͓ͯ͘͠ ࠩҟ͕͋ΔͳΒͦͷࠩҟ΋ ͺͦ͜Μͷ͠ΐ͠Μ͠Ό ͺͦ͜ΜͷͤΜ͍ͤ ͺͦ͜Μͷ͠ΐ͠Μ͠Ό

  99. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  100. ৘ใڞ༗͸ਝ଎ʹ 4MBDLΛ׆༻ͨ͠Γ ϝτϦΫε͕͓ޓ͍ݟΕΔΑ͏ʹ औͬͨϝτϦΫεΛ(JU)VC*TTVF΍4MBDLʹషͬͯ͘ΕΔ GSBNFHSBQIͷ݁ՌΛΞϓϦ͔Βͦͷ··ݟΕΔΑ͏ʹͯ͘͠Εͨ େ͖ͳύον͸1VMM3FRVFTUʹ͢Δ͜ͱͰϨϏϡʔ͠΍͍͢Α͏ʹ͢Δ

  101. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  102. σϓϩΠͰौ଺͠ͳ͍ ϕϯν࣮ߦલͷσϓϩΠ͸੠ֻ͚ खॱ͸εΫϦϓτԽ͓ͯ͘͠ ϕϯν։࢝ޙʹϝτϦΫεோΊΔ໾ σϓϩΠ͸͍͍ͩͨTPSBI͕ίϯτϩʔϧͯ͠Δ Ͱ΀Ζ͍͓Ͷ͕͍͠·ʔ͢?R?

  103. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  104. ϩʔϧόοΫ͸࣮֬ʹ ίϛοτΛখ͘͢͞ΔҙࣝΛ΋ͭ ෳ਺ՕॴʹӨڹͤ͞ͳ͍ ίϛοτ໨త ͍͍ͩͨΠϯϑϥઃఆΛόγͬͱίϛοτ͢Δ ΞϓϦίʔυͷίϛοτཻ౓͸খͯ͘͞͠Δ ӨڹൣғσΧΊͳ͜ͱ͕ଟ͍ͷͰ1VMM3FRVFTUʹͨ͠Γ

  105. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ

  106. νʔϜͷ)35Λ֬อ͠Α͏ )VNJMJUZ ݠڏ  3FTQFDU ଚܟ  5SVTU ৴པ ͳ͔Α͠ʂ

  107. )35Λ֬อ͠Α͏ )VNJMJUZ ݠڏ  3FTQFDU ଚܟ  5SVTU ৴པ Կͯ͠Δ͔஌ΒΜ͚Ͳ

    ͓લ͕͍Ε͹ԶΒ͸উͯΔ

  108. ૉৼΓ͢Δ࣌ʹେࣄͳ͜ͱ νʔϜϏϧσΟϯάʹऴ࢝͢Δ աڈ໰Λղ͘ʹͤΑɺείΞΛग़͢͜ͱ͸໨తʹ͠ͳ͍ ૬ޓཧղΛਂΊ͓ͯ͘ ࠷ۙͷ࢓ࣄɺ࠷ۙͷٕज़ɺख׳ΕͯΔΦϖϨʔγϣϯΛ࿩͠߹͏ ٞ࿦Ͱ͖Δ஥ʹͳ͓ͬͯ͘ ʰਫ਼ਆత༨༟ͷͳ͍ʱঢ়گͰٞ࿦Ͱ͖Δ৴པؔ܎Λߏங͓ͯ͘͠

  109. നۚಈ෺Ԃͷྫ ϦʔμʔɾΠϯϑϥ ΞϓϦɾΠϯϑϥ ΞϓϦ

  110. നۚಈ෺Ԃͷྫ *46$0/ຊઓ ڝٕதίϛοτ ෼ʹճίϛοτ ࠷େίϛοτִؒ෼

  111. ࣌ؒ෼ʹݸਐḿ͕ग़Δ ໌Β͔ʹ࢓ࣄΑΓ๩͍͠

  112. ϘτϧωοΫͷݟ͚ͭํ ܭଌͨ݁͠ՌΛΑ͘ݟΔ ΞϓϦέʔγϣϯ࢓༷Λཧղ͢Δ είΞධՁΛཧղ͢Δ

  113. ܭଌͨ݁͠ՌΛΑ͘ݟΔ ϕϯνʔϚʔΧʔͷείΞ͸େࣄ͚ͩͲ είΞ͸ߴ଎Խͷࢦ਑ʹͳΒͳ͍

  114. ܭଌͨ݁͠ՌΛΑ͘ݟΔ ֤ݴޠɾ%#͝ͱʹ Ͳ͕͜ϘτϧωοΫ͔ υϦϧμ΢ϯͰ͖Δ؀ڥΛ ༻ҙ͓ͯ͘͠ ࠓ೥͸/FX3FMJD΋͋Δ͠Ͷʂ

  115. ΞϓϦͷ࢓༷Λཧղ͢Δ ͍ͨͩ͠ཧղ͕ ͍ͨͩ͠ΞϓϩʔνΛݺͿ

  116. ΞϓϦͷ࢓༷Λཧղ͢Δ աڈ໰ͷߨධͱղઆΛݟͳ͕Β ౰೔ϚχϡΞϧͱίʔυΛಡΉ

  117. είΞධՁΛཧղ͢Δ *46$0/͸ ϢʔβʔετʔϦʔ ͷ͋Δίϯςετ

  118. είΞධՁΛཧղ͢Δ ࢀরܥͱߋ৽ܥͷͲͪΒ͕ॏཁ͔ ஗ͯ͘΋͍͍ΤϯυϙΠϯτ͸Ͳ͜ Կ͕ىҼͯ͠཯଎ͳͷ͔ ໰୊͝ͱʹҧ͏

  119. ͍ΘΏΔߴ଎Խख๏͸ Πϯλʔωοτʹͨ͘͞Μస͕͍ͬͯΔ

  120. ͦͷ೔ͷzউෛॴz͸ ໰୊ͷதʹ͔͠ͳ͍

  121. খωλू

  122. 2ϕϯν͸͍࣮ͭߦ͢΂͖ʁ ίϯςετ։࢝௚ޙɺܭଌܥૠೖޙɺࢪࡦ౤ೖޙɻ '"*-ͯ͠͠·ͬͨΒ͙͢ʹࠩ͠໭͔͢௚ͯ͠࠶౓ܭଌɻ '"*-ͷ··ʹ͓͔ͯ͠ͳ͍͜ͱ͕؊ཁɻ

  123. 2(JU)VCͰ؅ཧ͢΂͖ʁ νʔϜʹΑΔ͚Ͳ๻͸ਪ঑೿ɻ ͨͩ͠ɺ(JU)VCͰ·ͭ͘͝ͳΒೖΕΔ͚ͩແବͳͷͰ νʔϜ಺Ͱ(JU)VCΛ࢖ͬͨ։ൃͷ࿅शΛ͠Α͏ɻ

  124. 2༏উ৆ۚͷৼΓࠐΈ͙ͬͯ͢ʁ ཌ݄຤ͱͷ͜ͱͰ͢

  125. 2΍͓ͬͯ͘΂͖աڈ໰͸ʁ ΍ΕΔաڈ໰ͳΒͳʹΛ΍ͬͯ΋͍͍ͱࢥ͏͚Ͳɺ લड़ͷ௨ΓείΞΛग़ͨ͢ΊͰ͸ͳ͘ɺνʔϜͷशख़ͷͨΊʹ ࿅श͓ͯ͘͠ҙࣝΛ͍࣋ͬͯͨ΄͏͕͍͍Ͱ͢ɻ

  126. 2ϕϯνϚʔΧʔ߈ུ๏ͱ͔ ϕϯνͷؾ࣋ͪΛཧղ͢ΔͨΊʹ͸ϕϯνΛॻ͘ͷ͕Ұ൪ ʰ*46$0/ͷ໰୊Λ࡞ͬͯΈΔʱͱ͍͏࿅श͕ ࣮͸Ұ൪ޮՌ͕ߴ͍͔΋͠Εͳ͍ɻ ͳ͓ɺϕϯνͷཪΛ͔͜͏ͱͯ͠ೖΕΔࢪࡦ͸΄΅࣮֬ʹࣦഊ͠·͢

  127. ࣭ٙԠ౴͸Ҏ߱ %JTDPSE্Ͱड͚෇͚·͢ ظؒະఆ

  128. *46$0/Ͱ଴ͬͯ·͢