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ISUCON 夏期講習 2020
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Sho Kusano
July 13, 2020
Programming
6
9.7k
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。
Sho Kusano
July 13, 2020
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Transcript
*46$0/ Նظߨश
ߨٛதͷҙ w ߨٛதɺ࣭͕͋Δ߹%JTDPSEʹॻ͍͓ͯ͘ͱɺ͕͋ͱ͔Β͑ͨΓͰ ͖·͢ɻ %.Ͱͷ࣭͍ͬͨͳ͍ͷͰղ͠·ͤΜɻ w ߨٛʹର͢ΔײɾϨεϙϯεɾ࣍ଟ͍ʹܴ͠·͕͢ɺ%JTDPSE্ΑΓ 5XJUUFS্͕·͍͠Ͱ͢ɻ ϋογϡλάJTVDPO w
ը໘ӈԼʹ5XJUUFSͷΞΠίϯ͕͋Δϖʔδ5XFFUνϟϯεͰ͢ɻ܅͚ͩͷ ΤϞ͍࣮گϩάΛ࡞Ζ͏ɻ w ࢿྉͷ1%'͜ͷߨٛޙɺ%JTDPSE্ʹͯ͞Ε·͕͢ɺ Ұൠެ։ʹҰఆͷظؒΛ͞Έ·͢ɻνʔϜϝϯόʔؒͰ1%'Λڞ༗͢Δ ʹࣗ༝ʹͯ͠Βͬͯߏ͍·ͤΜ͕ɺ8FC্Ͱͷެ։߇͍͑ͯͩ͘͞ɻ
*46$0/ Նظߨश
ࣗݾհ !SPTZMJMMZ 4IP,VTBOP Ӊւ߹ಉձࣾද גࣜձࣾςοΫίϯγϦΤɾΠϯϓϦϝϯτ$50 ϓϩϞʔλϧגࣜձࣾ૬ஊ IUUQTHJUIVCDPNSPTZMJMMZ IUUQTUXJUUFSDPNSPTZMJMMZ [FOHJODPEF 8PSLT
*46$0/17
*46$0/ͱ
*46$0/ͱ *JLBOKJOJ4QFFE6Q$0/UFTU
*46$0/ͱ *JLBOKJOJ4QFFE6Q$0/UFTU Θ͔Δ ʁ
͍͍ײ͡ ·͍͠ҹΛड͚Δ͞·ɺΑ͍งғؾ͕ ग़͍ͯΔ͞·ɻߠఆతʹධՁͰ͖Δ͞·ʹ ͍ͭͯ͘༻͍ΒΕΔදݱɻ ʮײ͕͡Α͍ʯͱݴ͏ɻ ࣮༻ຊޠදݱ࣌ΑΓ
͍͍ײ͡ʹͳΓ͍ͨ ֎ଆ 6TFS"HFOU ͔Βݟͨಈ࡞Λ มߋ͢Δ͜ͱͳ͘ ਖ਼͍͠ڍಈΛҡ࣋ͨ͠·· ߴʹͳͬͯ΄͍͠ ˞ΉͪΌͪ͘Όݴ͏ͳɺͱࢥͬͨਓ͍ͨͩ͠ײੑΛ͓࣋ͪͰ͢ɻ
͍͍ײ͡ʹͳΓ͍ͨ ֎ଆ 6TFS"HFOU ͔Βݟͨಈ࡞Λ มߋ͢Δ͜ͱͳ͘ ਖ਼͍͠ڍಈΛҡ࣋ͨ͠·· ߴʹͳͬͯ΄͍͠ ͱ
ߴ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ༻ޮ͕ྑ͍͜ͱ
ߴ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ༻ޮ͕ྑ͍͜ͱ
ϨεϙϯελΠϜ͕খ͍͞ *46$0/ʹ͓͚Δ "QQ 6TFS "HFOU NT ͋ΔϨεϙϯεʹNT͔͔ΔΞϓϦ
ϨεϙϯελΠϜ͕খ͍͞ *46$0/ʹ͓͚Δ "QQ 6TFS "HFOU NT ͜Ε͕NTʹͳͬͨΒഒߴ
ߴ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ༻ޮ͕ྑ͍͜ͱ
εϧʔϓοτ͕ߴ͍ *46$0/ʹ͓͚Δ "QQ 6TFS "HFOU NT ͋ΔϨεϙϯεʹNT͔͔ΔΞϓϦ
εϧʔϓοτ͕ߴ͍ *46$0/ʹ͓͚Δ "QQ 6TFS "HFOU NT ฒྻͰϦΫΤετΛࡹ͚ΔͳΒഒߴ "QQ "QQ
ߴ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ༻ޮ͕ྑ͍͜ͱ
Ϧιʔεͷ༻ޮ͕͍͍ *46$0/ʹ͓͚Δ "QQ ͱ͋Δॲཧʹ$16Λ৯ΘΕ͓ͯΓϝϞϦ༨͍ͬͯΔ CPU 100% MEM 5%
Ϧιʔεͷ༻ޮ͕͍͍ *46$0/ʹ͓͚Δ "QQ ΩϟογϡΛ࠾༻ͯ͠༨͍ͬͯͨϝϞϦΛ͍ $16ʹ༨༟ΛͨͤΔ CPU 70% MEM 80%
ߴ *46$0/ʹ͓͚Δ ϨεϙϯελΠϜ͕খ͍͜͞ͱ εϧʔϓοτ͕ߴ͍͜ͱ Ϧιʔεͷ༻ޮ͕ྑ͍͜ͱ
۩ମతʹͲ͜Λ͍͡Δͷ͔ "QQ 3%# ,74 %JTL )551 4FSWFS 6TFS "HFOU 04
۩ମతʹͲ͜Λ͍͡Δͷ͔ "QQ 3%# ,74 %JTL )551 4FSWFS 6TFS "HFOU 04
͜͜
None
ͦΜͳαΠϠਓڧ͍͠ *46$0/ʹ͓͍ͯڧ͍ਓ େମͷۀͳΓͰ༏लͱ͔ ͦ͏͍͏Ͳ͏͠Α͏ͳ͍Λ ฉ͔͞ΕͯԿΛͲ͏͢Ε ͍͚ͬͯΔͷ͔ͱ͍͏ͷ͕ Ұ൪ฉ͖͍ͨͰ͋ͬͯͦΜͳ ઓಆྗສͰ͢Έ͍ͨͳ͜ͱΛ ݴΘΕ͔ͨΒͬͯԶͨͪʹͲ͏
͍
*46$0/ Նظߨश ͍͍ؾͰ*46$0/Λऴ͍͑ͨ܅ͨͪͷͨΊͷ
*46$0/ʹ͓͚ΔνʔϜ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ τϦΦ σϡΦ ιϩ
ʙਓͷνʔϜߏͰग़Ͱ͖·͢
*46$0/ʹ͓͚ΔνʔϜ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ ϝϯόʔ τϦΦ σϡΦ ιϩ
աڈτϦΦ͕༗རͩͱݴΘΕ͍ͯ·ͨ͠
*46$0/डऀ ҐτϦΦ Ґιϩ ҐσϡΦ ಛผσϡΦ ༗རͱ͔ෆརͱ͔࠷ॳʹݴ͍ग़ͨ͠ͷ୭ͳͷ͔͠Β
νʔϜߏΛߟ͑Δ ιϩͰΔͳΒ ϝϯόʔ ্͔ΒԼ·Ͱશ෦Ͱ͖ͳ͍ͱ ιϩͰউͯͳ͍ʁ
νʔϜߏΛߟ͑Δ ιϩͰΔͳΒ ϝϯόʔ /0
νʔϜߏΛߟ͑Δ ιϩͰΔͳΒ ϝϯόʔ ίϛϡχέʔγϣϯίετ͕ͳ͍ɺ ͱ͍͏ͰιϩνʔϜେ͖ͳΞυόϯςʔδ͕͋Δ ίϯςετதɺHJUDPOqJDUΛ͍ͯ͠ΔΑ͏ͳ࣌ؒͳ͍
νʔϜߏΛߟ͑Δ ιϩͰΔͳΒ "QQ 3%# *OGSB ͨͩɺશҬzݟΕΔzΑ͏ʹߏ͍͑ͯͨํ͕Α͍ ओʹ"QQͱ3%#͕ݟΕΔͱΑ͍ 04ଞϛυϧΣΞසग़ͷΛࢀߟʹɺ৮ΕΔఔʹͳ͓ͬͯ͘ͱ͍͍
νʔϜߏΛߟ͑Δ σϡΦͰΔͳΒ ϝϯόʔ ͲΜͳ୲͕ཧతʁ ϝϯόʔ
νʔϜߏΛߟ͑Δ σϡΦͰΔͳΒ "QQ %# *OGSB "QQ *OGSB "QQ %# *OGSB
%#
νʔϜߏΛߟ͑Δ σϡΦͰΔͳΒ "QQ %# *OGSB "QQ *OGSB "QQ *OGSB *OGSB
%# όϥϯεܕ ྆ྠܕ ύϥϝʔλܕ ίϛϡχέʔγϣϯָͩΖ͏͠ ࡞ۀͷίϯϑϦΫτͳͦ͞͏ ͏·͘ϋϚΕ࡞ۀεϐʔυ͕ग़Δ ྲྀੴʹ͠ΜͲͦ͏
νʔϜߏΛߟ͑Δ τϦΦͰΔͳΒ "QQ %# *OGSB %# *OGSB "QQ %# *OGSB
"QQ %# *OGSB όϥϯεܕ Πϯϑϥॏࢹܕ ઓಆྗສ ΞϓϦਓͷ࡞ۀ͕ඃΒͳ͍Α͏ʹҙ ͚ͦͩ͜ؾΛ͚ͭͯΔͱҊ֎ָ ΠϯϑϥͷͲͪΒ͔͕ΞϓϦͷਓʹ্ख͘ࢦࣔΛ ग़ͯ͋͛͠ΔͱɺΞϓϦͰ͕ग़͍͢͠ ࡞ۀ͕όνϘίίϯϑϦΫτͯ͠Ҋ֎είΞ͕ग़ͳ͍ "QQ "QQ "QQ %# *OGSB
νʔϜߏΛߟ͑Δ େࣄͳ͜ͱ શһͷख͕ࢭ·Βͳ͍ ࡞ۀͷ୲͕Ͱ͖Δ͜ͱ ͓ޓ͍ͷ࡞ۀͷअຐΛ͠ͳ͍ Ͳ͏͍͏ϫʔΫϑϩʔͰ͢͢ΊΔͷ͔ ؒҧͬͨΒ͙͢ʹखΓͰ͖Δ ࡞ۀ͕ه͞Ε͍ͯΔ͜ͱ
*46$0/Ͱ ԿΛ͠ͳ͍ͱ ͍͚ͳ͍ͷ͔
*46$0/Ͱ ԿΛͬͯ ͍͚ͳ͍ͷ͔
ҋӢʹίʔυΛ ॻ͍͍͚ͯͳ͍
*46$0/ͰΔ͜ͱ ૾͞Ε͕ͪͳͭ ΞϓϦͷϩδοΫมߋ 3%#ͷΠϯσοΫεςʔϒϧͷมߋ ,74ͷ͍ํύϥϝʔλͷมߋ ΞϓϦέʔγϣϯͷஔมߋ ϩʔυόϥϯαͳͲՃϛυϧΣΞͷηοτΞοϓ ϦΫΤετͷղੳଌఆ ʜʜ
*46$0/ͰΔ͜ͱ ॏཁͳํ ϨΪϡϨʔγϣϯΛಡΉ ΞϓϦέʔγϣϯΛಡΉ ༷Λཧղ͢Δ
*46$0/ͰΔ͜ͱ ڝٕ͔࣌ؒ࣌ؒ͠ͳ͍ ແବͳ͜ͱΛ͢Δ ࣌ؒͳ͍
*46$0/ͰΔ͜ͱ ॏཁͳํ ϨΪϡϨʔγϣϯΛಡΉ ΞϓϦέʔγϣϯΛಡΉ ༷Λཧղ͢Δ
ࠓͷϨΪϡϨʔγϣϯ
None
νʔϜҰ੪Β͍ͧ͠ ӡӦͷ࣭ํ๏ʁ ɺ*46$0/Ҏ֎ͷ%JTDPSEαʔόʔϛϡʔτ͓ͯ͘͠΄͏͕ݡ͍͔͠Εͳ͍
ճͰ͖ͳ͍ʹͦΕͷҰ෦
ېࢭࣄ߲ͷѲେࣄ
ෳͱ໌ݴ͞ΕͯΔ ӬଓԽΛ͔ͬ͠Γ͓ͬͯ͘ඞཁ͕͋Δ
(JU)VCʹެ։伴Λొ͓ͯ͘͠ඞཁ͕͋Δ ެࣜͰศརεχϖοτ͕ΒΕͯΔʂ
ϚχϡΞϧͰ͜͜Λ֬ೝ͠ͳͪ͘Ό ࠶ىಈࢼݧͷৄࡉ
ࣾձਓͳΒ ্ҐҐʹೖΒͳ͍ͱ͍͚ͳ͍
ɾ5XJUUFSʹ͍ΒΜ͜ͱॻ͔ͳ͍ ɾ(JU)VCͷϦϙδτϦެ։ൣғʹҙ
ϨΪϡϨʔγϣϯେࣄ ڝٕ։࢝·Ͱʹճ͘Β͍ಡΜͩ΄͏͕͍͍
*46$0/ͰΔ͜ͱ ॏཁͳํ ϨΪϡϨʔγϣϯΛಡΉ ΞϓϦέʔγϣϯΛಡΉ ༷Λཧղ͢Δ
ΞϓϦέʔγϣϯΛಡΉ ֤छυΩϡϝϯτ ΞϓϦέʔγϣϯ ίʔυ σʔλϕʔε εΩʔϚ ͲΕ͔ΒಡΉ͖͔
ΞϓϦέʔγϣϯΛಡΉ ֤छυΩϡϝϯτ ΞϓϦέʔγϣϯ ίʔυ σʔλϕʔε εΩʔϚ υΩϡϝϯτΛಡ͏
*46$0/༧બϚχϡΞϧ IUUQTHJUIVCDPNJTVDPOJTVDPORVBMJGZCMPCNBTUFSEPDTNBOVBMNE
ࢼʹࣦഊ͢Δͱࣦ֨
ॏཁͬͯॻ͍ͯ͋ͬͨΒ͍͍ͩͨॏཁ
͍͍ͩͨಈ࡞֬ೝ͢Δ ํ๏͕ॻ͍ͯ͋Δ
ࣗͨͪͷಘҙͳݴޠͰ
ࠔͬͨΒΔ
ϢʔβʔετʔϦʔΛҙࣝ͢Δ
͍͍ͯ͜͠ͱɾ͍͚ͯ͠ͳ͍͜ͱ
ϕϯν͕Ͳ͏ϦΫΤετͯ͘͠Δ͔ ֬ೝ͓ͯ͘͠
είΞܭࢉॏཁ
੍ࣄ߲֬ೝ͢Δ͜ͱ
*46$0/ͰΔ͜ͱ ॏཁͳํ ϨΪϡϨʔγϣϯΛಡΉ ΞϓϦέʔγϣϯΛಡΉ ༷Λཧղ͢Δ
͔ͩΒ υΩϡϝϯτ ΛಡΊ
υΩϡϝϯτΛಡΉ ͔ͬΓͩͳʁ
ॏཁใ *46$0/ϓϩάϥϛϯάͷڝٕ
ॏཁใ *46$0/ϓϩάϥϛϯάͷڝٕ Ͱͳ͍
None
*46$0/ͱ ύϑΥʔϚϯενϡʔχϯά ίϯςετ
ϘτϧωοΫΛݟ͚ͭΔ ύϑΥʔϚϯενϡʔχϯάͰେͳ͜ͱ
Ұ൪͍ͱ͜ΖΛ͞ͳ͍ͱ ଞͷࢪࡦ͕ޮ͍ͯ͜ͳ͍ ϘτϧωοΫ
None
None
%9 σϕϩούʔ ΤΫεϖϦΤϯε
αʔϏεͷ νʔϜͷ ։ൃͷ ϘτϧωοΫ Λղফ͢Δ ίϯςετ
αʔϏεͷ νʔϜͷ ։ൃͷ ϘτϧωοΫ Λղফ͢Δ ίϯςετ ͍͍ײ͡ʹεϐʔυΞοϓ
͏͜͜ͰऴΘ͍͍ͬͯ͘Β͍ ͖Ε͍ͳམ͕͍ͪͭͯຬͨ͠ !SPTZMJMMZ
*46$0/ૉৼΓ νΣοΫϦετ
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
ݴޠҰͭʹ ༨ܭͳίϛϡχέʔγϣϯΛ࢈·ͳ͍ ͓ޓ͍ͷ࡞ۀEJGGΛݟΕཧղͰ͖Δ ࡞ۀׂͷํ๏ཱ͕֬͞Ε͍ͯΔঢ়ଶʹ SVCZΠϯετʔϧ։࢝ SVCZIFBEΠϯετʔϧࡁΈ SVCZΠϯετʔϧ։࢝
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
࡞ۀྖҬΛܾΊ͓ͯ͘ ͋Εͬͯ͜ΕͬͯΛݮΒ͢ ͤͨྖҬͷࣄΛ৴͡Δ ؾʹͳΓ͝ͱΛΒ͢ Πϯϑϥɾਞ಄ࢦشɾղੳ ΠϯϑϥɾΞϓϦɾϨϏϡʔ ΞϓϦɾඈͼಓ۩ɾ։ൃඋ
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
։͕࢝উෛ ࣌ؒΛ͍͔ʹ͏͔ܾΊΔ ͳΜͱͳ͘Ͱ͍͍͔ΒࢦΛ࣋ͭ υΩϡϝϯτΛಡΉɾΠϯϑϥඋ ΞϓϦίʔυಡΉɾͱΓ͋͑ͣϕϯν࣮ߦ खݩͰ։ൃ͕ਐΉΑ͏ʹ͢Δɾىಈ͢Δ
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
Α͘Δ࡞ۀͰ·͔ͭ͝ͳ͍ TTIઃఆϛυϧΣΞͳͲ Α͘Δ࡞ۀखॱΛཱ͓֬ͯ͘͠ ϝτϦΫεऔΔํ๏ͷखॱɾΠϯϑϥඋ Α͘ΔࢪࡦͷεχϖοτΛࣄલʹ࣋ͬͯΔ ࣍ୈͰมΘΔͷͰͳΜ࣋ͬͯͳ͍
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
ڥΛἧ͓͑ͯ͘ ͓ޓ͍ͷڥཧղ͓ͯ͘͠ ࠩҟ͕͋ΔͳΒͦͷࠩҟ ͺͦ͜Μͷ͠ΐ͠Μ͠Ό ͺͦ͜ΜͷͤΜ͍ͤ ͺͦ͜Μͷ͠ΐ͠Μ͠Ό
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
ใڞ༗ਝʹ 4MBDLΛ׆༻ͨ͠Γ ϝτϦΫε͕͓ޓ͍ݟΕΔΑ͏ʹ औͬͨϝτϦΫεΛ(JU)VC*TTVF4MBDLʹషͬͯ͘ΕΔ GSBNFHSBQIͷ݁ՌΛΞϓϦ͔Βͦͷ··ݟΕΔΑ͏ʹͯ͘͠Εͨ େ͖ͳύον1VMM3FRVFTUʹ͢Δ͜ͱͰϨϏϡʔ͍͢͠Α͏ʹ͢Δ
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
σϓϩΠͰौ͠ͳ͍ ϕϯν࣮ߦલͷσϓϩΠֻ͚ खॱεΫϦϓτԽ͓ͯ͘͠ ϕϯν։࢝ޙʹϝτϦΫεோΊΔ σϓϩΠ͍͍ͩͨTPSBI͕ίϯτϩʔϧͯ͠Δ ͰΖ͍͓Ͷ͕͍͠·ʔ͢?R?
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
ϩʔϧόοΫ࣮֬ʹ ίϛοτΛখ͘͢͞ΔҙࣝΛͭ ෳՕॴʹӨڹͤ͞ͳ͍ ίϛοτత ͍͍ͩͨΠϯϑϥઃఆΛόγͬͱίϛοτ͢Δ ΞϓϦίʔυͷίϛοτཻখͯ͘͞͠Δ ӨڹൣғσΧΊͳ͜ͱ͕ଟ͍ͷͰ1VMM3FRVFTUʹͨ͠Γ
✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ ✅։͔࢝ΒԿΛ͢Δ͔ܾ·͍ͬͯΔ ✅Α͘Δ࡞ۀͷखॱ͕खݩʹ͋Δ ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ ✅શһͷखݩϛυϧΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ ✅ใڞ༗ͷํ͕ܾ·͍ͬͯΔ ✅σϓϩΠͷखॱίϚϯυʹͳ͍ͬͯΔ ✅ϩʔϧόοΫ࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
νʔϜͷ)35Λ֬อ͠Α͏ )VNJMJUZ ݠڏ 3FTQFDU ଚܟ 5SVTU ৴པ ͳ͔Α͠ʂ
)35Λ֬อ͠Α͏ )VNJMJUZ ݠڏ 3FTQFDU ଚܟ 5SVTU ৴པ Կͯ͠Δ͔ΒΜ͚Ͳ
͓લ͕͍ΕԶΒউͯΔ
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നۚಈԂͷྫ ϦʔμʔɾΠϯϑϥ ΞϓϦɾΠϯϑϥ ΞϓϦ
നۚಈԂͷྫ *46$0/ຊઓ ڝٕதίϛοτ ʹճίϛοτ ࠷େίϛοτִؒ
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ϘτϧωοΫͷݟ͚ͭํ ܭଌͨ݁͠ՌΛΑ͘ݟΔ ΞϓϦέʔγϣϯ༷Λཧղ͢Δ είΞධՁΛཧղ͢Δ
ܭଌͨ݁͠ՌΛΑ͘ݟΔ ϕϯνʔϚʔΧʔͷείΞେࣄ͚ͩͲ είΞߴԽͷࢦʹͳΒͳ͍
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͍ΘΏΔߴԽख๏ Πϯλʔωοτʹͨ͘͞Μస͕͍ͬͯΔ
ͦͷͷzউෛॴz ͷதʹ͔͠ͳ͍
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2ϕϯν͍࣮ͭߦ͖͢ʁ ίϯςετ։࢝ޙɺܭଌܥૠೖޙɺࢪࡦೖޙɻ '"*-ͯ͠͠·ͬͨΒ͙͢ʹ͔ࠩͯ͢͠͠࠶ܭଌɻ '"*-ͷ··ʹ͓͔ͯ͠ͳ͍͜ͱ͕؊ཁɻ
2(JU)VCͰཧ͖͢ʁ νʔϜʹΑΔ͚Ͳਪɻ ͨͩ͠ɺ(JU)VCͰ·ͭ͘͝ͳΒೖΕΔ͚ͩແବͳͷͰ νʔϜͰ(JU)VCΛͬͨ։ൃͷ࿅शΛ͠Α͏ɻ
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2͓͖ͬͯ͘աڈʁ ΕΔաڈͳΒͳʹΛ͍͍ͬͯͱࢥ͏͚Ͳɺ લड़ͷ௨ΓείΞΛग़ͨ͢ΊͰͳ͘ɺνʔϜͷशख़ͷͨΊʹ ࿅श͓ͯ͘͠ҙࣝΛ͍࣋ͬͯͨ΄͏͕͍͍Ͱ͢ɻ
2ϕϯνϚʔΧʔ߈ུ๏ͱ͔ ϕϯνͷؾ࣋ͪΛཧղ͢ΔͨΊʹϕϯνΛॻ͘ͷ͕Ұ൪ ʰ*46$0/ͷΛ࡞ͬͯΈΔʱͱ͍͏࿅श͕ ࣮Ұ൪ޮՌ͕ߴ͍͔͠Εͳ͍ɻ ͳ͓ɺϕϯνͷཪΛ͔͜͏ͱͯ͠ೖΕΔࢪࡦ΄΅࣮֬ʹࣦഊ͠·͢
࣭ٙԠҎ߱ %JTDPSE্Ͱड͚͚·͢ ظؒະఆ
*46$0/Ͱͬͯ·͢