Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
ISUCON 夏期講習 2020
Search
Sho Kusano
July 13, 2020
Programming
7
10k
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
Tweet
Share
More Decks by Sho Kusano
See All by Sho Kusano
ISUCON 反省会
rosylilly
1
260
ISUCON 夏祭り 2023 ハンズオン資料
rosylilly
1
6.3k
今日から始めるリアルタイム配信の裏側
rosylilly
10
7.6k
ISUCON12 事前講習
rosylilly
6
14k
BURST #0
rosylilly
1
220
ISUCON 11 Prior
rosylilly
10
17k
真剣.js / shinken-js
rosylilly
1
3.8k
Sustainable Operation
rosylilly
2
3.4k
Crystal introduction
rosylilly
0
1.1k
Other Decks in Programming
See All in Programming
Better Code Design in PHP
afilina
0
160
Boos Performance and Developer Productivity with Jakarta EE 11
ivargrimstad
0
210
第3回関東Kaggler会_AtCoderはKaggleの役に立つ
chettub
3
1.1k
Honoをフロントエンドで使う 3つのやり方
yusukebe
7
3.5k
Domain-Driven Transformation
hschwentner
2
1.9k
Grafana Loki によるサーバログのコスト削減
mot_techtalk
1
140
Visual StudioのGitHub Copilotでいろいろやってみる
tomokusaba
1
200
Datadog DBMでなにができる? JDDUG Meetup#7
nealle
0
130
もう僕は OpenAPI を書きたくない
sgash708
5
1.9k
お前もAI鬼にならないか?👹Bolt & Cursor & Supabase & Vercelで人間をやめるぞ、ジョジョー!👺
taishiyade
7
4.2k
.NET Frameworkでも汎用ホストが使いたい!
tomokusaba
0
190
一休.com のログイン体験を支える技術 〜Web Components x Vue.js 活用事例と最適化について〜
atsumim
0
850
Featured
See All Featured
Docker and Python
trallard
44
3.3k
Music & Morning Musume
bryan
46
6.4k
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.1k
How to Ace a Technical Interview
jacobian
276
23k
Building Flexible Design Systems
yeseniaperezcruz
328
38k
Done Done
chrislema
182
16k
4 Signs Your Business is Dying
shpigford
182
22k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
28
9.3k
The Psychology of Web Performance [Beyond Tellerrand 2023]
tammyeverts
46
2.3k
Agile that works and the tools we love
rasmusluckow
328
21k
Build The Right Thing And Hit Your Dates
maggiecrowley
34
2.5k
What's in a price? How to price your products and services
michaelherold
244
12k
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
ૉৼΓ͢Δ࣌ʹେࣄͳ͜ͱ νʔϜϏϧσΟϯάʹऴ࢝͢Δ աڈΛղ͘ʹͤΑɺείΞΛग़͢͜ͱతʹ͠ͳ͍ ૬ޓཧղΛਂΊ͓ͯ͘ ࠷ۙͷࣄɺ࠷ۙͷٕज़ɺख׳ΕͯΔΦϖϨʔγϣϯΛ͠߹͏ ٞͰ͖Δʹͳ͓ͬͯ͘ ʰਫ਼ਆత༨༟ͷͳ͍ʱঢ়گͰٞͰ͖Δ৴པؔΛߏங͓ͯ͘͠
നۚಈԂͷྫ ϦʔμʔɾΠϯϑϥ ΞϓϦɾΠϯϑϥ ΞϓϦ
നۚಈԂͷྫ *46$0/ຊઓ ڝٕதίϛοτ ʹճίϛοτ ࠷େίϛοτִؒ
࣌ؒʹݸਐḿ͕ग़Δ ໌Β͔ʹࣄΑΓ͍͠
ϘτϧωοΫͷݟ͚ͭํ ܭଌͨ݁͠ՌΛΑ͘ݟΔ ΞϓϦέʔγϣϯ༷Λཧղ͢Δ είΞධՁΛཧղ͢Δ
ܭଌͨ݁͠ՌΛΑ͘ݟΔ ϕϯνʔϚʔΧʔͷείΞେࣄ͚ͩͲ είΞߴԽͷࢦʹͳΒͳ͍
ܭଌͨ݁͠ՌΛΑ͘ݟΔ ֤ݴޠɾ%#͝ͱʹ Ͳ͕͜ϘτϧωοΫ͔ υϦϧμϯͰ͖ΔڥΛ ༻ҙ͓ͯ͘͠ ࠓ/FX3FMJD͋Δ͠Ͷʂ
ΞϓϦͷ༷Λཧղ͢Δ ͍ͨͩ͠ཧղ͕ ͍ͨͩ͠ΞϓϩʔνΛݺͿ
ΞϓϦͷ༷Λཧղ͢Δ աڈͷߨධͱղઆΛݟͳ͕Β ϚχϡΞϧͱίʔυΛಡΉ
είΞධՁΛཧղ͢Δ *46$0/ ϢʔβʔετʔϦʔ ͷ͋Δίϯςετ
είΞධՁΛཧղ͢Δ ࢀরܥͱߋ৽ܥͷͲͪΒ͕ॏཁ͔ ͍͍ͯ͘ΤϯυϙΠϯτͲ͜ Կ͕ىҼͯ͠ͳͷ͔ ͝ͱʹҧ͏
͍ΘΏΔߴԽख๏ Πϯλʔωοτʹͨ͘͞Μస͕͍ͬͯΔ
ͦͷͷzউෛॴz ͷதʹ͔͠ͳ͍
খωλू
2ϕϯν͍࣮ͭߦ͖͢ʁ ίϯςετ։࢝ޙɺܭଌܥૠೖޙɺࢪࡦೖޙɻ '"*-ͯ͠͠·ͬͨΒ͙͢ʹ͔ࠩͯ͢͠͠࠶ܭଌɻ '"*-ͷ··ʹ͓͔ͯ͠ͳ͍͜ͱ͕؊ཁɻ
2(JU)VCͰཧ͖͢ʁ νʔϜʹΑΔ͚Ͳਪɻ ͨͩ͠ɺ(JU)VCͰ·ͭ͘͝ͳΒೖΕΔ͚ͩແବͳͷͰ νʔϜͰ(JU)VCΛͬͨ։ൃͷ࿅शΛ͠Α͏ɻ
2༏উۚͷৼΓࠐΈ͙ͬͯ͢ʁ ཌ݄ͱͷ͜ͱͰ͢
2͓͖ͬͯ͘աڈʁ ΕΔաڈͳΒͳʹΛ͍͍ͬͯͱࢥ͏͚Ͳɺ લड़ͷ௨ΓείΞΛग़ͨ͢ΊͰͳ͘ɺνʔϜͷशख़ͷͨΊʹ ࿅श͓ͯ͘͠ҙࣝΛ͍࣋ͬͯͨ΄͏͕͍͍Ͱ͢ɻ
2ϕϯνϚʔΧʔ߈ུ๏ͱ͔ ϕϯνͷؾ࣋ͪΛཧղ͢ΔͨΊʹϕϯνΛॻ͘ͷ͕Ұ൪ ʰ*46$0/ͷΛ࡞ͬͯΈΔʱͱ͍͏࿅श͕ ࣮Ұ൪ޮՌ͕ߴ͍͔͠Εͳ͍ɻ ͳ͓ɺϕϯνͷཪΛ͔͜͏ͱͯ͠ೖΕΔࢪࡦ΄΅࣮֬ʹࣦഊ͠·͢
࣭ٙԠҎ߱ %JTDPSE্Ͱड͚͚·͢ ظؒະఆ
*46$0/Ͱͬͯ·͢