モダンWebシステム開発

Ϟμϯ8FCγεςϜ։ൃ /BPZB*UP ,BJ[FO1MBUGPSN *OD 2$PO50,:0

,BJ[FO1MBUGPSN͔Βདྷ·ͨ͠

ຊۀ͸Ე૊৫ϚωδϝϯτͰ͢ ϚΠφϏͰϚωδϝϯ τஊٛ࿈ࡌத

ຊ೔ͷ࿩ͷྲྀΕ •  ࡢࠓݸਓతʹؾʹͳͬͨΞʔΩςΫνϟɾ ύϥμΠϜ •  ͦΕΒ֓؍ΛݟͭͭʮϞμϯ8FCγες Ϝʯͷ܏޲Λߟ࡯ ڞ௨ͨ͠Կ͔͕ݟ͍ͩͤ Δ͔ɺ൱͔

Ϟμϯʮεέʔϥϒϧʯ΁ͷཁ੥ •  Ϋϥ΢υωΠςΟϒ – յΕ΍͘͢ɺ'BJMVSF͠΍͘͢ɺԣʹεέʔ ϧ

Πϯϑϥ •  *OGSBTUSVDUVSFBT$PEF –  $IFG "OTJCMF •  *NNVUBCMF*OGSBTUSVDUVSF •  ίϯςφܕΫϥ΢υ
–  %PDLFS •  એݴతͳγεςϜ؅ཧπʔϧ –  5FSSBGPSN 3PBEXPSLFS

ΞϓϦέʔγϣϯ •  .JDSPTFSWJDFT •  3FBDU •  'VODUJPOBM3FBDUJWF1SPHSBNNJOH

݁࿦ͱͯ͠Կ͕ݴ͍͍͔ͨ •  ࡢࠓͷΞʔΩςΫνϟ΍ύϥμΠϜͷഎޙʹ͋ ΔςʔϚ͸ʮঢ়ଶʯ΍ʮґଘؔ܎ʯͱͲ͏ઓ͏ ͔ ͕ɺଟ͍ •  ྑ͍ύϥμΠϜɺΞʔΩςΫνϟ͸ͦ͜ʹճ౴ Λ͍࣋ͬͯΔ
Ϟμϯͱ͍͏͔ɺܭࢉػ ͷྺ࢙͕ͣͬͱͦ͏͍͏ ΋ͷ͔΋

*OGSBTUSVDUVSFBT$PEF

*OGSBTUSVDUVSFBT$PEF •  ϓϩϏδϣχϯάϑϨʔϜϫʔΫ – $IFG – 1VQQFU – "OTJCMF

αʔόʔͷʮঢ়ଶʯ ґଘؔ܎ •  ͋Δ೔ೲ඼͞Εͨ3BJMTαʔόʔ –  9݄9೔ʹ%/4ΩϟογϡΛઃఆͨ͠ –  :݄:೔ʹϓϩηε਺Λνϡʔχϯάͨ͠ – 
;݄;೔ʹSVCZͷόʔδϣϯΛ্͛ͨ –  ŋŋŋ ͍Ζ͍Ζ܁Γฦ͠ •  ͜ͷαʔόʔʹ൒೥ৼΓʹΞϓϦΛσϓϩΠ –  Ռͨͯ͠σϓϩΠ͸ਖ਼͘͠ऴΘΔͷ͔

$IFG αʔόʔͷ͋Δ΂͖ঢ়ଶ Λએݴతʹهड़͢Δ

ঢ়ଶ͕ίʔυʹͳΕ͹͋Δ΂͖ঢ়ଶ΁ ͷऩଋ͸ࣗಈԽͰ͖Δ

ঢ়ଶΛهड़͢Δ •  ϓϩϏδϣχϯά'8ΛͲ͏ݟΔ͔ – ηοτΞοϓͷࣗಈԽ ŋŋŋ͜Ε͸ݶఆత – ຊ࣭ŋŋŋঢ়ଶͷ એݴతͳ هड़ ͦΕ·Ͱهड़͞Ε͍ͯͳ ͍͕ͨΊʹϓϩάϥϜ͔
ΒऔΓѻ͏͜ͱ͕Ͱ͖ͳ ͔ͬͨ΋ͷ

Ͳ͔ͬͰݟͨͧ •  #VOEMFS – εΫϦϓτݴޠʹ͓͚ΔϥΠϒϥϦͷґଘؔ ܎໰୊ ͋Δ͋Δ

#VOEMFSҎલ •  HFNJOTUBMMGPPCBS – άϩʔόϧͳྖҬʹΠϯετʔϧ – ΞϓϦέʔγϣϯͷಈ࡞ʹඞཁͳHFN͕Կ ͔໌ࣔతʹ͸෼͔Βͳ͍ – HFN͕૿͑Δ㱺ϑΝΠϧγεςϜΛίϐʔ ͢ΔҎ֎ͷํ๏Ͱ؀ڥΛ࠶ݱ͢Δͷ͕ࠔ೉ʹ

#VOEMFS

#VOEMFSޙ •  ঢ়ଶͷ એݴతͳ هड़ – ඞཁͳHFNΛ(FNpMFʹએݴ – ಉ͡ߏ੒Λ࠶ݱՄೳʹ •  ϕετϓϥΫςΟε – /PEFͷOQN
1FSMͷDQBOpMF

΋ͱ͍ɺ*OGSBTUSVDUVSFBT$PEF •  ͜Ε·Ͱҙࣝ͞Εͯ͜ͳ͔ͬͨʮঢ়ଶʯ΍ʮґଘؔ܎ʯ Λهड़͢Δ •  ႈ౳ੑ ΂͖ͱ͏ੑ –  ͋Δૢ࡞Λճߦͬͯ΋ෳ਺ճߦͬͯ΋݁Ռ͕ಉ͡Ͱ͋Δ͜
ͱ 8JLJQFEJB –  ಉ͡ߏ੒ͷϊʔυΛ͍ͭͰ΋࠶ੜ࢈Ͱ͖Δ ݁ՌɺյΕ΍͘͢ɺԣʹ εέʔϧ͢Δ؀ڥʹద߹

αʔόʔ؅ཧNFFUT(JU •  αʔόʔͷঢ়ଶ͕͢΂ͯίʔυͰهड़Ͱ͖ ͨͳΒɺ(JUͰ؅ཧ͢Ε͹ྑ͍

ΠϯϑϥNFFUT(JUIVC Πϯϑϥ΋QVMMSFRVFTUɺίʔυϨϏϡʔ

ΠϯϑϥΛςετŋŋŋ4FSWFSTQFD

NBTUFSʹมߋ QVMMSFRVFTU͕ NFSHF͞ΕΔ $JSDMF$*͕ͦΕ Λݕ஌ͯ͠ɺίʔυ Λ(JU)VC͔Βऔಘ &$ʹରͯ͠ $JSDMF$*͔Β$IFG
ద༻ มߋ͕൓ө͞Ε Δ Πϯϑϥ΋$*Λى఺ʹσϦόϦʔ

3PBEXPSLFS hosted_zone "winebarrel.jp." do rrset "winebarrel.jp.", "A" do
ttl 300 resource_records( "127.0.0.1", "127.0.0.2" ) end rrset "winebarrel.jp.", "MX" do ttl 300 resource_records( "10 mx.winebarrel.jp", "10 mx2.winebarrel.jp" ) end end $ roadwork　-‐-‐apply %/4ϨίʔυΛએݴతʹ هड़

5FSSBGPSN resource "aws_instance" "dev001_foobar_net" { ami
= "ami-‐xxxxxxxx" instance_type = "t2.micro" key_name = "xxxxxxxxxxxxxxxx" security_groups = ["sg-‐xxxxxxxx"] subnet_id = "subnet-‐xxxxxxxx" tags { Name = "dev001.foobar.net" Role = "common" Service = "operator" Env = "dev" } } $ terraform　apply Πϯϑϥ Πϯελϯε΍ ωοτϫʔΫ ߏ੒Λએݴ తʹهड़

NBTUFSʹมߋ QVMMSFRVFTU͕ NFSHF͞ΕΔ $JSDMF$*͕ͦΕ Λݕ஌ͯ͠ɺίʔυ Λ(JU)VC͔Βऔಘ "84ʹରͯ͠ $JSDMF$*͔Β
SPBEXPSLFS΍ UFSSBGPSNΛద༻ มߋ͕൓ө͞Ε Δ (JU)VCͰ؅ཧ͠$*Ͱద༻

એݴతͳγεςϜ؅ཧπʔϧ •  5FSSBGPSN΍3PBEXPSLFSŋŋŋϓϩϏδϣ χϯά'8ͱൃ૝͸ಉ͡ –  ঢ়ଶΛએݴతʹهड़ –  ݁ՌɺϓϩάϥϚϒϧ͔ͭಉҰͷϫʔΫϑϩʔʹ

ঢ়ଶΛ͏·͘ѻ͏ •  ঢ়ଶΛ͏·͘ѻ͏ͱ༷ʑͳԸܙ – ࠶ݱՄೳੑ ϙʔλϏϦςΟ – ςελϏϦςΟ – Ϋϥ΢υ΁ͷద߹ – ΑΓϓϩάϥϚϒϧʹ ͬ͘͟Γݴ͏ͱ
ʮεέʔϥϒϧʯ

*NNVUBCMF *OGSBTUSVDUVSF

ঢ়ଶΛ؅ཧ͠ͳ͍ •  ϓϩϏδϣχϯά'8͸ঢ়ଶΛద੾ʹهड़͢Δ ͜ͱΛ໨ࢦͨ͠ –  ·ͣ·͢੒ޭͨ͠ •  ͦ΋ͦ΋ঢ়ଶΛ؅ཧ͠ͳ͍ͱ͍͏ߟ͑ํ͸ͳ͍ ͷ͔
–  㱺*NNVUBCMF

*NNVUBCMF*OGSBTUSVDUVSF •  %JTQPTBCMF$PNQPOFOUT •  ෆมͳɺঢ়ଶΛ࣋ͨͳ͍ɺഇغՄೳͳ

*NNVUBCMFͱ͍͏ߟ͑ํ •  ϓϩάϥϛϯάͰ΋ѻΘΕΔ֓೦ – ʮ*NNVUBCMFͳσʔλߏ଄ʯ –  جຊతʹ ྑ͍࡞๏ ؔ਺ܕϓϩάϥϛϯά ʹ͓͚Δࢀরಁ໌ʹ΋ ܨ͕Δߟ͑ํ

#MVF(SFFO%FQMPZNFOU

)FSPLV )FSPLV͸HJUQVTI͢Δຖɺ৽͍͠؀ڥ ίϯςφ Λ࡞Γɺݹ͍؀ڥΛغͯΔ

5SBWJT$* 5SBWJT$*΋ςετΛ࣮ߦ͢ΔͨͼɺίϯςφΛ࡞ΓऴΘͬͨΒغͯΔ

*NNVUBCMFΛ੍໿ʹ •  มߋŋŋŋغͯͯ৽͍͠΋ͷΛ༻ҙ͢Δ – ݁ՌతʹɺΑΓغͯ΍͘͢ɺΑΓ࠶ݱ͠΍͢ ͍γεςϜʹ յΕ΍͘͢ɺԣʹεέʔ ϧ͢Δ؀ڥʹΑΓద߹

*NNVUBCMFʙΛࢧ͑Δٕज़ ίϯςφ

%PDLFS

https://speakerdeck.com/jbeda/containers-at-scale

*NNVUBCMF૚ ʮΞϓϦέʔγϣϯίʔ υʯ͕Քಇ͢Δ৔ॴ

ύλʔϯ •  ϞμϯΠϯϑϥʹ͓͚Δঢ়ଶͷѻ͍ – ঢ়ଶΛهड़͠؅ཧՄೳʹ͢Δ – ෆมΛલఏʹɺঢ়ଶΛ؅ཧ͠ͳ͍ •  มߋŋŋŋݹ͍෺͸ഁغɺ৽͍͠΋ͷΛ༻ҙ ಘΒΕΔ΋ͷ εέʔϥϏϦςΟ

.JDSPTFSWJDFT

.JDSPTFSWJDFT •  Ұ࿈ͷখ͞ͳαʔϏεͰͭͷΞϓϦέʔγϣ ϯΛ։ൃ͢Δख๏ –  ಠཱͨ͠খ͞ͳίϯϙʔωϯτ͕)551"1*Ͱ௨৴ –  㲈40"ɺͨͩ͠6/*9ͷσβΠϯʹ͍ۙ

source: Scaling with Microservices and Ver6cal Decomposi6on h:p://dev.o:o.de/2014/07/29/scaling-‐with-‐microservices-‐and-‐ver6cal-‐decomposi6on/

ͳͥ.JDSPTFSWJDFT •  ϞϊϦγοΫͰ௕͘΍ͬͯΔͱͭΒ͍ –  UZQP௚͢ͷʹશମϏϧυσϓϩΠ –  ͋ͦ͜มߋͨ͠Β༧૝֎ͷͱ͜Ζ͕յΕͨ –  "1*͚ͩεέʔϧ͍ͤͨ͞ͷʹશ෦ల։
•  ಠཱͨ͠։ൃɾσϓϩΠαΠΫϧΛ֫ಘ͍ͨ͠ –  ૄ݁߹ –  ૊৫ͷಠཱੑΛߴΊΔ See Also: "Microservices"を読んだ h:p://deeeet.com/wri6ng/2014/09/10/microservices/

.JDSPTFSWJDFTͷΞϓϩʔν •  ӨڹൣғΛہॴԽ͢Δ – 㲈ঢ়ଶΛؔ܎͋Δ෦෼͚ͩʹӅṭ͢Δ ͜Ε΋ܧଓతʹอक͍ͯ͠ ͘γεςϜʹ͓͚Δʮঢ় ଶʯͷऔΓѻ͍΁ͷઓུͱ ݴ͑Δ

.JDSPTFSWJFTͱ*NNVUBCMF *OGSBTUSVDUVSF •  .JDSPTFSWJFTԽʹΑͬͯͻͱͭͷγεςϜ͸୯Ұͷ໾ ׂͷίϯϙʔωϯτʹ •  %PDLFSͳͲͷίϯςφΤϯδϯ΋୯Ұͷ໾ׂͷίϯ ϙʔωϯτ͕ڠௐಈ࡞͢ΔઃܭΛલఏ –  º'BUͳ%PDLFSΠϝʔδ
–  ˓Ұͭͷ໾ׂΛ୲͏%PDLFSΠϝʔδ .JDSPTFSWJDFTʹΑΓঢ়ଶ ͷӨڹൣғΛہॴԽ͠ɺͦ ͷΠϯϑϥ͸ෆมͳ΋ͷͱ ͠ɺಠཱੑΛߴΊΔ

ಘΒΕΔ΋ͷ •  ίϯϙʔωϯτͷಠཱੑ – ։ൃαΠΫϧ – σϓϩΠαΠΫϧ – ͦΕ͚ͩͰεέʔϦϯά ΍͸Γ ʮεέʔϥϒϧʯ

3FBDUKT •  'BDFCPPL •  ೥ࠒʹൃද •  +BWB4DSJQUͷ7JFXϥΠϒϥϦ •  ೥ࠒ͔Β࿩୊ʹ

K2VFSZ ໋ྩతͳ%0.ૢ ࡞ίʔυ܈

%0.ૢ࡞ •  %0.ૢ࡞ͷ೉͠͞ – %0.͕ঢ়ଶΛ͍࣋ͬͯΔ – άϩʔόϧ – ඇಉظ •  ໋ྩతͳίʔυ ͍ͭɺͲ͔͜Βॻ͖ ׵͑ΒΕΔ͔Θ͔Β
ͳ͍ঢ়ଶΛؒҧ͍ͳ ͘؅ཧ͠ͳ͚Ε͹ͳ Βͳ͍

3FBDU σʔλϞσϧͷ ঢ়ଶʹมߋΛ௨ ஌ એݴతʹఆٛ͞ Εͨ%0.ߏ଄͕ Α͠ͳʹ࠶ඳը

એݴత •  ໋ྩత –  $16ʹର͢Δ໋ྩͷखଓ͖Λॻ͘ –  ίϚϯυΛ༩͑Δ •  એݴత
–  ࣮ݱ͍ͨ͜͠ͱͦͷ΋ͷΛهड़͢Δ –  ͋Δ΂͖ঢ়ଶΛఆٛɺؔ܎ੑͷهड़FUD see also: 宣言的プログラミングの「宣言的」って？ h:p://d.hatena.ne.jp/sh-‐2/20091006/1254847253 ΍΍ᐆດ͔ͭ૬ର తͳݴ༿Ͱ͸͋Δ ΋ͷͷ

3FBDU໋ྩతˠએݴత •  ໋ྩతͰ͋ͬͨ7JFXͷ૊Έཱͯ %0.ૢ࡞ Λɺ એݴతͳύϥμΠϜʹ •  ʮσʔλϞσϧʹมߋ͕͋ͬͨΒ%0.Λؙ͝ ͱߋ৽ʯ – 
αʔόʔαΠυ೴ –  ඇޮ཰ͳ෦෼͸7JSUVBM%0.͕ղܾ ϑϩϯτΤϯυ6*։ൃΛɺ αʔόʔαΠυͱಉ͡෋ ߽తϓϩάϥϛϯάελ Πϧʹ໭͢

7JSUVBM%0. •  3FBDUͷόοΫΤϯυʹ͋Δ %0.ߏ଄Λந৅Խͨ͠σʔλ ߏ଄ •  σʔλϞσϧͷঢ়ଶมԽʹ߹Θ ͤͯ7JSUVBM%0.ͷલޙͷ EJ⒎Λࢉग़ • 
ੜ%0.࠶ඳըΛࠩ෼ͷ͋ͬͨ Օॴ͚ͩߦ͏ source: React’s diﬀ algorithm h:p://calendar.perfplanet.com/2013/diﬀ/

3FBDU͕ୡ੒ͨ͜͠ͱ •  6*։ൃʹ͓͚Δঢ়ଶ؅ཧ͔Βͷղ์ •  ൃ໌ – 7JSUVBM%0. – εςʔτϨείϯϙʔωϯτΛ࣮ݱ͢Δσʔ λϑϩʔ

'MVY •  3FBDU͸7JFX͚ͩ •  'MVY͸Ϟσϧ 4UPSF ΛؚΊͨΞϓϦέʔ γϣϯશମͷΞʔΩςΫνϟ –  ॲཧͷهड़৔ॴΛఆΊΔ
–  σʔλϑϩʔΛఆΊΔ •  Πϕϯτͷґଘؔ܎ͷෳࡶੑΛղফ –  Πϕϯτ΍σʔλϑϩʔͷํ޲ΛҰํ௨ߦʹ͢Δ

3FBDU/BUJWF •  3FBDUͱಉ͡࡞๏ͰJ04"OESPJE΋ •  -FBSO0ODF 8SJUF"OZXIFSF

'31 'VODUJPOBM3FBDUJWF 1SPHSBNNJOH

ϦΞΫςΟϒϓϩάϥϛϯά •  ΋ͱ΋ͱ͸ҎԼͷΑ͏ͳ֓೦ –  σʔλͷྲྀΕΛ௨ͯ͡มߋΛ఻ൖ –  σʔλͷྲྀΕʹ൓Ԡ –  㱺ΠϕϯτۦಈɺΦϒβʔόʔɺ"DUPSɺ'VUVSF • 
޿ٛͷɺڱٛͷŋŋŋ͕͋Δ –  ֦େղऍ͠Α͏ͱ͢ΔͱͲ͜·Ͱ΋͍͚Δ ཁ஫ҙ –  ݸਓతʹ͸'31ͷจ຺Ҏ֎Ͱ͸͋·Γݴٴ͠ͳ͍Α ͏ʹ͍ͯ͠Δ

ʮ3FBDUJWFͬΆ͍ʯͱ͸ •  σʔλϑϩʔΛએݴతʹѻ͏ – σʔλͷؔ܎ੑΛએݴతʹද͍ͯ͠Δ͔ source: Reac6ve Programming in JavaScript
h:p://ahomu.github.io/s/150221-‐frontrend_conference/#39

'VODUJPOBM3FBDUJWF 1SPHSBNNJOH •  ؔ਺ܕ ϦΞΫςΟϒ •  )BTLFMMˠ$ -*/2ˠ3Y •  ͦͷޙ
– 3Y+BWB – 3FBDUJWF$PDPB – 3Y+4 #BDPOKT – 

ྫ ͱԡ͢ͱ Λԡ͢ͱ

໋ྩతʹॻ͘ •  Χ΢ϯλม਺Λ༻ҙ •  ॳظ஋Λඳը •  Ϙλϯ͕ԡ͞ΕͨΒΧ΢ϯλΛ ͯ͠࠶ඳ ը • 
Ϙλϯ͕ԡ͞ΕͨΒΧ΢ϯλΛͯ͠࠶ඳը

σʔλϑϩʔʹண໨͢Δ + + + + ·ͣɺ ϘλϯͷΫϦοΫΠϕϯτΛ࣌ܥྻʹԊͬͯྲྀΕͯ͘ΔϦετ ετϦʔϜޙड़ ͱߟ͑Δɻ Πϕϯτ͸ετϦʔϜΛྲྀΕΔ஋ͱΈͳͤΔ

+ + + + ϚΠφεϘλϯ΋ಉ༷ʹߟ͑Δ -‐ -‐

+ + + + ϘλϯΠϕϯτ͸ɺ ͢Δ͜ͱɻ Ώ͑ʹͱ͍͏஋ʹม׵ 5SBOTGPSN ͯ͠ΈΔ 1
1 1 1

ϘλϯΠϕϯτ͸ɺ͢Δ͜ͱɻ Ώ͑ʹͱ͍͏஋ʹม׵ 5SBOTGPSN ͯ͠ΈΔ -‐ -‐ -‐1 -‐1

1 1 1 1 -‐1 -‐1 1 1 1 1
-‐1 -‐1 ;ͨͭͷΠϕϯτ͸ඇಉظʹࠞͬͯ͟ಧ͘΋ͷͰ͋Δ Ώ͑ʹೋͭͷετϦʔϜΛϚʔδ͢Δ

1 1 1 1 -‐1 -‐1 1 1 2 0
1 2 Ϛʔδ͞ΕͨετϦʔϜΛɺҰͭલͷ஋ͱͷࢉज़݁Ռʹม׵

1 1 2 0 1 2 ஋͕มԽ͢Δຖʹը໘Λ࠶ඳը ෭࡞༻

'31XJUI#BDPOKT

+ + + + Bacon.fromEvent(plusButton, 'click')

+ + + + -‐ -‐ Bacon.fromEvent(minusButton, 'click')

+ + + + 1 1 1 1 plusClickStream.map(1)

-‐ -‐ -‐1 -‐1 minusClickStream.map(-‐1)

1 1 1 1 -‐1 -‐1 1 1 1 1
-‐1 -‐1 plusStream.merge(minusStream)

1 1 1 1 -‐1 -‐1 1 1 2 0
1 2 bothStream.scan(0, (x + y) => x + y)

1 1 2 0 1 2 counterBus.onValue( /* ը໘ඳը */)

ͳΜ͔ͩΘ͔ͬͨΑ͏ͳ Θ͔Βͳ͍Α͏ͳŋŋŋ

ࠓճͷจ຺Ͱݴ͑͹ ண໨͢΂͖͸ʮετϦʔϜʯ

source: Reac6ve Programming in JavaScript h:p://ahomu.github.io/s/150221-‐frontrend_conference/#39

ඇಉظσʔλετϦʔϜ •  શͯͷσʔλϑϩʔΛετϦʔϜͱͯ͠ѻ͏ –  ୯Ұͷ஋΋ɺෳ਺ͷ஋΋ɺ1SPNJTF΋ •  ετϦʔϜΛϦετͱΈͳ͢ •  Ϧετૢ࡞㱺ؔ਺ܕͷΠσΟΦϜͰૢ࡞Ͱ͖Δ • 
ؔ਺ܕ –  એݴత –  ୈڃߴ֊ؔ਺ –  ࢀরಁ໌͔ͭ෭࡞༻Λආ͚Δ ہॴԽ͢Δ

ࢥߟͷྲྀΕ •  ʮ࣌ؒͱڞʹมԽ͢Δ஋ͷσʔλܕ͕ཉ͍͠ʯ •  㱺ετϦʔϜΛಋೖ •  㱺Πϕϯτ΍ඇಉظॲཧ·ͰετϦʔϜʹ –  ʮ͋Εɺશ෦ετϦʔϜͰѻ͑Δ͡Όͳ͍ ʯ
•  㱺શͯΛ౷Ұ͞ΕͨετϦʔϜͱ͍͏ΠϯλϑΣʔεͰ •  㱺ϦετΏ͑ʹؔ਺ܕͷΠσΟΦϜɺύϥμΠϜ –  ʮϦετૢ࡞Ͱ͢ΔͳΒؔ਺ܕ͕Ԡ༻Ͱ͖Δ͡Όͳ͍ʯ •  㱺෭࡞༻Λආ͚ͨએݴతͳهड़ •  㱺ࢀরಁ໌ঢ়ଶ؅ཧ͔Βͷղ์

"OESPJE΍J04Ͱ΋3FBDUJWF •  3Y+BWB΍3FBDUJWF$PDPBͷྲྀߦ •  ͨͩ͠ɺ'31Λਖ਼໘͔Βಋೖ͢ΔͷͰ͸ͳ͘ศརͳϥ ΠϒϥϦͱͯ͠ݶఆతʹಋೖ͢Δͱ͜Ζ͔Β࢝ΊΔྫΛ Α͘Έ͔͚Δ –  ศརͳίϨΫγϣϯૢ࡞ϥΠϒϥϦͱͯ͠ – 
.77.ͷσʔλόΠϯσΟϯά࣮૷ͱͯ͠

·ͱΊ

τϨʔυΦϑ ྫ •  *OGSBTUSVDUVSFBT$PEFֶशίετ •  *NNVUBCMF*OGSBTUSVDUVSF؀ڥߏஙίετ •  .JDSPTFSWJDFTϞϊϦγοΫΑΓܥશମͷෳࡶੑ͸૿ ͢
•  3FBDUKTίʔυྔ૿͑Δ •  '31ֶशίετ

εέʔϥϒϧŋŋŋঢ়ଶΛͲ͏ѻ͏͔ •  എܠ –  ࣌୅ͷཁ੥ •  Ϋϥ΢υωΠςΟϒ •  ඇಉظͳΞϓϦέʔγϣϯ • 
࣌ؒͱڞʹԿ͔ͱෳࡶԽ͠΍͍͢8FCγεςϜ •  ࢧ഑తͳϑΝΫλʔঢ়ଶͷѻ͍ –  Ӆṭ –  એݴతʹهड़ –  *NNVUBCMF େن໛τϥϑΟοΫ ͔ͩΒɺͱ͍͏࿩ͩ ͚Ͱͳ͘ͳ͖ͬͯͯ Δ

·ͱΊ •  ۙ೥ݸਓతʹண໨ͨ͠τϨϯυΛΈͨ –  *OGSBTUSVDUVSFBT$PEF –  *NNVUBCMF*OGSBTUSVDUVSF –  .JDSPTFSWJDFT – 
3FBDU –  3FBDUJWF1SPHSBNNJOH •  ෳࡶੑ΁ͷରࡦͱͯ͠ͷঢ়ଶ؅ཧख๏ʹύλʔ ϯ͕ݟ͍ͩͤΔ

13࠾༻ͯ͠·͢ ʮ,BJ[FO࠾༻ʯͰݕࡧɻڵ ຯ͋Δ͚ͩͰ΋Մɻͦͷ৔ ߹͸8BOEUFEMZͰ

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