DockerとJenkinsを使った開発速度と品質の向上 / docker and jenkins

by Masashi Hirano

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DockerͱJenkins Λ࢖ͬͨ։ൃ଎౓ͱ඼࣭ͷ޲্ ώΧˑϥϘ 2018/10/27 ฏ໺ ণ࢜ @shisama ×

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ฏ໺ণ࢜.BTBTIJ)JSBOP ɹɹɹɹɹɹ,ZPUPP⒏DF !TIJTBNB@ !TIJTBNB ؔ੢/PEFֶԂओ࠵ऀ 044$POUSJCVUPS

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8IBUJT

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ɹɹɹɹͷࣄۀͱٕज़ ࣙॻ  ɾӳ࿨ɺࠃޠɺྨޠɺதࠃޠɺؖࠃޠɺݹޠɺख࿩FUD  ɾ݄ؒΞΫςΟϒϢʔβʔ਺ઍສਓ  ɾສޠҎ্ͷ୯ޠΛऩ࿥  ɾ+BWB  ɾ೥Ҏ্ଓ͘ϨΨγʔྺ࢙͋ΔγεςϜ

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ɹɹɹɹͷࣄۀͱٕज़ ΦϯϥΠϯӳձ࿩  ɾӳޠͷतۀΛωΠςΟϒͷߨࢣͱ̍ର̍Ͱߦ͏͜ͱ͕Ͱ͖Δ  ɾ8FC35$Λ࢖ͬͨϏσΦɾԻ੠ͷ௨৴  ɾ/PEFKTɺ3FBDUɺ'JSFCBTFFUD

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ɹɹɹɹͷࣄۀͱٕज़ J04"OESPJEΞϓϦ  ɾࣙॻɺ୯ޠாɺ຋༁ͳͲͷΞϓϦ  ɾ4XJGUɺ+BWBɺ,PUMJO

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ɹɹɹɹͷࣄۀͱٕज़ "*ɺཹֶࢧԉFUD  ɾ"*ͱӳձ࿩Ͱ͖ΔαʔϏε  ɾཹֶɾཱྀߦɾւ֎ෝ೚ͷࢧԉ  ɾ1ZUIPOɺ+BWBɺ8PSE1SFTTFUD

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ࠓ೔࿩͢͜ͱ ✤ୈҰ෦%PDLFSΛ࢖ͬͨ։ൃ࣮ફྫ ✤ୈೋ෦+FOLJOTΛ࢖ͬͨ։ൃ࣮ફྫ

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DockerΛ࢖ͬͨ։ൃ࣮ફྫ

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%PDLFSͱ͸

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IUUQTSBODIFSDPNQMBZJOHDBUDIEPDLFSDPOUBJOFST

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%PDLFSجຊ $MJFOU %PDLFS)PTU %PDLFS%BFNPO 3FHJTUSZ EPDLFSIVC $OUBJOFS *NBHF EPDLFSCVJME EPDLFSQVMM EPDLFSSVO

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%PDLFSجຊ %PDLFS)PTU %PDLFS%BFNPO 3FHJTUSZ EPDLFSIVC $OUBJOFS *NBHF $MJFOU EPDLFSCVJME EPDLFSQVMM EPDLFSSVO ։ൃऀ͕EPDLFSίϚϯυΛ࣮ߦ

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%PDLFSجຊ $MJFOU 3FHJTUSZ EPDLFSIVC EPDLFSCVJME EPDLFSQVMM EPDLFSSVO %PDLFS)PTU %PDLFS%BFNPO $OUBJOFS *NBHF ड͚औͬͨίϚϯυΛݩʹ EPDLFSΠϝʔδΛ࡞ͬͨΓɺ EPDLFSίϯςφΛىಈͨ͠Γɺ EPDLFSΠϝʔδΛऔಘͨ͠Γ

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%PDLFSجຊ $MJFOU %PDLFS)PTU %PDLFS%BFNPO $OUBJOFS *NBHF EPDLFSCVJME EPDLFSQVMM EPDLFSSVO 3FHJTUSZ EPDLFSIVC EPDLFSΠϝʔδͷ഑෍΍؅ཧΛ͢Δ Ұൠެ։޲͚ʹ͸%PDLFS)VC͕͋Δ

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%PDLFSجຊ $MJFOU %PDLFS)PTU %PDLFS%BFNPO 3FHJTUSZ EPDLFSIVC $OUBJOFS *NBHF EPDLFSCVJME EPDLFSQVMM EPDLFSSVO %PDLFSʹࢦࣔ͢Δਓɺ ΠϝʔδɺίϯςφΛ࡞Δਓɺ Πϝʔδͷ഑෍΍؅ཧΛ͢Δਓ͕͍Δ

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%PDLFS͕ແ͔ͬͨ͋ͷࠒ w ։ൃ؀ڥ͸खಈͰ͍͔ͪΒߏஙɻ؀ڥߏங͚ͩͰ̎೔͔͔Δ1+΋͋ͬͨ w ؀ڥߏஙͷखॱॻʹ͸ॻ͔Ε͍ͯͳ͍ઃఆ͕͋ͬͨΓ w खॱॻ͕8JOEPXTͷखॱ͔͠ͳ͔ͬͨΓ w खॱॻ௨Γ΍͚ͬͨͲಈ͔Μɾɾɾ w Ͳ͏΍ͬͯߏங͞Ε͔ͨΘ͔ΒΜɾɾɾ

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%PDLFSಋೖޙ w ։ൃ؀ڥ͸%PDLFSίϯςφΛىಈ͢Δ͚ͩͰߏங͞ΕΔͨΊޮ཰Խ w %PDLFS্Ͱ։ൃ͢ΔͨΊ֤։ൃऀͷ؀ڥΛ౷Ұ w %PDLFSpMF͕؀ڥߏஙͷखॱΛࣔͨ͢Ίखॱॻ࡞੒ͷखؒΛলུ w ։ൃ؀ڥʹมߋ͕ൃੜͯ͠΋Πϝʔδͷ࠶഑෍Λ͢Δ͚ͩ  ɾΞϓϦέʔγϣϯΤϯδχΞ͸ΠϯϑϥϨΠϠʔΛؾʹ͠ͳͯ͘΋͍͍

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%PDLFSΛ࢖ͬͨ؀ڥߏங w ։ൃ؀ڥɺ+FOLJOTɺ3FEBTIͳͲʹ%PDLFSΛ࢖͍ͬͯΔ w %PDLFSίϯςφΛ্ཱͪ͛Δ͚ͩͰϩʔΧϧͰͷ։ൃ؀ڥ͕ߏங͞ΕΔ w EPDLFSDPNQPTFΛ࢖ͬͯΠϝʔδͷQVMM͔Βίϯςφىಈ·Ͱߦ͏ w ίϯςφىಈ࣌ʹOHJOY΍ΞϓϦέʔγϣϯ͕ىಈ͢Δ w %PDLFSΠϝʔδ͸ࣾ಺ͷϓϥΠϕʔτͳ%PDLFSϦϙδτϦ͔ΒQVMM

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'30.VCVOUV $01:pMFT 36/USVFa BQUVQEBUFpYNJTTJOHa CBTIWBSTDSJQUTQSFJOTUBMMTIa BQUJOTUBMMZa NBOTDSFFODSPOTVEPCBTIDPNQMFUJPOa OHJOYa ͦͷଞॾʑ a BQUDMFBOa CBTIWBSTDSJQUTQPTUJOTUBMMTIa USVF &/53:10*/5<CJOCBTI WBSTDSJQUTPOCPPUTI> %PDLFSpMFྫ 04ͷΠϝʔδΛQVMM ඞཁͳઃఆϑΝΠϧͳͲΛίϐʔ ύοέʔδΠϯετʔϧʹඞཁͳॲཧ

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1SJWBUFͳ%PDLFSϦϙδτϦͱ͸ w ࣾ಺ʹஔ͚Δ%PDLFS3FHJTUSZ w %PDLFS)VCͷΑ͏ʹ%PDLFSΠϝʔδͷ഑৴Λߦ͏ w %PDLFSpMF͔ΒϏϧυͨ͠ΠϝʔδΛQVTIͯ͠ϦϙδτϦ؅ཧ w %PDLFSެࣜͷ%PDLFS3FHJTUSZΛ࢖͏ͱ؆୯ʹߏஙͰ͖Δ w 5-4 )5514 Λ࢖͏৔߹͸44-ূ໌ॻ͕ඞཁ w )551ͷ৔߹—insecure-registryΛ࢖Θͳ͍ͱ1VTI΍1VMM͕Ͱ͖ͳ͍

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1VTI 1VMM 1VMM 1VMM ։ൃऀ" ։ൃऀ# ։ൃऀ$ ։ൃऀ%

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1SJWBUFͳ%PDLFSϦϙδτϦΛ࢖͏ w ֤։ൃऀ͕։ൃ؀ڥΛϏϧυ͠ͳͯ͘΋Α͘ͳΔ w Ϗϧυ͞ΕͨΠϝʔδΛQVMM͢Δ͚ͩ w OHJOYͳͲ֤छઃఆϑΝΠϧ΍αʔόʔূ໌ॻ΋ΠϝʔδʹϏϧυ͢Δ  ɾઃఆมߋ΍αʔόʔূ໌ॻͷҰݩ؅ཧ  ɾ(JU؅ཧͨ͘͠ͳ͍΋ͷ΋Ϗϧυ͓ͯ͘͠

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version: "2" services: local_develop: hostname: “local_develop” container_name: "develop_container" image: “dockerrepo:5000/service_name“ ports: - "80:80" - "443:443" volumes: - "./:/var/user/service" tty: true 1SJWBUFϦϙδτϦ͔Β1VMM EPDLFSDPNQPTFZNM಺Ͱ QSJWBUFϦϙδτϦʹ͋ΔΠϝʔδΛࢦఆ

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IUUQTEFWDMBTTNFUIPEKQDMPVEEPDLFSSFHJTUSZSFDJQFT

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IUUQTEPDTEPDLFSDPNSFHJTUSZ

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%PDLFSpMFͷ؅ཧ %PDLFSΠϝʔδΛ࡞Δ%PDLFSpMF͸(JU)VC Ͱ؅ཧ͍ͯ͠Δ

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%PDLFSpMFͷ؅ཧ ֤%PDLFSpMF͝ͱʹΠϝʔδͷϏϧυͱ 1VTI༻ͷTIFMMΛ༻ҙ

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#!/bin/bash IMAGE_NAME=“some_docker_image” REMOTE_IMAGE_NAME="dockerrepo:5000/$IMAGE_NAME" docker build --pull -t $IMAGE_NAME . docker tag $IMAGE_NAME $REMOTE_IMAGE_NAME docker push $REMOTE_IMAGE_NAME %PDLFSΠϝʔδͷϏϧυͱ1VTIΛߦ͏TIFMM

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ݸਓతʹ%PDLFSਏ͔ͬͨͱ͜Ζ w %PDLFSGPS.BD͕ͱʹ͔͘ॏ͍ w ϩʔΧϧʹ%PDLFSΠϝʔδίϯςφ͕ϩʔΧϧʹ૿͑͗͢Δ w ϗετͷϚγϯ࠶ىಈޙ%PDLFSίϯςφ͕ىಈ͞Εͳ͍

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%PDLFSGPS.BDॏ͍໰୊

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%PDLFSGPS.BDॏ͍໰୊ w WPMVNFͰϚ΢ϯτ͍ͯ͠ΔϗετϑΝΠϧ΁ͷΞΫηε͕ݪҼ w %PDLFS͕PTYGTͰ'JMF4ZTUFNΛ؂ࢹ͍ͯ͠Δͷ͕ݪҼ w ϑΝΠϧͷมߋ͕ଟ͍ͱ$16ෛՙ͕ΨϯΨϯ্͕͍ͬͯ͘

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%PDLFSGPS.BDॏ͘ͳͬͨͱ͖ͷղܾࡦ w %PDLFSGPS.BDΛ࠶ىಈ w 1SFGFSFODFT3FTFU3FTFUUPGBDUPSZEFGBVMUTΛ࣮ߦ w DBDIFEΦϓγϣϯΛ͚ͭΔ -v /hostdir:/mountdir:cached

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%PDLFSΠϝʔδίϯςφ͕૿͑͗͢Δ໰୊ w ෳ਺αʔϏεͷ։ൃΛ͍ͯ͠Δͱ࢖͍ͬͯͳ͍Πϝʔδ΍ίϯςφ͕ϩʔ Χϧʹ૿͑ͯ͘Δ w Ұͭͣͭফ͢ͷ͸खؒ w Ұؾʹ࡟আ͍ͨ͠ʂ

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%PDLFSΠϝʔδίϯςφҰׅ࡟আํ๏ docker stop $(docker ps -q) docker rm $(docker ps -q -a) docker rmi $(docker images -q) શίϯςφΛఀࢭ શίϯςφΛ࡟আ શΠϝʔδΛ࡟আ

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ϗετͷϚγϯ࠶ىಈޙίϯςφ͕ىಈ͞Εͳ͍ w ϗετͷϚγϯΛ࠶ىಈͨ͠ͱ͖ʹίϯςφ͸ىಈ͞Εͳ͍ w ىಈ͠๨Ε͍ͯͯ։ൃ؀ڥͱ͔KFOLJOT͕ಈ͔ͳ͍͜ͱ΋͠͹͠͹ w ҰͭͣͭखಈͰίϯςφىಈ͢Δͷ͕खؒ w ࣗಈͰىಈͯ͠΄͍͠

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version: "2" services: local_develop: hostname: “local_develop” container_name: "develop_container" image: “dockerrepo:5000/service_name“ restart: “always“ ports: - "80:80" - "443:443" volumes: - "./:/var/user/service" tty: true ίϯςφͷࣗಈىಈํ๏ EPDLFSDPNQPTFʹ SFTUBSUlBMXBZTzΛ௥Ճ͢Δ

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ୈҰ෦·ͱΊ w ػցͰͰ͖Δ͜ͱ͸ػցʹ೚ͤΔ w ։ൃ؀ڥߏஙͷखؒΛল͍ͯ։ൃ଎౓Λ޲্ w ؀ڥߏஙͷखॱ͕ݟ͑ΔԽ͞ΕΔ w Ұ౓࡞Ε͹ָʹ͸ͳΔ͕ɺ͍Ζ͍Ζ޻෉͸ඞཁ

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JenkinsΛ࢖ͬͨ։ൃ࣮ફྫ

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$*ͱ͸

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IUUQTJOTJHIUTTFJDNVFEVTFJ@CMPHTFDVSJUZJODPOUJOVPVTJOUFHSBUJPOIUNM

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+FOLJOTͱ͸ w $*޲͚ͷࣗಈԽιϑτ w 044 w +BWB w ΦϯϓϨͰಈ͔͢͜ͱ͕Ͱ͖Δ w ։ൃऀ͸೔ຊਓɻ઒ޱߞհ͞Μ w ଞͷ$*αʔϏεʹ͸5SBWJT$*΍$JSDMF$*ͳͲ͕͋Δ

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+FOLJOT͓͡͞Μ͕͍ͳ͔ͬͨ͋ͷࠒ w ςετ͕ࣗಈͰ࣮ߦ͞Εͳ͔ͬͨɻखಈɻɻ w ίʔσΟϯάελΠϧΨΠυʹԊ͍ͬͯΔ͔໨ࢹͰϨϏϡʔ w ະ࢖༻ͷม਺΍ψϧϙ΍ܕνΣοΫ͸໨ࢹ΍σόοά͠ͳ͕ΒϨϏϡʔ w STZODͱ͔TDQͱ͔͸࢖͍͕ͬͯͨ։ൃऀ͕खಈͰσϓϩΠ

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$*ಋೖޙ w Ϗϧυ΍ςετ΍σϓϩΠ͸ࣗಈԽ w Ϣχοτςετ΍&&Λ࢖ͬͨࣗಈςετ w ੩తղੳΛ࢖ͬͯίʔυϨϏϡʔ࣌ͷϨϏϡΞʔෛ୲Λܰݮ w ޻਺࡟ݮʹ΋ܨ͕ΓϏδωεαΠυʹ΋޷ҹ৅ w ώϡʔϚϯΤϥʔ͕ݮͬͨ w ਓ͸ࣦഊ͢Δɾɾɾ

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$*ͷߏ੒ w +FOLJOT͸%PDLFS্Ͱಈ͍͍ͯΔ w +FOLJOTެࣜͷ%PDLFSΠϝʔδΛ࢖͍ͬͯΔ w +FOLJOTʹ͸.BTUFSͱ4MBWF͕͋Δ w .BTUFS͸δϣϒͷ࣮ߦΛड෇͚ɺ4MBWFʹ࣮ߦґཔΛ͢Δ w 4MBWF͕Ϗϧυ΍ςετͳͲ࣮ࡍͷδϣϒΛ࣮ߦ w ΞϓϦέʔγϣϯ͝ͱʹٕज़͕ҧ͏ͨΊͦΕͧΕͷ4MBWF༻ίϯςφ͕͋Δ

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3VO+PC 3VO .BTUFS 4MBWF 3VO+PC ɾUFTU  ɾMJOU  ɾCVJME 'FFECBDL 'FFECBDL 'FFECBDL

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3VO .BTUFS 4MBWF 3VO+PC ɾUFTU  ɾMJOU  ɾCVJME 'FFECBDL 'FFECBDL 'FFECBDL 3VO+PC δϣϒΛΩοΫ͢Δਓ

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3VO+PC 4MBWF 3VO+PC ɾUFTU  ɾMJOU  ɾCVJME 'FFECBDL 'FFECBDL 'FFECBDL 3VO .BTUFS δϣϒΛड͚෇͚Δਓ δϣϒΛ࣮ߦ͢Δਓ

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3VO+PC 3VO .BTUFS 'FFECBDL 'FFECBDL 'FFECBDL 3VO+PC ɾUFTU  ɾMJOU  ɾCVJME 4MBWF δϣϒͷ࣮ߦʹ࢖ΘΕΔਓ

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'FFECBDL 'FFECBDL 'FFECBDL 3VO+PC ɾUFTU  ɾMJOU  ɾCVJME 4MBWF 3VO+PC 3VO .BTUFS $*ʹ͸δϣϒΛΩοΫ͢Δਓɺ δϣϒΛड͚෇͚Δਓɺ δϣϒΛ࣮ߦ͢Δਓɺ δϣϒͷ࣮ߦʹ࢖ΘΕΔਓ͕͍Δ

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.BTUFS 4MBWF 4MBWF 4MBWF ٕज़ʹ߹Θͤͯ4MBWFΛ࢖͍෼͚Δ

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8FCMJPͷ։ൃϑϩʔ EFWFMPQ ։ൃ؀ڥ TUBHJOH εςʔδϯά NBTUFS ຊ൪؀ڥ CSBODI CSBODI

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։ൃϑϩʔ TUBHJOH εςʔδϯά .BTUFS ຊ൪؀ڥ EFWFMPQ ։ൃ؀ڥ CSBODI CSBODI ։ൃऀ͸EFWFMPQϒϥϯν͔Β τϐοΫϒϥϯνΛ࡞ͬͯ࡞ۀ͢Δ

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։ൃϑϩʔ .BTUFS ຊ൪؀ڥ CSBODI CSBODI EFWFMPQ ։ൃ؀ڥ TUBHJOH εςʔδϯά ։ൃ؀ڥͰಈ࡞֬ೝͨ͠΋ͷΛ TUBHJOHϒϥϯνʹϚʔδ εςʔδϯά؀ڥͰӦۀɾϚʔέɾ2"͕νΣοΫ

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։ൃϑϩʔ CSBODI CSBODI EFWFMPQ ։ൃ؀ڥ TUBHJOH εςʔδϯά εςʔδϯάͷνΣοΫ͕׬ྃ͢Δͱ NBTUFSʹϚʔδͯ͠ຊ൪؀ڥʹ൓ө͢Δ .BTUFS ຊ൪؀ڥ

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։ൃϑϩʔ EFWFMPQ ։ൃ؀ڥ TUBHJOH εςʔδϯά .BTUFS ຊ൪؀ڥ CSBODI CSBODI ͍ͭ࢖ΘΕ͍ͯΔͷʁ

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։ൃϑϩʔ EFWFMPQ ։ൃ؀ڥ TUBHJOH εςʔδϯά .BTUFS ຊ൪؀ڥ CSBODI CSBODI ࢸΔͱ͜ΖͰ࢖ΘΕ͍ͯ·͢

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1VMM3FRVFTU#VJMEFS Λ࢖ͬͨݕূ

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։ൃϑϩʔ EFWFMPQ ։ൃ؀ڥ TUBHJOH εςʔδϯά .BTUFS ຊ൪؀ڥ CSBODI CSBODI 13͕࡞ΒΕͨΓ1VTIͨ͠ͱ͖

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13࡞੒1VTI 13#VJMEFSΛ࢖ͬͨ IPPL 3VO ௨஌4VDDFTT'BJMVSF .BTUFS 4MBWF 1VMM 3VO+PC ɾUFTU  ɾMJOU  ɾCVJME 'FFECBDL

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ͳͥ1VMM3FRVFTU͝ͱʹݕূΛ͢Δͷ͔ w ϝΠϯϒϥϯνʹෆਖ਼ͳίʔυ͕ೖΒͳ͍ͨΊͷݕূ w 1VTI͞ΕΔ౓ʹϏϧυɾ੩తղੳɾࣗಈςετ͕௨Δ͔ݕূ w खಈ΍໨ࢹͰߦ͍ͬͯͨ࡞ۀΛࣗಈԽͯ͠ϨϏϡΞʔͷෛ୲ܰݮ

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Ϛʔδޙͷݕূ

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։ൃϑϩʔ EFWFMPQ ։ൃ؀ڥ TUBHJOH εςʔδϯά .BTUFS ຊ൪؀ڥ CSBODI CSBODI

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.FSHF %FQMPZ 3VO+PC ɾUFTU  ɾMJOU  ɾCVJME ௨஌4VDDFTT'BJMVSF 4FSWJDF  3FTUBSU 4MBWF 4FSWFS .BTUFS )PPL 3VO 'FFECBDL ·ͩऴΘΒͳ͍ɻ࣍ͷϖʔδʹଓ͘ 1VMM

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υΩϡϝϯτੜ੒ ɾ"1*EPDVNFOU ɾ+4%PD+BWB%PD ɾ$PWFSBHF3FQPSU ࣦഊ࣌ͷΈ௨஌ 1VTIHIQBHFT EFWFMPQʹϚʔδޙ΋͏Ұͭδϣϒ͕ಈ͘

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ͳͥϚʔδޙʹ࣮ߦ͢Δ͔ w σάϨʔυ͕ൃੜ͍ͯ͠ͳ͍͔ͷݕূ w ֤؀ڥʹԠͨ͡Ϗϧυ΍ςετΛݕূ w ࠷৽ͷυΩϡϝϯτΛ͍ͭͰ΋ݟΕΔΑ͏ʹ͓ͯ͘͠  ɾ(JU)VC1BHFTͰݟΕΔΑ͏ʹ͍ͯ͠Δ

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$*Ͱ޻෉ͨ͜͠ͱ w ࣦഊͨ͠ͱ͖ͷGBMMCBDL  ɾΠϯλʔωοτͷෆௐͳͲ֎తཁҼͰࣦഊͨ͠ͱ͖ͷͨΊͷGBMMCBDLΛ༻  ɹҙ͓ͯ͘͠  ɾ1VMM3FRVFTUʹl3VO$*zͱίϝϯτ͢Δͱδϣϒ͕࠶࣮ߦ͞ΕΔ  ɾ$*͕ͳͯ͘΋खಈͰ࣮ݱͰ͖ΔܗΛ࢒͓ͯ͘͠

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$*Ͱ޻෉ͨ͜͠ͱ w ඼࣭୲อ  ɾ$*͕௨Βͳ͍ͱϚʔδͰ͖ͳ͍Α͏ʹ͓ͯ͘͠

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$*Ͱ޻෉ͨ͜͠ͱ w ௨஌  ɾ1VMM3FRVFTU্Ͱ$*ͷ੒ޭࣦഊ͕Θ͔ΔΑ͏ʹ͓ͯ͘͠  ɾ4MBDLʹ௨஌͢Δ͜ͱͰؾ͖ͮ΍͘͢͢Δ

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$*Ͱ޻෉ͨ͜͠ͱ w ӡ༻  ɾ%PDLFSίϯςφΛىಈ͢Δ͚ͩͰݩ௨Γͷ+FOLJOT؀ڥΛ࠶ݱ  ɾઃఆϑΝΠϧͳͲ͕ೖ͍ͬͯΔσΟϨΫτϦΛѹॖͯ͠όοΫΞοϓ

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ୈೋ෦·ͱΊ w ΍͸ΓػցͰͰ͖Δ͜ͱ͸ػցʹ೚ͤΔ w $*Ͱ֤ϑΣʔζ͝ͱʹ඼࣭Λ୲อ͢Δ w ࡞ۀΛػցʹͤ͞Δ͜ͱͰੜ࢈ੑΛ্͛Δ w $*पΓͷઃఆ͸Ұ౓΍ͬͯ͠·͏ͱޙָ͕

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ࠓ೔ͷ·ͱΊ w %PDLFS΋+FOLJOT΋खஈͷͻͱͭ  ɾࣗ෼ͷϓϩδΣΫτʹ࠷దͳํ๏Λݟ͚ͭ·͠ΐ͏  ɾखಈ͕࠷ળͰ͋Δ͜ͱ΋͋Δ w खॱԽͰ͖Δ΋ͷ͸ࣗಈԽͰ͖Δ w खॱ͕໌֬Խ͞Εଐਓੑͷഉআʹ΋ܨ͕Δ w ࣗಈԽ͸։ൃ଎౓΍඼࣭ͷ޲্ʹܨ͕Δ w ͨͩ͠ɾɾɾϞνϕʔγϣϯߴ͍ਓ͕ಋೖ΍ϝϯςΛ͢Δඞཁ͕͋Δ

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ʒʹୀ৬ͨ͠ଚܟ͢Δઌഐ͔Βύ Ϋͬͨड͚ܧ͍ͩ࿩Λʜ

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$*Λָ͠ΉͨΊͷ̑Օ৚

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5IF+PZPG$* wࣗ෼͕௚઀ؔΘΔॴʹྗΛ͍ΕΔ w ଞͷϓϩδΣΫτͷ੹೚·ͰͱΒͳ͍ wࣗ෼ָ͕ʹͳΔࣄΛߟ͑Δ w ָʹϓϩδΣΫτϦεΫͱઓ͏ʹ͸Ͳ͏ͨ͠Β͍͍͔ wࣗ෼͕࢖͍͍ͨ෺Λಋೖ͢Δ w ͨͩ͠ wࣗ෼͕ډͳͯ͘΋େৎ෉ͳঢ়ଶΛͭ͘Δɺͭ·ΓଐਓੑΛഉআ͢Δ w खಈͰ΍͍ͬͯΔखॱΛࣗಈԽ͢Δɺͭ·Γ$*͕ͳͯ͘΋࣮ݱͰ͖ΔܗΛ࢒͓ͯ͘͠ wશ෦ࣗಈԽ͠Α͏ͱߟ͑ͳ͍ w γϯϓϧͳํ๏Ͱɺੌָ͘ʹͳΔࣄʹूத͢Δ w ෳࡶͳํ๏ͰͪΐͬͱָʹͳΔҐͳΒखಈͰ΋Α͘ͳ͍ ͬͯߟ͑Λ࣋ͭ