$30 off During Our Annual Pro Sale. View Details »

Documentation as Codeで継続的なドキュメント運用を実現する / July Tech Festa 2021 winter

Documentation as Codeで継続的なドキュメント運用を実現する / July Tech Festa 2021 winter

July Tech Festa 2021 winter [D-5]
https://techfesta.connpass.com/event/193966/

Ken’ichiro Oyama

January 24, 2021
Tweet

More Decks by Ken’ichiro Oyama

Other Decks in Technology

Transcript

  1. খࢁ݈Ұ࿠(.01FQBCP *OD
    +VMZ5FDI'FTUBXJOUFS
    %PDVNFOUBUJPOBT$PEFͰ
    ܧଓతͳυΩϡϝϯτӡ༻Λ
    ࣮ݱ͢Δ

    View Slide

  2. ϓϦϯγύϧΤϯδχΞ
    খࢁ݈Ұ࿠!L-P8
    (.0ϖύϘϗεςΟϯάࣄۀ෦ϗεςΟϯάάϧʔϓ43&νʔϜ
    IUUQTHJUIVCDPNL-P8

    View Slide


  3. View Slide

  4. View Slide

  5. ຊൃදʹ͓͚Δ
    lυΩϡϝϯτzͱ͸

    View Slide

  6. ։ൃ։࢝·ͰͷΦʔόʔϔου
    w ։ൃऀ͕৽ͨʹγεςϜ։ൃʹࢀՃͨ͠ͱͯ͠ɺͦͷ։ൃऀ͕γεςϜΛཧղͨ͠
    ͍ͱ͖
    w ΋͘͠͸։ൃऀ͕ࣗ෼ͷ୲౰Ҏ֎ͷߏ੒ཁૉ΍ػೳΛཧղ͍ͨ͠ͱ͖
    w ஌ࣝθϩͷঢ়ଶ͔ΒγεςϜΛཧղ͠։ൃΛ։࢝͢Δ·Ͱͷ࣌ؒ΍ίετΛɺࢲ͸
    ʮ։ൃ։࢝·ͰͷΦʔόʔϔουʯͱݺΜͰ͍ΔʢʮΦϯϘʔσΟϯάͷίετʯ
    ͱ͍ͬͨํ͕Ұൠత͔΋ʣ

    View Slide

  7. Կ΋ͳ͍ঢ়ଶ
    w ৽͍͠։ൃऀ͸γεςϜΛݟͯཧղΛ͢Δඞཁ͕͋Δ
    w ։ൃ։࢝·ͰͷΦʔόʔϔου͕େ͖͍ঢ়ଶ

    View Slide

  8. υΩϡϝϯτ
    w γεςϜͷཧղΛॿ͚ΔͨΊυΩϡϝϯτΛॻ͘
    w ৽͍͠։ൃऀ͸υΩϡϝϯτΛ௨ͯ͡γεςϜͷཧղΛਐΊΔ͜ͱ͕Ͱ͖Δ
    w ຊൃදͰ͸ʮγεςϜͷཧղΛॿ͚Δʹ։ൃ։࢝·ͰͷΦʔόʔϔουΛ࡟ݮ͢
    ΔʯͨΊͷυΩϡϝϯτΛର৅ͱ͢Δ

    View Slide

  9. γεςϜͱυΩϡϝϯτͷဃ཭

    View Slide

  10. γεςϜͱυΩϡϝϯτͷဃ཭
    w γεςϜͱυΩϡϝϯτͱͷؒʹ಺༰ͷဃ཭͕ൃੜ͍ͯ͠Δ৔߹͕͋Δ
    w ߃ৗతʹ಺༰ʹ͕ࠩग़͍ͯΔঢ়ଶ
    w ߋ৽λΠϛϯά͕ͣΕΔ͜ͱͰγεςϜͱυΩϡϝϯτͷ಺༰ʹ͕ࠩग़͍ͯΔঢ়


    View Slide

  11. γεςϜͱυΩϡϝϯτͷဃ཭Λখ͘͢͞Δʹ͸
    γεςϜͱυΩϡϝϯτͷဃ཭͕͋Δ࣌ؒΛͰ͖Δ͚ͩখ͘͢͞ΔͨΊʹ͸
    wܧଓతʹ
    wͰ͖Δ͚ͩγεςϜͷߋ৽ʹ͍ۙλΠϛϯάͰ
    υΩϡϝϯτΛߋ৽͠ଓ͚Δ͜ͱ͕ඞཁ

    View Slide

  12. %PDVNFOUBUJPOBT$PEF

    View Slide

  13. %PDVNFOUBUJPOBT$PEF %PDTBT$PEF
    SFGFSTUPBQIJMPTPQIZUIBUZPV
    TIPVMECFXSJUJOHEPDVNFOUBUJPOXJUIUIFTBNFUPPMTBTDPEF
    *TTVF5SBDLFST
    7FSTJPO$POUSPM (JU

    1MBJO5FYU.BSLVQ .BSLEPXO SF4USVDUVSFE5FYU "TDJJEPD

    $PEF3FWJFXT
    "VUPNBUFE5FTUT
    5IJTNFBOTGPMMPXJOHUIFTBNFXPSLqPXTBTEFWFMPQNFOUUFBNT BOE
    CFJOHJOUFHSBUFEJOUIFQSPEVDUUFBN*UFOBCMFTBDVMUVSFXIFSFXSJUFST
    BOEEFWFMPQFSTCPUIGFFMPXOFSTIJQPGEPDVNFOUBUJPO BOEXPSL
    UPHFUIFSUPNBLFJUBTHPPEBTQPTTJCMF
    IUUQTXXXXSJUFUIFEPDTPSHHVJEFEPDTBTDPEFɹΑΓൈਮɹ

    View Slide

  14. %PDVNFOUBUJPOBT$PEF
    w γεςϜͷ։ൃͷ࢓૊Έͷۙ͘ʹυΩϡϝϯτ࡞੒ͷ࢓૊ΈΛஔ͘͜ͱͰγεςϜ
    ͱυΩϡϝϯτͷဃ཭Λͳͦ͘͏ͱ͍ͯ͠Δ͜ͱ͕Θ͔Δ
    w ຊൃදͰ͸ɺ·ͣɺ͜ͷʮ%PDVNFOUBUJPOBT$PEFʯ͔Β΋͏গ͠ʮγεςϜͱ
    υΩϡϝϯτͷဃ཭Λͳ͘͢ʯ͜ͱʹ౿ΈࠐΜͩΞϓϩʔνʹ͍ͭͯߟ͍͖͑ͯ·
    ͢ɻ

    View Slide

  15. ϞσϧԽ
    ొ৔͢Δཁૉͱͯͭ͠
    ։ൃऀ
    γεςϜʜ։ൃऀ͕։ൃ΍ઃఆΛ͢Δର৅ɻΞϓϦɺσʔλϕʔεɺΠϯϑϥͳ
    ͲɻγεςϜࣗମ͸ߏ଄Խ͞Ε͍ͯΔʢ΋ͷΛର৅ͱ͢Δʣ
    υΩϡϝϯτ
    ߏ଄Խσʔλʜʮ:".-ʯ΍ʮϓϩάϥϜίʔυͷ"45ʯͳͲɻ
    ٯʹɺʮγεςϜʹର͢Δ։ൃऀͷཧղɾΠϝʔδʯ͸ෆఆܗͰ։ൃऀͦΕͧΕ
    ͕಄ͷதͰ͍࣋ͬͯΔ͚ͩͳͷͰߏ଄Խ͸͞Ε͍ͯΔͱ͸ݴ͑ͳ͍
    ιϑτ΢ΣΞʜԿ͔͠ΒͷॲཧΛߦ͏ϓϩάϥϜɻߏ଄ԽσʔλΛೖग़ྗͱ͠
    ΍͍͢

    View Slide

  16. υΩϡϝϯτΛॻ͘
    w ʮͨͩυΩϡϝϯτΛॻ͘ʯ͸ʮγεςϜʹର͢Δ։ൃऀͷཧղɾΠϝʔδΛʢγ
    εςϜͷߏ଄ͱ͸ؔ܎ͳ͘ʣॻ͘ʯͱ͍͏͜ͱ
    w ಉ͡ߏ଄ʢ΋͘͠͸ؔ܎ੑͷ͋Δߏ଄ʣͰ͸ͳ͍৔߹ɺγεςϜ͕ߋ৽͞Εͨͱ͖
    ʹɺൃੜͨ͠υΩϡϝϯτͱͷဃ཭ʢυΩϡϝϯτͷͲ͜Λߋ৽͢Ε͹ྑ͍͔ʣ͕
    Θ͔Γʹ͍͘

    View Slide

  17. ʮγεςϜͱυΩϡϝϯτͷဃ཭Λͳ͘͢࢓
    ૊ΈΛ࣋ͭ%PDVNFOUBUJPOBT$PEFʯ

    View Slide

  18. γεςϜ͔Βߏ଄ԽσʔλΛநग़͢Δ

    View Slide

  19. γεςϜ͔Βߏ଄ԽσʔλΛநग़͢Δ
    w +BWBEPDɺHPEPDɺ1)1%PDFUD
    w γεςϜ͔ΒυΩϡϝϯτΛੜ੒͢Δ͜
    ͱͰɺγεςϜͱυΩϡϝϯτͷဃ཭Λ
    ͳͦ͘͏ͱ͍ͯ͠Δ
    w ʮߏ଄ԽσʔλʹܾΊΒΕͨϑΥʔϚο
    τͰʢυοΫίϝϯτΛʣΞϊςʔγϣ
    ϯ͍ͯ͠Δʯ͚ͩͳͷͰߏ଄Խσʔλͷ
    ··

    ˞ ʮΞϊςʔγϣϯʯ͸ʮγεςϜʹର͢Δ։ൃऀͷཧղɾΠϝʔδΛ
    ߏ଄Խσʔλʹϝλ৘ใͱͯ͠௥Ճ͢Δʯͱ͍͏ҙຯ

    View Slide

  20. ߏ଄Խσʔλ͔ΒγεςϜͱυΩϡϝϯτͷ
    ྆ํΛੜ੒͢Δ

    View Slide

  21. ߏ଄Խσʔλ͔ΒγεςϜͱυΩϡϝϯτͷ྆ํΛੜ੒͢Δ
    w 0QFO"1*
    w ੜ੒ݩσʔλΛͭʹ͢Δ͜ͱͰγες
    ϜͱυΩϡϝϯτͷဃ཭Λͳͦ͘͏ͱ͠
    ͍ͯΔ

    View Slide

  22. ͭͷΞϓϩʔνͷڞ௨఺
    w ͭͷྫͷڞ௨఺ͱͯ͠ɺγεςϜͱυΩϡϝϯτͷؒʹߏ଄ԽσʔλΛհͨؔ͠
    ࿈Λ͍࣋ͬͯΔ͜ͱ͕Θ͔Δɻ
    w ؔ࿈Λ࣋ͨͤΔ͜ͱ͕ɺײ֮తʹ͸ဃ཭Λগͳ͘͢Δ༗ޮͳखஈͱͳΓͦ͏

    View Slide

  23. *OGSBTUSVDUVSFBT$PEF
    w ྫ͑͹ɺ5FSSBGPSNΛಉ༷ͷϞσϧͰද͢ɻͱɺࣗͣͱυΩϡϝϯςʔγϣϯͷ࢓
    ૊ΈΛೖΕΔ΂͖Օॴ͕Θ͔Δ

    View Slide

  24. *OGSBTUSVDUVSFBT$PEF%PDVNFOUBUJPO
    w ͦͯ͠طʹ͜ͷϞσϧΛ࣮ݱͨ͠υΩϡϝϯςʔγϣϯπʔϧ͸͋Δ
    w IUUQTHJUIVCDPNUFSSBGPSNEPDTUFSSBGPSNEPDT

    View Slide

  25. (.0ϖύϘʹ͓͚Δ
    ʮγεςϜͱυΩϡϝϯτͷဃ཭Λͳ͘͢࢓
    ૊ΈΛ࣋ͭ%PDVNFOUBUJPOBT$PEFʯ
    ͷऔΓ૊Έ

    View Slide

  26. σʔλϕʔεεΩʔϚͷ
    υΩϡϝϯςʔγϣϯ

    View Slide


  27. View Slide

  28. UCMT
    w $*ϑϨϯυϦͳσʔλϕʔευΩϡϝϯτੜ੒πʔϧ
    w IUUQTHJUIVCDPNL-P8UCMT
    w 1PTUHSF42- .Z42-ͳͲͷ3%#.4͚ͩͰͳ͘ɺ
    #JH2VFSZ΍"NB[PO%ZOBNP%# $MPVE4QBOOFS
    ͱ͍ͬͨσʔλιʔεʹ΋ରԠ
    w υΩϡϝϯτΛॆ࣮ͤ͞Δػೳͱͯ͠ϝλσʔλΛ
    Ξϊςʔγϣϯ͢Δ͜ͱ͕Մೳ
    w ςʔϒϧɺΧϥϜͳͲͷίϝϯτ෇༩͚ͩͰͳ͘
    λάɺϦϨʔγϣϯͳͲ

    View Slide

  29. UCMT
    w ैདྷ͸σʔλϕʔεͱυΩϡϝϯτ͸ผ
    Ͱ؅ཧ
    w $*্Ͱςετ༻σʔλϕʔε͔Β௚઀
    ςʔϒϧఆٛΛߏ଄Խσʔλͱͯ͠ந
    ग़ɻͦΕʹ௥ՃͰςʔϒϧίϝϯτ΍Χ
    ϥϜίϝϯτΛΞϊςʔγϣϯ͠ɺυ
    ΩϡϝϯτΛੜ੒

    View Slide

  30. UCMTͷߏ଄Խσʔλͷ׆༻
    w UCMTͷߏ଄Խσʔλͷ৘ใΛσʔλϕʔεʢ#JH2VFSZʣͷϝλσʔλʹ൓өͤ͞Δ
    w ৄ͘͠͸ผࢿྉʹͯ

    IUUQTTQFBLFSEFDLDPNLMPXQFQBCPIBUFOB

    View Slide

  31. ʢΠϯϑϥʣΞʔΩςΫνϟͷ
    υΩϡϝϯςʔγϣϯ

    View Slide

  32. ʮ։ൃ։࢝·ͰͷΦʔόʔϔουͷ࡟ݮ͢Δʯͱ͍͏໨త
    w Πϯϑϥͷ։ൃ։࢝·ͰͷΦʔόʔϔουΛ࡟ݮ͢Δʹ։ൃऀ͕Կ͔͠ΒΠϯϑϥ
    ͷमਖ਼΍τϥϒϧγϡʔτΛ։࢝͢ΔͨΊʹඞཁͳཧղΛॿ͚Δඞཁ͕͋Δɻ
    w ʮ͋Δϩʔϧͷϛυϧ΢ΣΞͷΞοϓσʔτΛ͢Δʯͱ͖ʹɺޮ཰Α҆͘શʹΞο
    ϓσʔτΛ։࢝͢ΔͨΊʹ࠷௿ݶԿͷཧղΛ͢Δ͔
    w ର৅ͷϩʔϧͷ֓ཁ
    w ͦͷϩʔϧͱؔ܎ੑΛ࣋ͭϩʔϧͷ֓ཁ
    w ͦͷϩʔϧΛ࢖࣮ͬͯݱ͍ͯ͠Δػೳͷ֓ཁ
    w ܾͯ͠ΠϯϑϥશମͷཧղΛ͢ΔΘ͚Ͱ͸ͳ͍ɻ͔͠͠ɺγεςϜʹରͯ͠ҟͳΔ
    ੾ΓޱͰͷෳ਺ͷཧղʢʹυΩϡϝϯτʣ͕ඞཁ

    View Slide

  33. υΩϡϝϯτʹىͦ͜͏ͱ͍ͯ͠Δ΋ͷϓϩδΣΫτ΍։ൃγεςϜͷશମ
    ૾͸ɺ۩ମతʹܗ͕͋Δ΋ͷͰ͸ͳ͘ɺͦΕͧΕͷ಄ͷதʹෆఆܗͳΠϝʔδͱ
    ͯ͠ଊ͑ΒΕ͍ͯΔͱࢥ͍·͢ɻ
    ෆఆܗͳΠϝʔδͷೝࣝΛ߹ΘͤΔͨΊʹࢲ͕ߟ͍͑ͯΔ͜ͱɺͦΕ͸ྠ੾Γʹ
    ͢Δ͜ͱͰ͢ɻ
    ྠ੾Γʹ͢Δͱ͖ʹ੾ͬͨ໘͕அ໘͕Ͱ͖ΔΘ͚Ͱ͕͢ɺ͜ͷஅ໘ΛੵΈॏͶͯ
    ͍͘ͱཱମͱͳΓɺશମ૾͕ݱΕ·͢ɻ
    ෆఆܗͳΠϝʔδΛڞ༗͢Δ͜ͱ͸೉͍͠ͱࢥ͍·͕͢ɺࣗ෼ͳΓʹஅ໘Λෳ਺
    ࡞ΓɺͦΕΛੵΈॏͶ͍͚ͯ͹ࣗ෼ͳΓͷཱମΛཧղͯ͠΋Β͏͜ͱ͕Ͱ͖Δ͸
    ͣͩͱߟ͑·͢ɻ
    ʮϚωδϝϯτۀΛ௨ͯ͡ߟ͑ͨɺϓϩδΣΫτશମ૾ͷೝࣝᴥᴪΛ๷͙ޡղ͞Εͳ͍υΩϡϝϯτ࡞੒ज़"/%1"%5FDI#MPHʯ
    IUUQTUFDIBOEQBEDPKQFOUSZΑΓൈਮɹ

    View Slide

  34. OEJBH

    View Slide

  35. OEJBH
    ---
    name: 3-Tier Architecture
    docPath: ../output
    diagrams:
    -
    name: overview
    layers: ["consul", "vip_group"]
    -
    name: http-lb
    layers: ["vip_group"]
    labels: ["http"]
    nodes:
    -
    name: lb-*
    components:
    - nginx?icon=lb-l7
    clusters:
    - 'consul:dc1'
    - 'vip_group:lb'
    -
    name: app-*
    components:
    - nginx?icon=proxy
    - Rails?icon=cube4
    clusters:
    - 'consul:dc1'
    -
    name: db-*
    components:
    - PostgreSQL?icon=db
    clusters:
    - 'consul:dc1'
    networks:
    -
    labels:
    - http
    route:

    View Slide

  36. OEJBH
    w IUUQTHJUIVCDPNL-P8OEJBH
    w ʮΤψσΟΞάʯʮΤψμΠΞάʯͲͪΒͰ΋
    ndiag doc -c ndiag.yml
    w ੜ੒͞ΕΔυΩϡϝϯτ͸(JU)VCʹίϛοτͯ͠8FC্͔ΒӾཡ͞ΕΔ͜ͱ૝ఆ
    w ओʹΠϯϑϥͷϋΠϨϕϧΞʔΩςΫνϟͷυΩϡϝϯτΛੜ੒͢Δ໨తͰ։ൃ
    w :".-͔Βʮߏ੒ਤΛੜ੒͢ΔʯͰ΋ʮυΩϡϝϯτΛੜ੒͢ΔʯͰ΋ͳ͘
    ʮෳ਺ͷ੾ΓޱͰʯʮߏ੒ਤΛؚΉʯʮυΩϡϝϯτͷ਽ܗΛ࡞Δʯ
    ͱ͍͏ಛ௃Λ࣋ͭ

    View Slide

  37. ʮෳ਺ͷ੾ΓޱͰʯ
    w ୯७ʹෳ਺ͷυΩϡϝϯτΛੜ੒ͯ͠͠·͏ͱɺγεςϜͷߏ଄ͱυΩϡϝϯτͷ
    ߏ଄ͷؔ܎͕ͳ͘ͳͬͯ͠·͍ɺγεςϜͱυΩϡϝϯτͷဃ཭͕ൃੜ͢Δ
    w ͦͷͨΊɺOEJBHͰ͸ҎԼͷΞϓϩʔνͰγεςϜͱυΩϡϝϯτͷߏ଄Խσʔλ
    Λհͨؔ͠܎ੑ͕੾Εͳ͍Α͏ʹ͍ͯ͠Δ
    w ͭͷߏ଄Խσʔλ͔Β੾ΓޱͷҟͳΔෳ਺ͷߏ଄ԽσʔλΛϧʔϧʹԊͬͯੜ੒
    ͠ɺͦΕΒ͔ΒͦΕͧΕਤͱυΩϡϝϯτΛੜ੒͢Δ
    w ߏ଄ԽσʔλͱγεςϜͱΛൺֱݕূͰ͖Δ࢓૊ΈΛఏڙ͢Δ

    View Slide

  38. OEJBHͷϞσϧ

    View Slide

  39. ʮߏ੒ਤΛؚΉʯ

    w ΠϯϑϥͷΞʔΩςΫνϟΛཧղ͢ΔͨΊͷ
    υΩϡϝϯτΛੜ੒͢Δʹ౰ͨͬͯਤ͸ॏཁ
    ͳཁૉɻੜ੒͞ΕΔਤͷݟ΍͢͞΋ॏཁ
    w ͦͷͨΊOEJBH͸ਤʹ࢖༻Ͱ͖ΔΞΠίϯ΋
    ͍Ζ͍Ζબ୒Ͱ͖Δ
    w ૊ΈࠐΈΞΠίϯϑϨʔϜϫʔΫ
    w ೚ҙͷը૾ʢQOHTWHʣ
    w ,T"84($1)BTIJDPSQ͕ఏڙ͍ͯ͠
    ΔΞΠίϯηοτΛऔಘ͢ΔίϚϯυ

    View Slide

  40. ʮυΩϡϝϯτͷ਽ܗΛ࡞Δʯ
    w υΩϡϝϯτͷੜ੒ݩ͸ߏ଄ԽσʔλͰ͋Δ΄͏͕γεςϜͱͷဃ཭Λখ͘͞͠΍
    ͘͢Ͱ͖Δͱ͍͏ͷ͸ຊൃදͰड़΂ͨͱ͓Γɻ
    w OEJBH΋Πϯϑϥͷ֤ཁૉͷઆ໌จষ௥Ճ͸ʮΞϊςʔγϣϯʯͷܗͰ࣮ݱɻ
    w ͭ·ΓOEJBH͸ߏ଄Խσʔλ͔ΒυΩϡϝϯτΛੜ੒͢Δ
    w ͔͠͠ɺઆ໌จষ͸ςʔϒϧίϝϯτͱ͸ҟͳΓ௕จʹͳΔ͜ͱ͕༧૝͞ΕͨͷͰ
    ҎԼͷํࣜΛ࠾༻
    ·ͣOEJBHଆͰઆ໌จষهड़ઐ༻ͷϑΝΠϧΛॴఆͷҐஔʹੜ੒
    ։ൃऀ͸ͦͷઐ༻ϑΝΠϧʹઆ໌จষΛهड़
    OEJBH͸υΩϡϝϯτੜ੒࣌ʹઐ༻ϑΝΠϧͷ಺༰ΛऔΓࠐΉ

    View Slide

  41. (.0ϖύϘʹ͓͚ΔOEJBHಋೖঢ়گ
    w ϖύϘ͕ӡ༻͍ͯ͠Δෳ਺ͷαʔϏεͷ͏ͪͷҰ෦ͰΞʔΩςΫνϟυΩϡϝϯτ
    Λ࡞੒͢Δͷʹར༻ͯ͠΋Β͍ͬͯΔ
    w ͔ͦ͜Β༷ʑͳϑΟʔυόοΫΛ΋Βͬͯػೳ௥ՃΛ͍ͯ͠Δ
    w ࣮͸OEJBHࣗମ͸·ͩ3&"%.&NEΛؚΉυΩϡϝϯτΛ੔උͰ͖͍ͯͳ͍
    w ࣾ಺Ͱ͸࣌ؒఔ౓ͷϋϯζΦϯΛ։࠵࣮͠ࡍʹಈ͔ͯ͠΋Βͬͯཧղͯ͠΋Βͬ
    ͍ͯΔ

    View Slide

  42. ·ͱΊ

    View Slide

  43. ·ͱΊ
    w ։ൃ։࢝·ͰͷΦʔόʔϔουΛ࡟ݮ͢ΔυΩϡϝϯτΛܧଓతʹӡ༻͍ͯͨ͘͠
    Ίʹɺʮ%PDVNFOUBUJPOBT$PEFʯΛجຊͱ͠ͳ͕Β΋ɺͲͷΑ͏ͳ࢓૊ΈΛ࡞ͬ
    ͍ͯ͘ͱγεςϜͱυΩϡϝϯτͷဃ཭Λখ͘͞Ͱ͖Δ͔ΛϞσϧΛ࢖ͬͯઆ໌͠
    ͨɻʮγεςϜͱυΩϡϝϯτΛߏ଄ԽσʔλΛհͯؔ͠࿈ͤ͞Δʯ͜ͱ͕ॏཁɻ
    w (.0ϖύϘͰͷऔΓ૊Έͱͯ͠ྫΛ঺հͨ͠ɻ
    w 5CMTΛ։ൃ͠ɺߏ଄ԽσʔλΛத৺ʹਾ͑ͯߟ͑Δ͜ͱͰσʔλϕʔευΩϡϝ
    ϯτ͚ͩͰͳ͘σʔλج൫ͷϝλσʔλ؅ཧͷ࢓૊Έ·Ͱ࣮ݱͨ͠ɻ
    w γεςϜͷཧղͷͨΊʹ͸ෳ਺ͷ੾ΓޱͰͷυΩϡϝϯτ͕ඞཁͰ͋ΓɺͦΕΛ
    αϙʔτ͢ΔͨΊͷυΩϡϝϯςʔγϣϯπʔϧͱͯ͠OEJBHΛ։ൃ͍ͯ͠Δɻ

    View Slide

  44. 5IBOLZPV
    ࠷৽ͷ࠾༻৘ใΛνΣοΫˠ !QC@SFDSVJU

    View Slide