GAE_SE_Go_Second_generation_And_Cloud_Spanner.pdf

Transcript

1. 1
   (PPHMF"QQ&OHJOF(P
   4UBOEBSE&EJUJPO4FDPOEHFOFSBUJPO
   "OE$MPVE4QBOOFS
   !TPOBUBSE
   ञͱήʔϜͱΠϯϑϥͱ($1ୈճ
   ʙ೥຤͔ͩΒ؊ଁʹμϝʔδड͚ͳ͍ఔ౓ʹҿΉͧʙ!%..DPN
   

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2. Server Side Engineer
   ͦͳͨ
   @sonatard
   2006 -
   • Linux Server and Network Engineer
   2010 -
   • Develop Wireless LAN Module Simulator with SystemC
   • Develop TCP/IP protocol stack on RTOS
   2014 -
   • Go in my free time
   - Command-line utility for searching Github repository.
   https://github.com/sonatard/ghs
   - LDAP Auth Client library
   https://github.com/sonatard/go-ldapc
   2017 -
   • Google App Engine Go Engineer
   

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3. • ͸͡Ίʹ
   • GAEͷۙ೥ͷಈ͖ͱ2nd-gen
   • GAEͱGKE
   • Cloud Spannerͷར༻ɺCloud SQL͔ΒͷҠߦ
   • એ఻
   

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4. 4
   ͸͡Ίʹ
   w ("&(PલఏͰ͓࿩͠·͢
   w TUHFOɺOEHFOͷ੍໿͸ݴޠʹΑͬͯҟͳΓ·͢
   

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5. • ͸͡Ίʹ
   • GAEͷۙ೥ͷಈ͖ͱ2nd-gen
   • GAEͱGKE
   • Cloud Spannerͷར༻ɺCloud SQL͔ΒͷҠߦ
   • એ఻
   

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6. 6
   (PPHMF"QQ&OHJOF4UBOEBSE&EJUJPOͷۙ೥ͷಈ͖
   w "QQ&OHJOF
   w (PPHMF࠷ॳͷΫϥ΢υαʔϏε
   w ($1Ҏલ͔Βଘࡏ
   w ݱࡏͰ͸"QQ&OHJOFҎ֎ʹ΋ଟ͘ͷ࣮ߦ؀ڥ͕ଘࡏ
   w ($&
   w "QQ&OHJOF'MFY&OWJSPONFOU
   w (,&
   w ,OBUJWF 4FSWFSMFTTBEEPOGPS(PPHMF,VCFSOFUFT&OHJOF
   
   w $MPVE'VODUJPOT
   w ଞͷ࣮ߦ؀ڥ͔Β΋ར༻Ͱ͖ΔΑ͏ʹ"QQ&OHJOFґଘػೳΛ($1ʹ੾Γग़͢ಈ͖͕͋Δ
   w "QQ&OHJOF%BUBTUPSF$MPVE%BUBTUPSF
   w "QQ&OHJOFDSPO$MPVE4DIFEVMFS
   w "QQ&OHJOFUBTLRVFVF$MPVE5BTLT
   

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7. 7
   (PPHMF"QQ&OHJOF4UBOEBSE&EJUJPOTUHFOͷ੍໿ͱฐ֐
   w TUHFOͷ࣮ߦ؀ڥͱͯ͠ͷ੍໿
   w ଞͷίϯςφͱΧʔωϧΛڞ༗͍ͯ͠Δ౎߹Ͱ৴པͰ͖ͳ͍γεςϜίʔϧΛ࣮ߦ͞
   ΕΔڪΕ͕͋ΔͨΊɺ௚઀γεςϜίʔϧΛ࣮ߦ͢Δ͜ͱ͸Ͱ͖ͳ͔ͬͨ
   w 8FCΞϓϦέʔγϣϯΛఏڙ͢Δ্Ͱ࠷௿ݶඞཁͳγεςϜίʔϧ͸ɺBQQFOHJOF
   QBDLBHFΛར༻͠ͳ͚Ε͹͍͚ͳ͍
   w (PPHMFࣾ಺ͷ։ൃऀ
   w BQQFOHJOFQBDLBHFͷ։ൃ
   w (PͷόʔδϣϯΞοϓ͝ͱʹɺ(Pຊମʹ"QQ&OHJOFઐ༻ͷύονΛ౰ͯΔ
   w "QQ&OHJOFར༻ऀ
   w "QQ&OHJOFઐ༻ͷ(PͷίʔυΛॻ͔ͳ͚Ε͹͍͚ͳ͍
   w ଞͷ࣮ߦ؀ڥ΁ͷҠ২ੑ͕௿͍ "QQ&OHJOF΁ͷϩοΫΠϯ͕ڧ͍
   
   

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8. 8
   (PPHMF"QQ&OHJOF4UBOEBSE&EJUJPO΁ͷґଘͷ௿ݮ
   w "QQ&OHJOFࣗ਎΋"QQ&OHJOF΁ͷґଘΛݮΒͦ͏ͱ͍ͯ͠Δ
   w "QQ&OHJOF"1*͕ඇਪ঑ʹ ͍ͭഇࢭ͞ΕΔ͔͸ະఆ
   
   w *NBHF"1*
   w 6TFST"1* ೝূ
   
   w .BJM"1*
   w 4FBSDI"1*
   w .FNDBDIF
   

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9. 9
   (PPHMF"QQ&OHJOF4UBOEBSE&EJUJPOOEHFOͷొ৔
   w H7JTPSʹΑΓɺίϯςφ͝ͱʹϦιʔε͕෼ׂ͞Εͨ
   w ଞͷίϯςφʹର͢Δഁյతૢ࡞͕Ͱ͖ͳ͘ͳͬͨ
   w γεςϜίʔϧΛࣗ༝ʹୟ͚ΔΑ͏ʹͳͬͨ
   w H7JTPS͕࣮૷͍ͯ͠ΔγεςϜίʔϧݶఆ
   

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10. 10
    (PPHMF"QQ&OHJOF4UBOEBSE&EJUJPOOEHFO੍ݶղফʹΑΓՄೳʹͳͬͨ͜ͱ
    w TUHFOͰ͸ઈରʹͰ͖ͳ͔ͬͨ͜ͱ͕OEHFOͰ͸࠾༻Ͱ͖ΔΑ͏ʹ
    w ֎෦ͷίϚϯυΛμ΢ϯϩʔυ͓͍ͯͯ͠ɺͦͷόΠφϦΛ࣮ߦ͢Δ͜ͱ͕Մೳ
    w FYFD$PNNBOE
    w JOJU࣌ʹXHFUͰUNQμ΢ϯϩʔυUBSYWGͰίϚϯυΛ഑ஔ
    w ϦΫΤετ͝ͱʹͦͷίϚϯυΛ࣮ߦ
    w όΠφϦ͕)551ϦΫΤετΛ౤͛ΔΑ͏ͳ΋ͷ΋໰୊ͳ͍
    DVSMIUUQTTBNQMFEPUQSPKFDUJEBQQTQPUDPNDNE
    HPMBOHHP5IF(PQSPHSBNNJOHMBOHVBHF
    GVODJOJU
    \
    PVU FSSFYFD$PNNBOE XHFU lIUUQTBBBHITUBSH[z 0 UNQHITUBSH[
    $PNCJOFE0VUQVU
    
    PVU FSSFYFD$PNNBOE UBS YWG UNQHITUBSH[ $ lUNQ
    $PNCJOFE0VUQVU
    
    ^
    GVOD$NE)BOEMF XIUUQ3FTQPOTF8SJUFS SIUUQ3FRVFTU
    \
    PVU FSSFYFD$PNNBOE lUNQHIT HPMBOHHP N
    $PNCJOFE0VUQVU
    
    GNU'QSJOUG X W TUSJOH PVU
    
    
    ^
    

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11. 11
    (PPHMF"QQ&OHJOF4UBOEBSE&EJUJPOOEHFO੍ݶղফʹΑΓՄೳʹͳͬͨ͜ͱ
    w 4UBDLESJWFS1SPpMFS͕ར༻Մೳʹʂʂ
    w ݱࡏαϙʔτ͸͞Ε͍ͯͳ͍
    GVODJOJU
    \
    QSPKFDU*%PT(FUFOW (00(-&@$-06%@130+&$5
    
    JGFSSQSPpMFS4UBSU QSPpMFS$POpH\
    %FCVH-PHHJOHGBMTF
    1SPKFDU*%QSPKFDU*%
    ^
    FSSOJM\
    QBOJD FSS
    
    ^
    ^
    

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12. 12
    (PPHMF"QQ&OHJOF4UBOEBSE&EJUJPOOEHFOͷ੍໿
    w ར༻Ͱ͖ͳ͍ϓϩτίϧ
    w (31$͕࢖͑ͳ͍)551ͷΈ
    w 8FC4PDLFU͕࢖͑ͳ͍
    w "QQ&OHJOF"1*ͷҠߦઌ͕($1ʹͳ͍໰୊
    w .BJM"1*4FOE(SJE
    w 4FBSDI"1*&MBTUJDL4FBSDIPO($&
    w 6TFST"1* ೝূ
    'JSFCBTF"VUI (PPHMF4JHO*O 0QFO"1*
    w কདྷతʹ͸$MPVE*"1ʁ
    w .FNDBDIF3FEJT-BCT.FNDBDIFE$MPVE
    w কདྷతʹ͸$MPVENFNPSZTUPSFʁ
    w ݱࡏɺ7JSUVBM1SJWBUF$MPVEʢ71$
    ʹ"QQ&OHJOF͸઀ଓͰ͖ͳ͍ɻ
    

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13. 13
    (PPHMF"QQ&OHJOF4UBOEBSE&EJUJPOOEHFO͸Ҡߦ͢΂͖ʁ
    w "QQ&OHJOF"1*͸ඇਪ঑Ͱ͋Δ͕ར༻Ͱ͖ΔͷͰՄೳͳΒOEHFOʹҠߦͨ͠ํ͕ྑ͍
    w (P͕࢖͑Δ
    w ༷ʑͳ੍ݶ͕ͳ͘ͳΔ
    w "QQ&OHJOF"1*͕ഇࢭ͞ΕΔՄೳੑ͸͋Δ͕ɺͦΕ͸TUHFOͰ΋OEHFOͰ΋ಉ༷
    

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14. • ͸͡Ίʹ
    • GAEͷۙ೥ͷಈ͖ͱ2nd-gen
    • GAEͱGKE
    • Cloud Spannerͷར༻ɺCloud SQL͔ΒͷҠߦ
    • એ఻
    

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15. 15
    "QQ&OHJOFͱ(,&
    ؅ཧͷ༰қ͞
    ࣗ༝౓
    "QQ&OHJOFTU
    ॳظ(,&
    

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16. 16
    "QQ&OHJOFͱ(,&
    ؅ཧͷ༰қ͞
    ࣗ༝౓
    "QQ&OHJOFTU "QQ&OHJOFOE
    ॳظ(,&
    ݱࡏͷ(,&
    पลαʔϏε
    

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17. 17
    "QQ&OHJOFͱ(,&
    ؅ཧͷ༰қ͞
    ࣗ༝౓
    "QQ&OHJOFTU "QQ&OHJOFOE
    ॳظ(,&
    ݱࡏͷ(,&
    पลαʔϏε
    

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18. 18
    "QQ&OHJOFͱ(,&
    ؅ཧͷ༰қ͞
    ࣗ༝౓
    "QQ&OHJOFTU "QQ&OHJOFOE
    ॳظ(,&
    ݱࡏͷ(,&
    पลαʔϏε
    "QQ&OHJOF
    OFYU
    (,&
    OFYU
    

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19. 19
    "QQ&OHJOFͱ(,&
    ؅ཧͷ༰қ͞
    ࣗ༝౓
    "QQ&OHJOFTU "QQ&OHJOFOE
    ॳظ(,&
    ݱࡏͷ(,&
    पลαʔϏε
    "QQ&OHJOF
    OFYU
    (,&
    OFYU
    /FX
    1SPEVDU
    

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20. • ͸͡Ίʹ
    • GAEͷۙ೥ͷಈ͖ͱ2nd-gen
    • GAEͱGKE
    • Cloud Spannerͷར༻ɺCloud SQL͔ΒͷҠߦ
    • એ఻
    

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21. 21
    .Z42-͔Β$MPVE4QBOOFS΁ͷҠߦ
    w ΠϯλʔϦʔϒΛҙࣝͨ͠ςʔϒϧઃܭ
    w BVUPJODSFNFOU͕ͳ͍
    w ಛఆͷϊʔυ͕ϗοτεϙοτʹͳΒͳ͍Α͏1,͸66*%ʹ͓ͯ͘͠
    w 3FBE5SBOTBDUJPO
    w ಉҰ࣌ࠁͷσʔλΛಡΈऔΔ͜ͱ͕Ͱ͖ΔɻϩοΫ͸औΒͳ͍ɻ
    w ΫΤϦʔͷରԠঢ়گ
    w ରԠ
    w 4&-&$5ɺ*/4&35ɺ61%"5&ɺ%&-&5&
    w -*.*5ɺ0''4&5ɺ+0*/ɺ*/ɺ03ɺ)"7*/(
    w ະରԠ
    w -*,&
    

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22. 22
    $MPVE42-ɺ$MPVE'JSFTUPSFɺ$MPVE4QBOOFS
    w $MPVE42-
    w εέʔϧΞ΢τ͠ͳ͍
    w ϝϯςφϯεʹΑΔ࠶ىಈ͕(PPHMF౎߹Ͱ਺ϲ݄ʹ౓ൃੜ͢Δ
    w ։ൃ؀ڥ.Z42-ΛࣗલͰཱͯΔ
    w $MPVE'JSFTUPSF OBUJWFNPEF EBUBTUPSFNPEF
    
    w Ϣʔβࢦఆ࣌ࠁͷόοΫΞοϓػೳ͕ͳ͍
    w ॴఆ࣌ࠁ΁ͷϩʔϧόοΫ͕Ͱ͖ͳ͍ͱۚ༥Ͱ͸ར༻͕೉͍͠
    w ։ൃ؀ڥΤϛϡϨʔλ͋Γ
    w $MPVE4QBOOFS
    w εέʔΞ΢ϧτ͢Δ
    w ϝϯςφϯεʹΑΔ࠶ىಈ͸ͳ͍
    w Ϣʔβࢦఆ࣌ࠁͷόοΫΞοϓػೳ͕͋Δ
    w ϊʔυ՝ۚͷͨΊݸਓαʔϏεͰ͸ར༻ͮ͠Β͍
    w ݄࠷௿ສɺϓϩμΫτͰ͸ϊʔυͷ৑௕ߏ੒Ͱສ
    w ։ൃ؀ڥΤϛϡϨʔλ͕ͳ͍
    w
    

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23. 23
    $MPVE4QBOOFSPO"QQ&OHJOF(P74$MPVE42-BOEEBUBTUPSF
    w $MPVE4QBOFOS74$MPVE42-
    w Ձ֨໘ͱ.Z42-ͷػೳΛϑϧʹ࢖͍͍ͨ৔߹Ҏ֎Ͱ$MPVE42-Λར༻͢Δཧ༝͸
    w ػೳ͕ෆ଍͍ͯͯ͠΋ӡ༻ෆՄ͕Լ͕Δ΄͏Λબͼ͍͔ͨͲ͏͔࣍ୈ
    w $MPVE4QBOOFS74EBUBTUPSF
    w EBUBTUPSF͸,74ͳͷͰ.Z42-͔ΒͷҠߦ͸EBUBTUPSFͷํ͕େม
    w 4QBOOFS͸ଟগϊ΢ϋ΢͕ඞཁͳͷͰɺEBUBTUPSFͷํ͕ར༻͸༰қ
    w Ձ֨໘͸αʔϏεن໛࣍ୈ
    

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24. 24
    $MPVE4QBOOFSPO"QQ&OHJOF(P
    w TUHFOͰ͸ɺBQQFOHJOFDPOUFYUͱ$MPVE4QBOOFSͷηογϣϯͷ౎߹Ͱར༻ෆՄ
    w OEHFOͰ͸ར༻Ͱ͖ΔΑ͏ʹͳͬͨ
    w Πϯελϯεىಈ࣌ʹ4QBOOFSͷηογϣϯΛషͬͨΫϥΠΞϯτΛੜ੒
    w ϦΫΤετ͝ͱʹ࡞੒ͨ͠4QBOOFSΫϥΠΞϯτΛར༻͢Δ
    w ࣮૷Ͱ"QQ&OHJOFಛ༗ͷۤ࿑ͱ͍͏ͷ͸ͳ͍
    

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25. 25
    .Z42-͔Β$MPVE4QBOOFS΁ͷҠߦ࣮ࡍʹࠔͬͨ͜ͱ
    w ରԠ͍ͯ͠Δܕ͕গͳ͍
    w JOU͕ଘࡏ͠ͳ͍
    w 1SPUPDPM#V⒎FSTͷFOVN͸JOUͳͷͰɺJOU΁ͷΩϟετ͕ඞཁ
    w ߏ଄ମ͸อଘͰ͖ͳ͍
    w %FDJNBMߏ଄ମΛอଘ͍͕ͨ͠खஈ͕ͳ͍
    w ਺஋ΛTUSJOHʹ͢Δ͔ɺߏ଄ମͷཁૉΛ෼ղͯ͠ΧϥϜʹೖΕΔ͔͠ͳ͍
    w */&5@/50"ͳͲ͕ͳ͍
    w 4&-&$5*/&5@/50" JQ@BEESFTT
    '30.UBCMF͕࣮ߦͰ͖ͳ͍
    w ఘΊͨ
    

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26. 26
    .Z42-͔Β$MPVE4QBOOFS΁ͷҠߦΞʔΩςΫνϟ
    w σʔλϕʔεͷ౎߹͕ΞϓϦέʔγϣϯ૚υϝΠϯ૚ʹӨڹΛ༩͑ͳ͍Α͏࣮૷͢Δ
    w υϝΠϯͱ%#ͷςʔϒϧߏ଄Λผߏ଄ମͰఆٛ
    w ΞϓϦέʔγϣϯ૚͔Β͸3FQPTJUPSZΛܦ༝ͯ͠$36%Λ࣮ߦ͢Δɻ
    w υϝΠϯΛ౉ͯ͠ɺ%#ͷςʔϒϧͷߏ଄ମ΁ม׵
    QBDLBHFSFQPTJUPSZ
    UZQF6TFSJOUFSGBDF\
    (FU#Z5ZQF DUYDPOUFYU$POUFYU UYEC3FBE5SBOTBDUJPO UQC5ZQF
    EPNBJO6TFS FSSPS
    
    ^
    QBDLBHFEPNBJO
    UZQF6TFSTUSVDU\
    *%TUSJOH
    5ZQFQC5ZQFJOU
    ^
    QBDLBHFJOGSB
    UZQF6TFSTUSVDU\
    *%TUSJOH
    5ZQFJOU
    ^
    

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27. 27
    .Z42-͔Β$MPVE4QBOOFS΁ͷҠߦΞʔΩςΫνϟ
    w σʔλϕʔεͷ౎߹͕ΞϓϦέʔγϣϯ૚υϝΠϯ૚ʹӨڹΛ༩͑ͳ͍Α͏࣮૷͢Δ
    w ΞϓϦέʔγϣϯ૚ͷτϥϯβΫγϣϯ΋4QBOOFSʹґଘ͠ͳ͍Α͏ந৅Խ
    w 4QBOOFSʹ͸3FBE0OMZ5SBOTBDUJPO͕ଘࡏ
    w ந৅Խͯ͠ར༻͢Δ͜ͱΑΓ΋ɺҠߦ͢Δͱ͖ʹ͢΂ͯ௚͢ίετͷํ͕௿͍
    Մೳੑ΋ߟྀͯ͠νʔϜͰ૬ஊɻ
    UZQF6TFSJOUFSGBDF\
    (FU DUYDPOUFYU$POUFYU UYEC3FBE5SBOTBDUJPO V*%TUSJOH
    EPNBJO6TFS FSSPS
    
    ^
    UZQF6TFSJOUFSGBDF\
    (FU DUYDPOUFYU$POUFYU UYTQBOOFS3FBE5SBOTBDUJPO V*%TUSJOH
    EPNBJO6TFS FSSPS
    
    ^
    

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28. 28
    .Z42-͔Β$MPVE4QBOOFS΁ͷҠߦΞʔΩςΫνϟ
    w 3FBE8SJUF5SBOTBDUJPO
    JG@ FSSTQBOOFS3FBE8SJUF5SBOTBDUJPO DUY GVOD DUYDPOUFYU$POUFYU UYTQBOOFS3FBE8SJUF5SBOTBDUJPO
    FSSPS\
    V FSSSFQPT6TFS(FU DUY UY *%
    
    JG@ FSSEC3FBE8SJUF5SBOTBDUJPO DUY GVOD DUYDPOUFYU$POUFYU UYEC3FBE8SJUF5SBOTBDUJPO
    FSSPS\
    V FSSSFQPT6TFS(FU DUY UY *%
    
    w 3FBE0OMZ5SBOTBDUJPO
    UYTQBOOFS3FBE0OMZ5SBOTBDUJPO
    
    V FSSSFQPT6TFS(FU DUY UY *%
    
    UYEC3FBE0OMZ5SBOTBDUJPO
    .Z42-ʹ͸3FBE0OMZ5SBOTBDUJPO͸ͳ͍͕ʜ
    V FSSSFQPT6TFS(FU DUY UY *%
    
    

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29. 29
    .Z42-͔Β$MPVE4QBOOFS΁ͷҠߦ࣮ࡍʹࠔͬͨ͜ͱ
    w ΫΤϦʔύϥϝʔλͷࢦఆ
    w JOUFSGBDF\^ܕͳͷͰ࣮ߦ࣌Τϥʔ͕Α͘ى͖Δ
    w ίϯύΠϧ࣌ʹؾ͕͚ͭͳ͍
    GVOD SSFQP
    (FU%PNBJO" DUYDPOUFYU$POUFYU *%JOU
    EPNBJO%PNBJO" FSSPS
    \
    TUNUTQBOOFS4UBUFNFOU\
    42-GNU4QSJOUG 4&-&$5'30.UBCMF"8)&3&*%!*%z
    
    1BSBNTNBQJOUFSGBDF\^\
    Ҿ਺͸JOUɺςʔϒϧͷ*%͸JOUͰ࣮ߦ࣌ʹΤϥʔ
    *%*%
    ^
    ^
    

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30. 30
    .Z42-͔Β$MPVE4QBOOFS΁ͷҠߦ࣮ࡍʹࠔͬͨ͜ͱղܾࡦ
    w ΫΤϦʔύϥϝʔλͷࢦఆ
    w ύϥϝʔλ͸ඞͣ%#ͷςʔϒϧͷܕΛܦ༝ͯ͠౉͢
    UZQF%PNBJO"&OUJUZTUSVDU\
    *%JOU
    /BNFTUSJOH
    ^
    GVOD SSFQP
    (FU%PNBJO" DUYDPOUFYU$POUFYU *% JOU
    EPNBJO%PNBJO" FSSPS
    \
    QBSBNT%PNBJO"&OUJUZ\
    *%JOU JE
    
    ^
    TUNUTQBOOFS4UBUFNFOU\
    42-GNU4QSJOUG 4&-&$5'30.UBCMF"8)&3&*%!1BSBNT*%z
    
    1BSBNTNBQJOUFSGBDF\^\
    1BSBNTQBSBNT
    ^
    ^
    

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31. 31
    .Z42-͔Β$MPVE4QBOOFS΁ͷҠߦศརͩͬͨ͜ͱ
    w */ͱ6//&45
    w TMJDFΛ6//&45͢Δ͜ͱͰ*/ʹ౉ͤΔ
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32. 32
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    w ෳ਺ͷΫΤϦʔͷNVUBUJPOΛ࡞੒ͯ͠ಉ࣌ʹ࣮ߦ͢Δ͜ͱ͕Մೳ
    w ίʔυ্ͰτϥϯβΫγϣϯΛషͬͯɺͭͷΫΤϦʔ͕ࣦഊͨ͠ΒϩʔϧόοΫͱ
    ͍͏͜ͱΛදݱ͠ͳͯ͘Α͍
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    ^
    

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33. 33
    .Z42-͔Β$MPVE4QBOOFS΁ͷҠߦศརͩͬͨ͜ͱ
    w (PͷຒΊࠐΈʹରԠ͍ͯ͠Δ
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    ^
    

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34. • ͸͡Ίʹ
    • GAEͷۙ೥ͷಈ͖ͱ2nd-gen
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    • એ఻
    

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35. 35
    ຊ౰ʹ࢖͍͍ͨͷ͸(31$
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    w IUUQTOBNFUBLFHJUIVCJPQPTUTQSPUPDHFOHPIUUQ
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    1VMM3FRVFTU
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    w 1PTTJCMFUPVTF1SPUPDPM#V⒎FST31$PO)551PO"QQ&OHJOF
    w 3FqFDUWFSTJPO
    w $VSSFOUMZOPU044
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36. 36
    $**NBHF
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37. 37
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38. 38
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    w ೝূͷҠߦઌ
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    w IUUQTHJUIVCDPNHPPHMFHWJTPS
    w ͱ͸EFQSFDBUFE
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    w $MPVOE'VODUJPOTBMQIB
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    w (PPHMF"QQ&OHJOFੈ୅ަ୅
    w IUUQTEPDTHPPHMFDPNQSFTFOUBUJPOEUSY[@LT3Z)EKD"(7,JZHUYR"&9C[-SB#%FEJUTMJEFJEQ
    w 4UBDLESJWFS1SPpMFS
    w IUUQTDMPVEHPPHMFDPNQSPpMFSEPDTQSPpMJOHHP
    

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