入門、Kubernetes Persistent Volume

入門、Kubernetes Persistent Volume

Kubernetes Meetup Tokyo#25での発表資料です。

17d762ae166e66cab39e9b2e3df7d198?s=128

Yukinori Sakashita

November 13, 2019
Tweet

Transcript

  1. ೖ໳ɺ ,VCFSOFUFT1FSTJTUFOU7PMVNF :VLJOPSJ4BLBTIJUB

  2. ࣗݾ঺հ ‣ٕज़ݚڀΤϦΞ  ӡ༻؅ཧٕज़  Ϋϥ΢υ  αʔόετϨʔδ  ࣗಈࣗ཯ίϯϐϡʔςΟϯά

     "*.- // ).. #BZFTJBO/FUXPSL  ‣৬ྺ  ૯߹ిػϝʔΧʔ 㾎ݚڀॴ ओ೚ݚڀһ  㾎ւ֎ݚڀॴ!γϦίϯόϨʔ ϥϘ௕   αʔόϕϯμʔ ςΫχΧϧ4& 2 ࡔԼ޾ಙ ത࢜  :VLJOPSJ4BLBTIJUB 1I% ‣ ϠϑʔגࣜձࣾθοτϥϘגࣜձࣾ ‣ 4/*"೔ຊࢧ෦ٕज़ҕһձ෭ҕһ௕ ‣ 4/*" 64 5FDIOJDBM$PVODJM"EWJTPS
  3. "HFOEB  ॳ৺ऀ޲͚ετϨʔδͷ͋Ε͜Ε  ,VCFSOFUFTʹ͓͚ΔετϨʔδϞσϧͱಈ͖  Α͋͘Δ࣭໰ͱͦͷճ౴ 3

  4. ॳ৺ऀ޲͚ετϨʔδͷ ͋Ε͜Ε

  5. ॳ৺ऀ͕ࠞಉ͠΍͍͢ϫʔυ 5 3FBE 8SJUF ϒϩοΫ ϑΝΠϧ ΦϒδΣΫτ 4$4* J4$4* $JOEFS

    /7.F P' $4* 1SPWJTJPOJOH "UUBDI %FUBDI 4XPSEpTI ؅ཧ"1* 4"/ σʔλϓϨʔϯʹؔ࿈͢Δϫʔυ ίϯτϩʔϧϓϨʔϯʹؔ࿈͢Δϫʔυ ‣ σʔλϓϨʔϯσʔλ֨ೲͱసૹॲཧΛ୲͏ ‣ ίϯτϩʔϧϓϨʔϯ؅ཧ"1*ͳͲͷॲཧΛ୲͏
  6. ϒϩοΫετϨʔδ ϑΝΠϧετϨʔδ ΦϒδΣΫτετϨʔδ ΞʔΩςΫνϟ ಛ௃ w಺ଂυϥΠϒͱಉ͡3BXσόΠε wϑΝΠϧγεςϜ͸ࣗ༝ʹબ୒ wωοτϫʔΫυϥΠϒ wϑΝΠϧγεςϜ͸ετϨʔδ೚ ͤɺมߋෆՄ

    wΦϒδΣΫτ୯ҐͰΞΫηε wϑΝΠϧγεςϜʹґଘ͠ͳ͍ ͨΊɺେྔσʔλΛ֨ೲՄೳ σʔλసૹϓϩτίϧ J4$4* '$ /7.F /'4 4.# )5514 )551 Ϛ΢ϯτύεͷྫ EFWTEB aaaTIBSFaIPHF IUUQTBBBPSHTUPSBHFIPHF ੑೳ )JHI .JEEMF -PX ओͳ༻్ %# 04 #PPU%JTL ϑΝΠϧͷڞ༗ ࣸਅɺಈը֨ೲ ετϨʔδछผ 6 J4$4* /"44FSWFS /'4 4.# ,74 )55144FSWFS )5514 )PTU )PTU )PTU Ұൠతͳ܏޲Ͱ͋Γ੡඼ʹΑΓมΘΓ·͢ 4$4* 4$4*
  7. ,VCFSOFUFTʹ͓͚Δ ετϨʔδϞσϧͱಈ͖

  8. 1FSTJTUFOUͱ͸ ‣ &QIFNFSBM ͸͔ͳ͍ɺ୹໋   1PEͷ࡟আ࠶σϓϩΠͱಉ࣌ʹσʔλ͕ফ͑Δ  FNQUZ%JS7PMVNF MPHEJSFDUPSZ

    XSJUBCMFMBZFST ‣ 1FSTJTUFOU ࣋ଓతɺӬଓੑ   1PE͕࡟আ࠶σϓϩΠ͞Εͯ΋σʔλ͸ফ͑ͳ͍  1FSTJTUFOU7PMVNF 17 8 bin/lib Container App Logic Data
  9. $/$'$MPVE/BUJWF-BOETDBQF 9 3FG$/$'MBOETDBQF IUUQTHJUIVCDPNDODGMBOETDBQF

  10. 10 3FG$/$'MBOETDBQF IUUQTHJUIVCDPNDODGMBOETDBQF $MPVE/BUJWF4UPSBHF

  11. ‣ ,VCFSOFUFTW `   $4* "MQIB  ‣ ,VCFSOFUFTW

    `   -PDBM7PMVNF #FUB  ‣ ,VCFSOFUFTW `   7PMVNF3FTJ[JOH ‣ ,VCFSOFUFTW `   7PMVNF4OBQTIPU "MQIB   5PQPMPHZ"XBSF7PMVNF 1SPWJTJPOJOH #FUB 11 ‣ ,VCFSOFUFTW `   $4* ("  ‣ ,VCFSOFUFTW `   -PDBM7PMVNF ("  ‣ ,VCFSOFUFTW `   $4*7PMVNF$MPOJOH "MQIB  ‣ ,VCFSOFUFTW `   $4*7PMVNF$MPOJOH #FUB ,VCFSOFUFTͰͷαϙʔτػೳཤྺ
  12. ετϨʔδͷϞσϧ ‣ ϕϯμʔχϡʔτϥϧͳϞσϧ  1FSTJTUFOU7PMVNF$MBJN  1FSTJTUFOU7PMVNF  4UPSBHF$MBTT ‣

    ؅ཧऀͱϢʔβͷ໾ׂΛߟྀͨ͠Ϟσϧ ‣ ετϨʔδ૷ஔͷૢ࡞ͳ͠Ͱ7PMVNFΛ
 ίϯςφʹࣗಈͰϚ΢ϯτ ‣ ओʹϒϩοΫετϨʔδϑΝΠϧ
 ετϨʔδ͕ର৅ 12 Ϣʔβ ؅ཧऀ
  13. ετϨʔδϦιʔεͷൣғͱݖݶ ‣ 4UPSBHF$MBTT 1FSTJTUFOU7PMVNF͸શͯͷ/BNFTQBDFͰڞ௨ͷϦιʔε  Ϋϥελશମͷ؅ཧऀݖݶ͕ඞཁ  $MVTUFS3PMFͱόΠϯσΟϯά͞ΕͨΞΧ΢ϯτ ‣ 1FSTJTUFOU7PMVNF$MBJN͸/BNFTQBDF͝ͱͷϦιʔε

     /BNFTQBDFEΦϒδΣΫτ΁ͷಡΈॻ͖ͷݖݶ͕ඞཁ  3PMFͱόΠϯσΟϯά͞ΕͨΞΧ΢ϯτ 13 LVCFDUMBQJSFTPVSDFT /".&4)035/".&4"1*(3061/".&41"$&%,*/% QFSTJTUFOUWPMVNFDMBJNTQWDUSVF1FSTJTUFOU7PMVNF$MBJN QFSTJTUFOUWPMVNFTQWGBMTF1FSTJTUFOU7PMVNF TUPSBHFDMBTTFTTDTUPSBHFLTJPGBMTF4UPSBHF$MBTT
  14. 1FSTJTUFOU7PMVNF$MBJN QWD ‣ 7PMVNFͷཁٻ࢓༷Λද͢Ϧιʔε  4UPSBHFUZQF 4UPSBHF$MBTT໊   7PMVNFTJ[F

     "DDFTTNPEF 14
  15. ϩοΫϝΧχζϜͷҧ͍ ‣ ϒϩοΫετϨʔδ  -#" ࿦ཧϒϩοΫΞυϨογϯά ͷΞΫηε ͷͨΊɺϩοΫϝΧχζϜΛ͍࣋ͬͯͳ͍  ୆ͷϗετ͔ΒͷΈ8SJUFͱͳΔΑ͏ʹ


    Ϛ΢ϯτ͢Δඞཁ͋Γ ‣ ϑΝΠϧετϨʔδ  ϑΝΠϧ୯ҐͰͷϩοΫϝΧχζϜ͋Γ  0QFO࣌ʹऔಘͨ͠ϩοΫΛଞϗετʹ΋఻ൖ  ෳ਺୆ͷϗετ͔Β3FBE8SJUF͕Մೳ 15 )PTU )PTU )PTU )PTU 3FBE8SJUF 3FBE 3FBE8SJUF 3FBE8SJUF )PTU ͕ഉଞϩοΫͰ ։͍͍ͯΔΑ pMF ϒϩοΫετϨʔδ ϑΝΠϧετϨʔδ
  16. "DDFTT.PEFT 16 /PEF /PEF 3FBE 3FBE 3FBE8SJUF0ODF 380 3FBE0OMZ.BOZ 309

    /PEF /PEF 3FBE8SJUF.BOZ 389 ‣ ͭͷ/PEF͔Β3FBE 8SJUFͰϚ΢ϯτͰ͖Δ ‣ ෳ਺ͷ/PEF͔Β3FBE 0OMZͰϚ΢ϯτͰ͖Δ ‣ ෳ਺ͷ/PEF͔Β3FBE 8SJUFͰϚ΢ϯτͰ͖Δ /PEF 3FBE8SJUF 3FBE8SJUF 3FBE8SJUF
  17. 1FSTJTUFOU7PMVNF QW ‣ 7PMVNFΛද͢Ϧιʔε  4UPSBHFUZQF 4UPSBHF$MBTT໊   4J[F

     "DDFTTNPEFT  3FDMBJNQPMJDZ w 3FUBJO w 3FDZDMF w %FMFUF 17
  18. 3FDMBJN1PMJDZ ‣ 17$Λ࡟আͨ࣌͠ɺ17ΛͲ͏͢Δ͔ΛܾΊΔϙϦγʔ 18 17$࡟আ 17$࡟আ 17$࡟আ ͦͷ·· σʔλΛ
 ࡟আ

    17Λ࡟আ 3FUBJO 3FDZDMF %FQSFDBUFE %FMFUF
  19. 4UPSBHF$MBTT TD ‣ ετϨʔδϓʔϧΛද͢Ϟσϧ  /BNF  3FDMBJNQPMJDZ  1SPWJTJPOFS

    ‣ 1SPWJTJPOFS͕ετϨʔδ૷ஔͷ
 "1*Λݺͼग़͠ 19
  20. $4* $POUBJOFS4UPSBHF*OUFSGBDF ‣ ίϯςφΦʔέετϨʔγϣϯ޲͚ͷඪ४࢓༷ ‣ ೥݄ʹ࠷ॳͷύϒϦοΫϦϦʔε ‣ ओཁͳίϯςφΦʔέετϨʔγϣϯ͕࠾༻
 ,VCFSOFUFT $MPVE'PVOESZ

    .FTPT %PDLFS FUD  ‣ ,VCFSOFUFTͰ͸ʹͯ("αϙʔτ ‣ ,VCFSOFUFTͷιʔεπϦʔ JOUSFF Ͱ؅ཧ͞Ε͍ͯͨετϨʔδ૷ஔʹ
 ؔ࿈͢Δ࣮૷͕ɺSEϕϯμͰಠࣗʹ։ൃఏڙ͢Δ͜ͱ͕Մೳ 20
  21. 4UBUFGVM4FU TUT  21 ‣ 1FSTJTUFOU7PMVNF 1FSTJTUFOU7PMVNF$MBJNΛศར͔ͭ҆શ ʹ࢖͏ͳΒ4UBUFGVM4FU͕Φεεϝ ‣ ಛ௃

     1PE໊ʹ࿈ଓͨ͠൪߸Λ෇༩ FH NZTRM NZTRMʜ   1PEΛߋ৽͢Δ৔߹ɺඞͣલͷ൪߸ͷ1PEͷॲཧ͕׬ྃͯ͠ ͔Β࣮ߦ  1PEͷੜ੒࣌ʹ17$Λࣗಈੜ੒ͯ͘͠ΕΔ 7PMVNF$MBJN5FNQMBUFT͋Γ  4UBUFGVM4FUΛ࡟আͯ͠΋4UBUFGVM4FUͱ1PE͕ফ͑ΔͷΈ
 17$ 17͸࡟আ͞Εͳ͍ Φϖϛε๷ࢭ 38 /PEF 38 /PEF ɾɾ NZTRM NZTRM
  22. 1FSTJTUFOU7PMVNFͷׂΓ౰ͯ ‣ 1FSTJTUFOU7PMVNFͷׂΓ౰ͯʹ͸େ͖ͭ͘ͷํ๏ ‣ .BOVBM1SPWJTJPOJOH  ؅ཧऀ͕4UPSBHF$MBTTͱ1FSTJTUFOU7PMVNFΛࣄલʹσϓϩΠ  Ϣʔβ͸1FSTJTUFOU7PMVNF$MBJNΛ࢖ͬͯ1FSTJTUFOU7PMVNFΛબ୒ ‣

    %ZOBNJD1SPWJTJPOJOH  ؅ཧऀ͸4UPSBHF$MBTTͷΈࣄલʹ४උ  Ϣʔβ͕1FSTJTUFOU7PMVNF$MBJNΛσϓϩΠ͢Δͱ
 1FSTJTUFOU7PMVNF͕ࣗಈੜ੒ 22
  23. %ZOBNJD1SPWJTJPOJOH 23 ʜ TQFD DPOUBJOFST OBNFNZTRM JNBHFNZTRM ʜ WPMVNF.PVOUT OBNFNZTRMEBUB

    NPVOU1BUIWBSMJCNZTRM WPMVNF$MBJN5FNQMBUFT NFUBEBUB OBNFNZTRMEBUB TQFD BDDFTT.PEFT<3FBE8SJUF0ODF> TUPSBHF$MBTT/BNFHPME SFTPVSDFT SFRVFTUT TUPSBHF(J %FQMPZ
  24. %ZOBNJD1SPWJTJPOJOH 24 ʜ TQFD DPOUBJOFST OBNFNZTRM JNBHFNZTRM ʜ WPMVNF.PVOUT OBNFNZTRMEBUB

    NPVOU1BUIWBSMJCNZTRM WPMVNF$MBJN5FNQMBUFT NFUBEBUB OBNFNZTRMEBUB TQFD BDDFTT.PEFT<3FBE8SJUF0ODF> TUPSBHF$MBTT/BNFHPME SFTPVSDFT SFRVFTUT TUPSBHF(J $SFBUF17$
  25. %ZOBNJD1SPWJTJPOJOH 25 ʜ TQFD DPOUBJOFST OBNFNZTRM JNBHFNZTRM ʜ WPMVNF.PVOUT OBNFNZTRMEBUB

    NPVOU1BUIWBSMJCNZTRM WPMVNF$MBJN5FNQMBUFT NFUBEBUB OBNFNZTRMEBUB TQFD BDDFTT.PEFT<3FBE8SJUF0ODF> TUPSBHF$MBTT/BNFHPME SFTPVSDFT SFRVFTUT TUPSBHF(J 4FMFDU4$
  26. %ZOBNJD1SPWJTJPOJOH 26 ʜ TQFD DPOUBJOFST OBNFNZTRM JNBHFNZTRM ʜ WPMVNF.PVOUT OBNFNZTRMEBUB

    NPVOU1BUIWBSMJCNZTRM WPMVNF$MBJN5FNQMBUFT NFUBEBUB OBNFNZTRMEBUB TQFD BDDFTT.PEFT<3FBE8SJUF0ODF> TUPSBHF$MBTT/BNFHPME SFTPVSDFT SFRVFTUT TUPSBHF(J Storage $SFBUF7PMVNF QSPWJTJPOFS
  27. %ZOBNJD1SPWJTJPOJOH 27 ʜ TQFD DPOUBJOFST OBNFNZTRM JNBHFNZTRM ʜ WPMVNF.PVOUT OBNFNZTRMEBUB

    NPVOU1BUIWBSMJCNZTRM WPMVNF$MBJN5FNQMBUFT NFUBEBUB OBNFNZTRMEBUB TQFD BDDFTT.PEFT<3FBE8SJUF0ODF> TUPSBHF$MBTT/BNFHPME SFTPVSDFT SFRVFTUT TUPSBHF(J Storage OS "TTJHO $SFBUF
 17
  28. %ZOBNJD1SPWJTJPOJOH 28 ʜ TQFD DPOUBJOFST OBNFNZTRM JNBHFNZTRM ʜ WPMVNF.PVOUT OBNFNZTRMEBUB

    NPVOU1BUIWBSMJCNZTRM WPMVNF$MBJN5FNQMBUFT NFUBEBUB OBNFNZTRMEBUB TQFD BDDFTT.PEFT<3FBE8SJUF0ODF> TUPSBHF$MBTT/BNFHPME SFTPVSDFT SFRVFTUT TUPSBHF(J Storage OS Container Runtime Container .PVOU
 ɹ17
  29. 3PMMJOH6QEBUF 29 ‣ ϩʔϦϯάΞοϓσʔτʹΑΓ1PE͸࠶࡞੒ ‣ 1FSTJTUFOU7PMVNFͱ1FSTJTUFOU7PMVNF$MBJN͸࠶࡞੒͞Εͳ͍ ‣ ͭ·ΓɺετϨʔδ૷ஔͷ7PMVNF΋࡟আ͞Εͳ͍ ‣ 7PMVNFʹର͠EFUBDIBUUBDI͕࣮ߦ

    ‣ /PEFো֐΍ηϧϑώʔϦϯάʹΑΔ1PEͷ࡞Γ௚͠ͷέʔεͰ΋ಉ༷
  30. W /PEF" 7PMVNF W /PEF# 7PMVNF /PEF$ 3PMMJOH6QEBUF

  31. W /PEF" 7PMVNF W /PEF# 7PMVNF /PEF$ 3PMMJOH6QEBUF W %FUBDI

  32. W /PEF" 7PMVNF W /PEF# 7PMVNF /PEF$ 3PMMJOH6QEBUF "UUBDI

  33. W /PEF" 7PMVNF /PEF# %FUBDI 7PMVNF /PEF$ W 3PMMJOH6QEBUF

  34. W /PEF" 7PMVNF /PEF# "UUBDI 7PMVNF /PEF$ W 3PMMJOH6QEBUF

  35. Ϛωʔδυ,4ͷετϨʔδ 35 (,& (PPHMF &,4 "NB[PO ",4 .4 ϒϩοΫ ϑΝΠϧ

    ϒϩοΫ ϑΝΠϧ ϒϩοΫ ϑΝΠϧ 7PMVNF ($&1FSTJTUFOU%JTL $MPVE'JMFTUPSB "NB[PO&#4 "NB[PO&'4 "[VSF%JTL "[VSF'JMF "DDFTT
 .PEF 380 309 380 309 389 380 309 380 309 389 380 380
 309 389 ಛ௃ w 44%PS)%%ͷ
 બ୒Մ w ϦʔδϣϯӬଓ
 σΟεΫ ϕʔλ w /'4W w *OUSFFͷ/'4 ͔Β࢖༻ w൚༻44% HQ ɺ
 ߴੑ44% JP ɺ ൚༻)%% TU ɺ
 $PME)%% TD ͷબ୒Մ w/'4W w$4*͔Β࢖༻ w 44%PS)%% ͷબ୒Մ w4.# w*OUSFF$4*͔Β ࢖༻ w"[VSF'JMFͱ "[VSF/FU"QQ 'JMFͷબ୒Մ .BY
 17/PEF      
  36. (,&Ͱ1FSTJTUFOU7PMVNFΛ࢖͏ ‣ (,&Ͱ,VCFSOFUFTΫϥελΛηοτΞοϓ  σϑΥϧτͰϒϩοΫετϨʔδͷ4UPSBHF$MBTT lTUBOEBSEz ͕
 σϓϩΠࡁΈ  σϑΥϧτͷσΟεΫλΠϓ͸QETUBOEBSE

    )%%   มߋ͍ͨ͠৔߹͸4UPSBHF$MBTTΛฤूPS৽ͨʹσϓϩΠ 36 LVCFDUMHFUTD /".&1307*4*0/&3"(& TUBOEBSE EFGBVMU LVCFSOFUFTJPHDFQENT
  37. (,&Ͱ1FSTJTUFOU7PMVNFΛ࢖͏ ‣ 17$ͷ.BOJGFTUΛ࡞੒σϓϩΠ 37 BQJ7FSTJPOW LJOE1FSTJTUFOU7PMVNF$MBJN NFUBEBUB OBNFUFTUWPM TQFD TUPSBHF$MBTT/BNFTUBOEBSE

    BDDFTT.PEFT 3FBE8SJUF0ODF SFTPVSDFT SFRVFTUT TUPSBHF(J LVCFDUMBQQMZGQWDZBNM QFSTJTUFOUWPMVNFDMBJNUFTUWPMDSFBUFE QWDZBNM
  38. (,&Ͱ1FSTJTUFOU7PMVNFΛ࢖͏ ‣ 17$ 17Λ֬ೝ 38 LVCFDUMHFUQWD /".&45"56470-6.&$"1"$*5:"$$&44.0%&44503"(&$-"44"(& UFTUWPM#PVOEQWDYYYGD(J380TUBOEBSET LVCFDUMHFUQW /".&$"1"$*5:"$$&44.0%&43&$-"*.10-*$:45"564$-"*.4503"(&$-"443&"40/"(&

    QWDYYYGD(J380%FMFUF#PVOEEFGBVMUUFTUWPMTUBOEBSET
  39. (,&Ͱ1FSTJTUFOU7PMVNFΛ࢖͏ ‣ 17$Λࢦఆͨ͠1PEͷ.BOJGFTUΛ
 ࡞੒ˍσϓϩΠ 39 BQJ7FSTJPOW LJOE1PE NFUBEBUB OBNFUFTUQPE TQFD

    DPOUBJOFST JNBHFOHJOY OBNFUFTUQPE WPMVNF.PVOUT NPVOU1BUIVTSTIBSFOHJOYIUNM OBNFEBUBWPM WPMVNFT OBNFEBUBWPM QFSTJTUFOU7PMVNF$MBJN DMBJN/BNFUFTUWPM LVCFDUMBQQMZGQPEZBNM QPEUFTUQPEDSFBUFE QPEZBNM ‣ Ϛ΢ϯτ͞Ε͍ͯΔ͔Λ֬ೝ LVCFDUMFYFDUFTUQPEEGcHSFQOHJOY EFWTECVTSTIBSFOHJOYIUNM
  40. Α͋͘Δ࣭໰ͱͦͷճ౴

  41. ετϨʔδ͸ԿΛબΜͩΒྑ͍ʁ ‣ ࣍ͷج४Λߟ͑બผ͢Δͷ͕Φεεϝ ‣ ֨ೲ͍ͨ͠σʔλͷՁ஋͸ʁ ‣ ར༻͢ΔΞϓϦέʔγϣϯͷछྨ͸ʁ ‣ 044ͷετϨʔδͷ৔߹ɺো֐ൃੜ࣌ʹιʔεͷϝϯς͕ԿਓͰ͖Δ͔ʁ ‣

    044ͷετϨʔδͷ৔߹ɺো֐ൃੜ࣌ʹอূͯ͘͠Εͳ͍ͷͰ࠷ѱσʔλ͕ফ ͑Δ͜ͱ΋ࢹ໺ʹೖΕͯར༻ϢʔεέʔεΛݟఆΊ ‣ ετϨʔδΛબͿ࣌ɾγεςϜઃܭ͢Δͱ͖ʹߟྀ͢΂͖ϙΠϯτ͸ʁ  ࣦഊ͠ͳ͍,VCFSOFUFT޲͚ετϨʔδબͼͭͷϙΠϯτ $/%5 
 IUUQTTQFBLFSEFDLDPNZTBLBTIJUBTIJCBJTJOBJLVCFSOFUFTYJBOHLFTVUPSF[JYVBOCJUVGBMTFQPJOUP
  42. $JOEFSͱ"ࣾͲͪΒ͕ྑ͍ʁ ‣ Α͘ฉ͔Ε·͕͢ɺൺֱର৅͕ҧ͏ͷͰ౴͑ΒΕ·ͤΜ ‣ ,VCFSOFUFT΍$4*Λαϙʔτ͍ͯ͠ͳ͍ετϨʔδΛ࢖͏৔߹͸
 0QFO4UBDL$JOEFSΛ1SPYZͱͯ͠ར༻ 42 $4* $JOEFS /PEF

    J4$4* ίϯτϩʔϧϓϨʔϯ σʔλϓϨʔϯ "ࣾετϨʔδ $4* /PEF J4$4*/'4FUD "ࣾετϨʔδ 74
  43. %#ʹ͸ϒϩοΫPSϑΝΠϧʁ ‣ ಛผͳཧ༝͕ͳ͍ݶΓϒϩοΫετϨʔδΛ࢖ͬͨํ͕ϕλʔ ‣ ੑೳͷ໰୊ ‣ ϑΝΠϧετϨʔδ /'4 ͕࣋ͭϩοΫͷϝΧχζϜ͸MPDLE͕SQDܦ༝Ͱ
 ଞϗετʹϩοΫঢ়گΛ఻ൖ͢Δ΋ͷ͕ͩɺଈ࣌ੑɾΞτϛοΫੑ͕อূ͞Εͳ͍

    ‣ ϑΝΠϧετϨʔδ͸04͔Β4ZODͯ͠΋44%)%%ʹॻ͖ࠐ·Εͨอূͳ͠ 43 .Z42-ϦϑΝϨϯεϚχϡΞϧΑΓൈਮ
  44. %FQMPZNFOUͰ17Λ࢖ͬͯྑ͍ʁ ‣ %FQMPZNFOU͸ετϨʔδʹ༏͘͠ͳ͍ͷͰ4UBUFGVM4FU͕Φεεϝ ‣ ಛʹ389Λαϙʔτ͍ͯ͠ͳ͍ετϨʔδͰ͸4UBUFGVM4FU %FUBDIલ 38 "UUBDIΛࢼΈΔɻ
 ͔͠͠ผ/PEFͰ38 Ͱ"UUBDIࡁͷͨΊ


    3FBE0OMZͰϚ΢ϯτ PSΤϥʔ 3 3PMMJOH 6QEBUF FUD 5FSNJOBUJOH $SFBUJOH ಉ࣌ʹൃੜ ಉ࣌ʹൃੜ ࢀߟIUUQTDMPVEHPPHMFDPNLVCFSOFUFTFOHJOFEPDTDPODFQUTQFSTJTUFOUWPMVNFT IMKBEFQMPZNFOUT@WT@TUBUFGVMTFUT
  45. ·ͱΊ 45 ‣ ετϨʔδͷೖ໳ͱͯ͠ϒϩοΫɺϑΝΠϧɺΦϒδΣΫτͷҧ͍Λ঺հ ‣ ,VCFSOFUFTͰͷετϨʔδͷϞσϧͱಈ͖Λ঺հ  17$ 17 4$

     %ZOBNJD1SPWJTJPOJOHͱ3PMMJOH6QEBUFͰͷಈ͖  Ϛωʔδυ,VCFSOFUFTͰͷετϨʔδ ‣ Α͋͘Δ࣭໰ͱͦͷճ౴ͷ঺հ