Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Amazon ECS と SpotFleet を活用した スケーラブルで低コストな ジョブワーカーシステム / Amazon ECS x SpotFleet

mats
June 01, 2017

Amazon ECS と SpotFleet を活用した スケーラブルで低コストな ジョブワーカーシステム / Amazon ECS x SpotFleet

AWS Summit Tokyo 2017 の発表資料です。

mats

June 01, 2017
Tweet

More Decks by mats

Other Decks in Technology

Transcript

  1. Copyright(C) Intimate Merger, Inc. All rights reserved 1 "NB[PO&$4ͱ 4QPU'MFFU

    Λ׆༻ͨ͠ εέʔϥϒϧͰ௿ίετͳ δϣϒϫʔΧʔγεςϜ גࣜձࣾΠϯςΟϝʔτɾϚʔδϟʔ ։ൃຊ෦ɾ43&άϧʔϓ দా࿨थ
  2. •ฐࣾͰͷ "84ͷ׆༻ࣄྫ • γεςϜߏ੒ • ։ൃɺӡ༻ͰಘΒΕͨ஌ݟ Copyright(C) Intimate Merger, Inc.

    All rights reserved 2 ࠓ೔͓࿩͢͠Δ͜ͱ
  3. • ΠϯςΟϝʔτɾϚʔδϟʔʹ͍ͭͯ • δϣϒϫʔΧʔγεςϜ • ߏஙͷഎܠ • ୈҰੈ୅ ඇEPDLFS •

    ୈೋੈ୅ • "NB[PO&$4ͷӡ༻ͷϙΠϯτ • ࣮ӡ༻ͯ͠Έͯ • ͜Ε͔Β "NB[PO&$4Λ࠾༻͢Δํ΁ Copyright(C) Intimate Merger, Inc. All rights reserved 3 ΞδΣϯμ
  4. Copyright(C) Intimate Merger, Inc. All rights reserved 4 ʹ͍ͭͯ

  5. nגࣜձࣾΠϯςΟϝʔτɾϚʔδϟʔ • ։ൃຊ෦ • 43&άϧʔϓʢςοΫϦʔυʣ n৬຿಺༰ • σʔλॲཧج൫ͷ։ൃ • σϓϩΠϑϩʔͷ੔උ

    • ύϑΥʔϚϯεɾνϡʔχϯά • ؂ࢹɾӡ༻ • ٕज़ݕূɾπʔϧݕূ ࣗݾ঺հ Copyright(C) Intimate Merger, Inc. All rights reserved 5 দా ࿨थ
  6. ઃཱ ୅ද ैۀһ਺ ࣄۀ಺༰ Copyright(C) Intimate Merger, Inc. All rights

    reserved 6 גࣜձࣾΠϯςΟϝʔτɾϚʔδϟʔ ೥݄ ᝽ౡ ྄࣍ ໊ %.1ͷఏڙɾߏஙࢧԉ σʔλ׆༻ίϯαϧςΟϯά
  7. Copyright(C) Intimate Merger, Inc. All rights reserved 7 δϣϒϫʔΧʔγεςϜ

  8. • Ҏ্ͷࣾ֎γεςϜͱσʔλͷड͚౉͠ • ࿈ܞઌຖʹҟͳΔσʔλܗࣜ • ҟͳΔલॲཧ͕ඞཁ • ࿈ܞઌຖʹҟͳΔ઀ଓํࣜ • FY

    3&45"1* '51 4'51 "NB[PO4 1SPUPDPM#VGGFST ˠ ݁Ռɺछྨ΋ͷϫʔΧʔ͕ඞཁʹ • ංେԽ͢Δॲཧσʔλ • σʔλͷॲཧྔʹରͯ͠εέʔϧ͢Δ࢓૊Έ͕ඞཁ • ಛఆͷδϣϒͷΈεέʔϧ͍ͤͨ͞ Copyright(C) Intimate Merger, Inc. All rights reserved 8 ߏஙͷഎܠ
  9. Auto Scaling group Copyright(C) Intimate Merger, Inc. All rights reserved

    9 ୈҰੈ୅ "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI "NB[PO 4 BMBSN 'JMF  ϑΝΠϧΛ "NB[PO4΁Ξοϓϩʔυ  "NB[PO4&WFOU/PUJGJDBUJPOTͰ "NB[PO424΁௨஌  "NB[PO$MPVE8BUDI ͰΩϡʔͷ਺Ͱϫʔ ΧʔͱͳΔ "NB[PO&$Λ "VUP4DBMJOH ʢ4QPU*OTUBODFʣ  ϫʔΧʔ͸ "NB[PO424͔ΒΩϡʔΛɺ "NB[PO4͔Βॲཧର৅ͷϑΝΠϧΛऔಘ͠ɺ ॲཧΛ։࢝  ޙଓॲཧ͕͋Δ৔߹͸ɺผͷ "NB[PO4΁
  10. Auto Scaling group Copyright(C) Intimate Merger, Inc. All rights reserved

    10 ୈҰੈ୅ "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI "NB[PO 4 BMBSN 'JMF  ϑΝΠϧΛ "NB[PO4΁Ξοϓϩʔυ  "NB[PO4&WFOU/PUJGJDBUJPOTͰ "NB[PO424΁௨஌  "NB[PO$MPVE8BUDI ͰΩϡʔͷ਺Ͱϫʔ ΧʔͱͳΔ "NB[PO&$Λ "VUP4DBMJOH ʢ4QPU*OTUBODFʣ  ϫʔΧʔ͸ "NB[PO424͔ΒΩϡʔΛɺ "NB[PO4͔Βॲཧର৅ͷϑΝΠϧΛऔಘ͠ɺ ॲཧΛ։࢝  ޙଓॲཧ͕͋Δ৔߹͸ɺผͷ "NB[PO4΁
  11. Auto Scaling group Copyright(C) Intimate Merger, Inc. All rights reserved

    11 ୈҰੈ୅ "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI "NB[PO 4 BMBSN 'JMF  ϑΝΠϧΛ "NB[PO4΁Ξοϓϩʔυ  "NB[PO4&WFOU/PUJGJDBUJPOTͰ "NB[PO424΁௨஌  "NB[PO$MPVE8BUDI ͰΩϡʔͷ਺Ͱϫʔ ΧʔͱͳΔ "NB[PO&$Λ "VUP4DBMJOH ʢ4QPU*OTUBODFʣ  ϫʔΧʔ͸ "NB[PO424͔ΒΩϡʔΛɺ "NB[PO4͔Βॲཧର৅ͷϑΝΠϧΛऔಘ͠ɺ ॲཧΛ։࢝  ޙଓॲཧ͕͋Δ৔߹͸ɺผͷ "NB[PO4΁
  12. Auto Scaling group Copyright(C) Intimate Merger, Inc. All rights reserved

    12 ୈҰੈ୅ "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI "NB[PO 4 BMBSN 'JMF  ϑΝΠϧΛ "NB[PO4΁Ξοϓϩʔυ  "NB[PO4&WFOU/PUJGJDBUJPOTͰ "NB[PO424΁௨஌  "NB[PO$MPVE8BUDI ͰΩϡʔͷ਺Ͱϫʔ ΧʔͱͳΔ "NB[PO&$Λ "VUP4DBMJOH ʢ4QPU*OTUBODFʣ  ϫʔΧʔ͸ "NB[PO424͔ΒΩϡʔΛɺ "NB[PO4͔Βॲཧର৅ͷϑΝΠϧΛऔಘ͠ɺ ॲཧΛ։࢝  ޙଓॲཧ͕͋Δ৔߹͸ɺผͷ "NB[PO4΁
  13. Auto Scaling group Copyright(C) Intimate Merger, Inc. All rights reserved

    13 ୈҰੈ୅ "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI "NB[PO 4 BMBSN 'JMF  ϑΝΠϧΛ "NB[PO4΁Ξοϓϩʔυ  "NB[PO4&WFOU/PUJGJDBUJPOTͰ "NB[PO424΁௨஌  "NB[PO$MPVE8BUDI ͰΩϡʔͷ਺Ͱϫʔ ΧʔͱͳΔ "NB[PO&$Λ "VUP4DBMJOH ʢ4QPU*OTUBODFʣ  ϫʔΧʔ͸ "NB[PO424͔ΒΩϡʔΛɺ "NB[PO4͔Βॲཧର৅ͷϑΝΠϧΛऔಘ͠ɺ ॲཧΛ։࢝  ޙଓॲཧ͕͋Δ৔߹͸ɺผͷ "NB[PO4΁
  14. Auto Scaling group Copyright(C) Intimate Merger, Inc. All rights reserved

    14 ୈҰੈ୅ "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI "NB[PO 4 BMBSN 'JMF  ϑΝΠϧΛ "NB[PO4΁Ξοϓϩʔυ  "NB[PO4&WFOU/PUJGJDBUJPOTͰ "NB[PO424΁௨஌  "NB[PO$MPVE8BUDI ͰΩϡʔͷ਺Ͱϫʔ ΧʔͱͳΔ "NB[PO&$Λ "VUP4DBMJOH ʢ4QPU*OTUBODFʣ  ϫʔΧʔ͸ "NB[PO424͔ΒΩϡʔΛɺ "NB[PO4͔Βॲཧର৅ͷϑΝΠϧΛऔಘ͠ɺ ॲཧΛ։࢝  ޙଓॲཧ͕͋Δ৔߹͸ɺผͷ "NB[PO4΁
  15. Auto Scaling group Copyright(C) Intimate Merger, Inc. All rights reserved

    15 ୈҰੈ୅ "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI "NB[PO 4 BMBSN 'JMF  ϑΝΠϧΛ "NB[PO4΁Ξοϓϩʔυ  "NB[PO4&WFOU/PUJGJDBUJPOTͰ "NB[PO424΁௨஌  "NB[PO$MPVE8BUDI ͰΩϡʔͷ਺Ͱϫʔ ΧʔͱͳΔ "NB[PO&$Λ "VUP4DBMJOH ʢ4QPU*OTUBODFʣ  ϫʔΧʔ͸ "NB[PO424͔ΒΩϡʔΛɺ "NB[PO4͔Βॲཧର৅ͷϑΝΠϧΛऔಘ͠ɺ ॲཧΛ։࢝  ޙଓॲཧ͕͋Δ৔߹͸ɺผͷ "NB[PO4΁
  16. AutoScaling Copyright(C) Intimate Merger, Inc. All rights reserved 16 ୈҰੈ୅

    "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI BMBSN Elasticsearch から IDを抽出 AutoScaling "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI BMBSN ID の変換 AutoScaling "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI BMBSN Amazon S3 へ アップロード
  17. Auto Scaling group Copyright(C) Intimate Merger, Inc. All rights reserved

    17 ୈҰੈ୅ "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI ՝୊ • εϙοτྉۚͷߴಅ࣌ͳͲɺಛఆͷϫʔΧʔ͕ ىಈෆՄͱͳΔ • ϫʔΧʔຖʹϦιʔεʢ*OTUBODF 5ZQFʣͷ ௐ੔͕ඞཁͳ্ɺશମͰͷϦιʔεޮ཰͕ѱ͍ • ॲཧ։࢝·Ͱͷ଴ػ͕࣌ؒ௕͍ • "VUP4DBMJOH ͷઃఆ͕ଟ͘ͳΓɺӡ༻ෛՙ͕ େ͖͍ "NB[PO 4 BMBSN 'JMF
  18. spot fleet Copyright(C) Intimate Merger, Inc. All rights reserved 18

    ୈೋੈ୅ "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI • جຊઃܭ͸ಉ༷ • શϫʔΧʔͷ࣮ߦ؀ڥΛίϯςφʹҠߦ • શϫʔΧʔͰ EPDLFSج൫Λڞ༻ • EPDLFSج൫ʹ "NB[PO&$4Λ࠾༻ • EPDLFSج൫ͷىಈʹ 4QPU'MFFUΛ࠾༻ • ֤ϫʔΧʔຖʹίϯςφΛ "VUP4DBMJOH "NB[PO 4 BMBSN 'JMF "NB[PO &$4
  19. Copyright(C) Intimate Merger, Inc. All rights reserved 19 • ͷαʔϏε͕Քಇ

    • छྨͷϫʔΧʔɺ.BDLFSFMʢ؂ࢹʣ ɺ'MVFOUEʢϩάίϨΫλʣ • λεΫ਺͸ʙ • ίϯςφϨδετϦʹ͸ "NB[PO&$3Λ࠾༻ ୈೋੈ୅  "NB[PO&$4
  20. Copyright(C) Intimate Merger, Inc. All rights reserved 20 • ༰ྔ͸

    W$16T • ೖࡳ͸ ࣗಈೖࡳ • *OTUBODF5ZQF͸ छ • $ܥɺ.ܥ ୈೋੈ୅  4QPU'MFFU
  21. Copyright(C) Intimate Merger, Inc. All rights reserved 21 "NB[PO&$4ͷӡ༻ͷϙΠϯτ

  22. • ϩάͷϋϯυϦϯά • ؀ڥߏங • σϓϩΠϑϩʔ • ڧ੍ 5FSNJOBUFʢ4QPU*OTUBODFʣ •

    ".* • DMPVEJOJU Copyright(C) Intimate Merger, Inc. All rights reserved 22 "NB[PO&$4ͷӡ༻ͷϙΠϯτ
  23. Copyright(C) Intimate Merger, Inc. All rights reserved 23 ϩάͷϋϯυϦϯά "QQ

    "QQ "QQ "QQ "NB[PO "VSPSB (PPHMF#JH2VFSZ • ֤*OTUBODFͰՔಇ͢Δ GMVFOUE ίϯςφͰϩάΛू໿ • ϫʔΧʔ͔Β͸ UDQͰࢀর • MPHEOB ϩάͷ -JWF5BJMςΩετϚονʹΑΔΞϥʔτ • #JH2VFSZ ௕ظʹ౉Δ෼ੳ༻ • "NB[PO"VSPSB௚ۙσʔλͷ෼ੳɺࢀর༻
  24. Copyright(C) Intimate Merger, Inc. All rights reserved 24 • ϩάऩूͷΫϥ΢υαʔϏε

    • ϦΞϧλΠϜʹࢀর͢Δ͜ͱ͕Մೳ UBJMG • ςΩετϚονʹΑΔΞϥʔτػೳ • 4MBDL &NBJM 8FCIPPL  • ௿ίετ • (#NPOUIʙ
  25. • 5FSSBGPSNΛ࠾༻ • (JU)VCͰ؅ཧ • $JSDMF$* ্Ͱ࣮ߦ • ֤ϫʔΧʔຖʹίϯϙʔωϯτΛ࡞੒ •

    "NB[PO 4 • #VDLFU • &WFOU • "NB[PO424 • "NB[PO$MPVE8BUDI • "NB[PO &$4 • "VUP4DBMJOH Copyright(C) Intimate Merger, Inc. All rights reserved 25 ؀ڥߏங (JU)VC $JSDMF$* 8FCIPPL "NB[PO 4 "NB[PO 424 "NB[PO $MPVE8BUDI "NB[PO &$4 5FSSBGPSN
  26. • $JSDMF$* ͔Β"1*ܦ༝ͰσϓϩΠ • EPDLFSCVJME • EPDLFSQVTI "NB[PO&$3 • 5BTL%FGJOJUJPOͷ࡞੒

    "NB[PO&$4 • &$44FSWJDFͷߋ৽ "NB[PO&$4 • ίʔυ͸ 1ZUIPO੡ CPUP • EPDLFS͕ར༻Մೳͳ $*αʔϏεͷ ׆༻͕͓͢͢Ί Copyright(C) Intimate Merger, Inc. All rights reserved 26 (JU)VC $JSDMF$* 8FCIPPL σϓϩΠϑϩʔ EPDLFS CVJME EPDLFS QVTI 5BTL%FGJOJUJPO࡞੒ 4FSWJDFߋ৽ "NB[PO &$3 "NB[PO &$4
  27. • Ձ֨ߴಅ࣌ͳͲڧ੍ 5FSNJOBUF࣌͸ɺਖ਼ৗͳγϟοτμ΢ϯ ϓϩηε͕ߦΘΕͳ͍ • ίϯςφ͕ڧ੍ఀࢭ͞ΕΔ • 8FCαʔόͷ৔߹͸ಛʹӨڹ͕େ͖͍ • 5FSNJOBUFͷݕ஌

    • ඵ͓͖ʹϝλσʔλΛࢀর • IUUQMBUFTUNFUBEBUBTQPUUFSNJOBUJPOUJNF • ݕ஌ޙɺ"NB[PO&$4$MVTUFS͔Βୀ໾ • ίϯςφ͸ଞͷ *OTUBODFʹΦϑϩʔυ͞ΕΔ • BNB[POFDTBHFOUͷػೳʹೖΕͯཉ͍͠ɾɾɾ Copyright(C) Intimate Merger, Inc. All rights reserved 27 ڧ੍5FSNJOBUFʢ4QPU*OTUBODFʣ
  28. • "NB[PO&$40QUJNJ[FE".*Λ࠾༻ • "NB[PO&$4ʹ࠷దԽ͞Ε͍ͯΔ • ࠷৽൛Λͦͷ··ར༻ • ZVNVQEBUF͠ͳ͍ • ".*ͷΧελϚΠζ࡞੒͸ߦΘͳ͍

    • ඞཁͳઃఆ͸ DMPVEJOJU ͔Βߦ͏ • ඞཁ࠷௿ݶͷઃఆͷΈߦ͍ɺηΩϡΞʹอͭͨΊ • "NB[PO4ʹ഑ஔͯ͠ࢀর Copyright(C) Intimate Merger, Inc. All rights reserved 28 ".*ʹ͍ͭͯ
  29. • "NB[PO4ʹ ZBNM Λ഑ஔͯ͠ࢀর • DMPVEJOJU มߋ࣌ʹ 4QPU'MFFUͷ ࡞Γ௚͕͠ඞཁʹͳΔͨΊ •

    71$&OEQPJOUͰݖݶΛ෇༩ • IUUQͰࢀর͢ΔͨΊʹඞཁ • DMPVEDPOGJH ܗࣜͰهड़ • ࣮ߦλΠϛϯάΛ੍ޚͰ͖ΔͨΊ Copyright(C) Intimate Merger, Inc. All rights reserved 29 DMPVEJOJU JODMVEF IUUQTTBQOPSUIFBTUBNB[POBXTDPN#VDLFUDMPVEJOJUZNM
  30. Copyright(C) Intimate Merger, Inc. All rights reserved 30 DMPVEJOJU Ͱߦ͍ͬͯΔ͜ͱ

    • ڧ੍ 5FSNJOBUFΛݕ஌͢Δ DSPOʢલड़ʣ • Χʔωϧύϥϝʔλͷมߋ • "NB[PO&$4ͷઃఆʢFUDFDTFDTDPOGJHʣ • *OTUBODF4UPSFͷϚ΢ϯτ • %PDLFS&OHJOFىಈલʹϚ΢ϯτ͠ͳ͍ͱར༻Ͱ͖ͳ͍ • CPPUDNE εςοϓͰͷϚ΢ϯτ͕ඞਢʢDMPVEDPOGJH ਪ঑ʣ
  31. Copyright(C) Intimate Merger, Inc. All rights reserved 31 ࣮ӡ༻ͯ͠Έͯ

  32. • Մ༻ੑͷ޲্ • 4QPU'MFFUʹΑΓɺεϙοτՁ֨ͷߴಅͷӨڹΛड͚ʹ͘͘ͳͬͨ • ίετޮ཰ͷ޲্ • Մ༻ੑͷ޲্ʹΑΓɺੵۃతʹ৽ੈ୅ͷ *OTUBODFΛબ୒Մೳ •

    04෼ͷϦιʔε͕ෆཁʹͳΓɺಉ࣌ىಈ਺͕޲্ • 6QUJNFΛؾʹͤͣɺίϯςφͷ্͛Լ͕͛Մೳ Copyright(C) Intimate Merger, Inc. All rights reserved 32 "NB[PO&$4ʹͯ͠ྑ͔ͬͨ఺
  33. • εϐϯΞοϓ࣌ؒͷ୹ॖ • 4QPU*OTUBODF͸ىಈʹ͕͔͔࣌ؒΔ • EPDLFS͕ 4QPU*OTUBODFͷσϝϦοτΛิ׬ • "84ͷଞαʔϏεͱͷ࿈ܞ •

    "84ͱ౷߹͞Ε͍ͯΔͨΊɺطଘͷ࢓૊ΈΛେ͖͘ม͑ͣʹ "VUP4DBMJOH ౳͕ར༻Մೳ Copyright(C) Intimate Merger, Inc. All rights reserved 33 "NB[PO&$4ʹͯ͠ྑ͔ͬͨ఺
  34. • Ϋϥελ؅ཧͱ͍͏఺Ͱ͸՝୊΋ଟ͍ • BHFOUํࣜͳͷͰɺ٧·ͬͨΓϥά͕ੜͨ͡Γ͢Δ͜ͱ΋ଟʑ • "NB[PO&$తʹ 5FSNJOBUF͞Ε͍ͯΔ͕ɺ$MVTUFSʹ࢒͍ͬͯ Δ͜ͱ΋ • EPDLFSͷશػೳ͕࢖͑ΔΘ͚Ͱ͸ͳ͍

    • BHFOUܦ༝Ͱ EPDLFSΛ؅ཧ͍ͯ͠ΔͨΊɺ FDTBHFOUʹ࣮૷͞ Ε͍ͯͳ͍ػೳ͸࢖͑ͳ͍ Copyright(C) Intimate Merger, Inc. All rights reserved 34 "NB[PO&$4ͷ՝୊
  35. Copyright(C) Intimate Merger, Inc. All rights reserved 35

  36. Copyright(C) Intimate Merger, Inc. All rights reserved 36 શ 4FSWJDFΛදࣔͰ͖ͳ͍

    • "NB[PO&$4ͷ؅ཧը໘ʹ શ 4FSWJDFΛදࣔͰ͖ͳ͍ • ্ݶ͕ • ϖʔδૹΓ͕ඞཁ
  37. Copyright(C) Intimate Merger, Inc. All rights reserved 37 શ 4FSWJDFΛදࣔͰ͖ͳ͍

  38. Copyright(C) Intimate Merger, Inc. All rights reserved 38 Ұ෦ͷઃఆ͸ 4FSWJDFͷ࡞Γ௚͕͠ඞཁ

    • &MBTUJD-PBE#BMBODFS • 5BTLͷ഑ஔઓུ
  39. Copyright(C) Intimate Merger, Inc. All rights reserved 39 4QPU'MFFU͸ઃఆมߋ͕ෆՄ •

    $BQBDJUZͷมߋͷΈՄ • Լهͷมߋ͸Ͱ͖ͳ͍ • ".* • *OTUBODF5ZQF • 6TFSEBUB DMPVEJOJU
  40. • ෳ਺ ";Ͱಉ࣌ʹߴಅ͢Δ͜ͱ΋͋Δ • ͦͷϨΞέʔε͕ҟͳΔ *OTUBODF5ZQFͰಉ࣌ʹى͜Δ͜ͱ ΋͋Δ Copyright(C) Intimate Merger,

    Inc. All rights reserved 40 4QPU1SJDFͷτϨϯυ BQOPSUIFBTUB BQOPSUIFBTUD NYMBSHF NYMBSHF
  41. • ಉҰ *OTUBODF'BNJMZ͕ಉ࣌ʹߴಅ͢Δ͜ͱ΋͋Δ • աڈʹ૬͕ؔͳͯ͘΋ɺಉ࣌ʹߴಅ͢ΔՄೳੑ͸େ͍ʹ͋Δ Copyright(C) Intimate Merger, Inc. All

    rights reserved 41 BQOPSUIFBTUD NYMBSHF NYMBSHF NYMBSHF NYMBSHF 4QPU1SJDFͷτϨϯυ
  42. Copyright(C) Intimate Merger, Inc. All rights reserved 42 ͜Ε͔Β "NB[PO&$4Λ࠾༻͢Δํ΁

  43. • Ϋϥελ؅ཧͱͯ͠ͷ "NB[PO&$4 • ָͳ໘΋ଟ͍͕ɺಠࣗͷ֓೦΋ଟ͘ɺֶशίετ͕௿͍Θ͚Ͱ͸ͳ͍ • ബ͍ϥούʔͰ͋Δ͕ނʹ΍΍؇ຫ • ,VCFSOFUFT౳ͷํ͕ߴػೳ͔ͭػහ •

    (JU)VCͷ BNB[POFDTBHFOUͷϖʔδ͸ݟΔ΂͖ • "NB[PO&$4ͷڧΈ͸"84ͷଞͷαʔϏεͱͷ࿈ܞ • &MTBUJD -PBE#BMBODFS • "VUP4DBMJOH • "NB[PO$MPVE8BUDI Copyright(C) Intimate Merger, Inc. All rights reserved 43 ͜Ε͔Β "NB[PO&$4Λ࠾༻͢Δํ΁
  44. • 4QPU'MFFU ͸͓͢͢Ί͕ͩɺൃల్্ • "NB[PO&$4ར༻࣌͸࢖͏΂͖ • ͍҆ɺӡ༻ָ͕ • ࡉ͔͘ϋϯυϦϯά͍ͯ͠ͳ͍෼ɺ࣮ӡ༻ͯ͠Έͳ͍ͱ෼͔Βͳ͍͜ ͱ΋ଟ͍

    • ҙ֎ͱ௿ϨΠϠʔͷ஌͕ࣝඞཁ • LFSOFM • JOJU ىಈؔ࿈ • DMPVEJOJU Copyright(C) Intimate Merger, Inc. All rights reserved 44 ͜Ε͔Β "NB[PO&$4Λ࠾༻͢Δํ΁
  45. Copyright(C) Intimate Merger, Inc. All rights reserved 45 ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠