秒間数万のログをいい感じにするアーキテクチャ

14a602891dce5c68facca9de28340522?s=47 Hokuto Hoshi
June 03, 2016
Technology
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49k

 秒間数万のログをいい感じにするアーキテクチャ

AWS Summit Tokyo 2016 Developer Conference (2016/06/03)

14a602891dce5c68facca9de28340522?s=128

Hokuto Hoshi

June 03, 2016
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Transcript

  1. ඵؒ਺ສͷϩάΛ
 ͍͍ײ͡ʹ͢ΔΞʔΩςΫνϟ )PLVUP)PTIJ!$PPLQBE*OD "844VNNJU5PLZP

  2. ੕๺ే ΄͠΄͘ͱ !LBOJ@C w ΫοΫύουגࣜձࣾΠϯϑϥετϥΫνϟʔ෦
 ηΩϡϦςΟάϧʔϓάϧʔϓ௕ w 8FC\Πϯϑϥ ηΩϡϦςΟ^ΤϯδχΞ w

    ઃܭߏஙӡ༻ w ੬ऑੑ਍அ *%4 8"' *4.4ӡ༻FUD w "84ೝఆ4" %FW0QTΤϯδχΞ 1SPGFTTJPOBM
  3. None

  4. w౤ߘϨγϐ਺ສ඼Ҏ্ w݄ؒར༻ऀ਺ ສਓ
 ೥݄ݱࡏ

  5. ٕज़ελοΫ w ΄΅શͯͷαʔϏε͕3VCZ 3VCZPO3BJMT w (PMBOH OPEFKT 1ZUIPOͳͲͷՕॴ΋ w %PDLFS

    w ൒਺Ҏ্ͷγεςϜ͕%PDLFSͰຊ൪Քಇ w 6CVOUVX*UBNBF w $FOU04X1VQQFU͔ΒҠߦத w શαʔϏε͕"84্ͰՔಇ

  6. ΫοΫύουͱ"84 w ೥ʹ%$͔Β׬શҠߦ w ೥ݱࡏ w "NB[PO&$Πϯελϯεd ୆ఔ౓ w "NB[PO4ΦϒδΣΫτԯҎ্

    w ϐʔΫ࣌ಉ࣌ϦΫΤετ਺ SFRTҎ্

  7. "84ར༻αʔϏε w ΄΅શͯͷ"84αʔϏεΛར༻ɾݕূ w ࠓճͷ͓࿩ʹؔ܎͢ΔαʔϏε w "NB[PO&$ "NB[PO71$ Ҏ߱&$ 71$ͱදه

     w "NB[PO,JOFTJT4USFBNT Ҏ߱,JOFTJT4USFBNTͱදه  w "NB[PO%ZOBNP%# Ҏ߱%ZOBNP%#ͱදه  w "NB[PO3FETIJGU Ҏ߱3FETIJGUͱදه  w "84-BNCEB Ҏ߱-BNCEBͱදه

  8. ࠓ೔ͷςʔϚ
 ϩάΛ͍͍ײ͡ʹ͢Δ

  9. ͳͥϩάΛूΊΔͷ͔ʁ w 8FCαʔϏεʹ͓͍ͯ͸ϩά͚͕ͩlى͖ͨ͜ͱzΛࣔͤΔ w αʔϏεվળΛ͢ΔͨΊʹ͸ඞཁෆՄܽ w Ծઆͷݕূ w ύϑΥʔϚϯεվળ w

    γεςϜτϥϒϧͷղফ w FUDʜ

  10. ऩू͍ͯ͠Δϩά w 17ϩά w ϖʔδӾཡ͝ͱʹه࿥͞ΕΔ w Ӿཡ਺ɺݕࡧಈ޲ͷ෼ੳͳͲ w ޿ࠂܥϩά w

    ΠϯϓϨογϣϯɺΫϦοΫɺ
 ίϯόʔδϣϯ w ഑৴੍ޚ΍ޮՌଌఆʹ w ΞΫςΟϏςΟϩά w Ϣʔβߦಈ ը໘ભҠͳͲ  w ࢪࡦݕূɺϞόΠϧΞϓϦͷಈ࡞ϩάͱͯ͠ w ؂ࠪϩά wϢʔβσʔλͷ࡞੒ɾߋ৽ɾ࡟আɺ
 ϩάΠϯϩάͳͲ wαϙʔτɺηΩϡϦςΟ؂ࠪͳͲʹ w,1*༻ϩά wlग़དྷࣄzΛه࿥͢Δϩά w66 %6ͳͲ΋ࣗಈܭࢉɺ,1*؅ཧ༻ wγεςϜϩά w04ɺϛυϧ΢ΣΞͷϩά wγεςϜ؅ཧ༻ wFUDʜ

  11. ϩάʹٻΊΔཁ݅ w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ w ྔΛݮΒ͢ αϯϓϦϯά ඞཁ͕ͳ͍͜ͱ w

    ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ

  12. ϩάʹٻΊΔཁ݅ ͍͍ײ͡ʹ w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ w ྔΛݮΒ͢ αϯϓϦϯά ඞཁ͕ͳ͍͜ͱ

    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ

  13. ݱࡏͷن໛ w 'MVFOUEʹྲྀΕ͍ͯΔϩά ֓ࢉ  w σʔλ૯ྔd(#೔ w Ϩίʔυ਺ԯϨίʔυҎ্೔ w

    ඵؒ d Ϩίʔυ͘Β͍ ˞ΠϝʔδͰ͢

  14. ϩάऩूͷมભ w ೥͘Β͍·Ͱ w ڊେͳ.Z42-ςʔϒϧʹॻ͔ΕΔ࣌୅ 17ϩά ޿ࠂϩάͷΈ "QQ4FSWFST -# .Z42-.BTUFS

    .Z42-4MBWF QW@MPHUBCMF 6TFS

  15. ϩάऩूͷมભ  w ·ͩ17ϩά ޿ࠂϩάͷΈ w 'MVFOUEಋೖ w ։ൃऀ͕ࣗ༝ʹϩάΛऔಘɺอଘͰ͖ΔΑ͏ʹ w

    ϩά͸.Z42- .POHP%#΍4 &.3༻ ʹอଘ

  16. 'MVFOUEʹ͍ͭͯ w ϩάऩू؅ཧπʔϧ w 5SFBTVSF%BUB͕ࣾ044ͱͯ͠։ൃ w ॊೈͰॻ͖΍͍͢ೖग़ྗϓϥάΠϯػߏ w όοϑΝϦϯάػೳΛσϑΥϧτͰ࣋ͭ w

    ϩάͷϧʔςΟϯά͕ඇৗʹ΍Γ΍͍͢ w ΫοΫύουͰ͸΄΅શͯͷΠϯελϯεͰಋೖ

  17. "QQ4FSWFST &-# .Z42-.BTUFS .Z42-4MBWF ϩάऩूͷมભ  -PH"HHSFHBUPS &.3$MVTUFS 6TFS "NB[PO4

    %FWFMPQFS

  18. ϩάऩूͷมભ  w 5SFBTVSF%BUBಋೖ w 42- )JWF2- ΞΫηεͰ͖Δ.BOBHFE)BEPPQ ౰࣌ 

    w ूܭͷߴ଎͞ɺར༻ͷ༰қ͞΋ख఻ͬͯϩά͕ٸ૿ w 17ϩάҎ֎ͷϩά΋ऩू͞ΕΔΑ͏ʹ

  19. "QQ4FSWFST &-# ϩάऩूͷมભ  -PH"HHSFHBUPS 6TFS 5SFBTVSF%BUB &.3$MVTUFS "NB[PO4 %FWFMPQFS

  20. ϩάऩूͷมભ  w "NB[PO3FETIJGUಋೖ w UP#޲͚෼ੳαʔϏε ͨ΂ΈΔ ͷόοΫΤϯυͱͯ͠ w ΞϓϦέʔγϣϯͱ௚઀઀ଓ͢Δ%#ͱͯ͠ར༻

    w σʔλ͸5%.Z42-͔Βϩʔυͯ͠Ճ޻ w ϩά͸ओʹ5%͔Βϩʔυ

  21. "QQ4FSWFST &-# ϩάऩूͷมભ  -PH"HHSFHBUPS 6TFS 5SFBTVSF%BUB "NB[PO4 "QQ4FSWFST &-#

    6TFS UBCFNJSV #BUDI4FSWFS 3FETIJGU$MVTUFS %FWFMPQFS %JSFDUPS

  22. ϩάऩूͷมભ d w ৭ʑͳϩά͕ͲΜͲΜ5%43FETIJGUʹ஝ੵ͞Ε͍ͯ͘ w &MBTUJDTFBSDIͳͲ΁ͷૹ৴΋͸͡·Δ w ྲྀྔ΍ॏཁ౓ɺॻ͖ࠐΈઌ͕૿͢ʹͭΕू໿ϊʔυ͕ϘτϧωοΫʹ

  23. ೥த०͘Β͍ͷߏ੒ "QQ4FSWFST &-# -PH"HHSFHBUPS 6TFS 5SFBTVSF%BUB "NB[PO4 "QQ4FSWFST &-# 6TFS

    UBCFNJSV #BUDI4FSWFS 3FETIJGU$MVTUFS %FWFMPQFS %JSFDUPS &MBTUJDTFBSDI

  24. ͳͥू໿ϊʔυΛ࢖͍ͬͯͨͷ͔ w ઃఆͷ୯७Խ w શαʔόʹݸผʹઃఆΛ൓ө͍ͯ͘͠ͷ͸ඇޮ཰ w ू໿ϗετͷϧʔςΟϯάͷΈΛมߋ͢Ε͹ྑ͍ w εϧʔϓοτͷ࠷େԽ w

    σʔλࣗମͷΞάϦήʔγϣϯ w όονॻ͖ࠐΈ &MBTUJDTFBSDIͳͲ

  25. ى͖͍ͯͨ໰୊ w ू໿ϊʔυͷෛՙ໰୊ w ྲྀྔ૿ՃͰෛՙ্͕͕Γଓ͚Δ w ͦͷ··Ͱ͸ϚϧνίΞΛ࢖͑ͳ͍ͷͰϓϩηε෼ׂͰؤுͬͨΓʜ w ߴෛՙ࣌ͷΦϖϨʔγϣϯϛεͰԿ౓͔ϩάσʔλΛϩετ͢Δࣄނ΋͋ͬͨ
 ࠜຊݪҼ͕Ͳ͜ʹ͋Δ͔͸ෆ໌

     w ग़ྗઌ΁ͷૹ৴ස౓ w ग़ྗઌΛl٧·Βͤͯ͠·͏z͜ͱ͕͋Δ &MBTUJDTFBSDIͳͲ  w ૹ৴όοϑΝΛ࢖ͬͯ଴͓͔ͬͯ͘ϩάྔΛݮΒ͢ඞཁ͕͋ͬͨ

  26. ඞཁͱ͍ͯͨ͠΋ͷ w ૹ৴ઌͷू໿ w ֤Πϯελϯε͔Β͸ʮಛʹߟ͑ͣσʔλΛૹΕΔʯঢ়ଶ w ϩάσʔλͷద੾ͳอޢ w ҆ఆͨ͠ύϑΥʔϚϯεɺѻ͍΍͍͢εέʔϧϞσϧ w

    ΞϓϦέʔγϣϯ͕ϩάΛQVMMͰ͖ΔϞσϧ w ॲཧཻ౓΍ύϑΥʔϚϯεͷҧ͏γεςϜͰ΋
 ಉ͡σʔλετϦʔϜΛѻ͑ΔΑ͏ʹ

  27. "NB[PO,JOFTJT4USFBNT

  28. "NB[PO,JOFTJT4USFBNT w ෼ࢄϝοηʔδϯάαʔϏε w %$ؒͰͷϨϓϦέʔγϣϯ w ෼ࢄߏ੒ʹΑΔ༰қͳεέʔϥϏϦςΟ֬อ w QVMMܕͷσʔλऔಘ w

    ϑϧϚωʔδυ w l҆શͳ౔؅z

  29. ,JOFTJT4USFBNTWT"QBDIF,BGLB w "QBDIF,BGLB w 044ͷ෼ࢄϝοηʔδϯάγεςϜ w 5XJUUFS /FUqJY ָఱͳͲ͕ར༻ w

    ͲͪΒ΋ཁ݅Λຬ͕ͨ͢·ͣϚωʔδυͳ,JOFTJT4USFBNT͔Β w ӡ༻ෛՙͷܰݮ΋໨తͷҰͭͩͬͨ

  30. ͜Ε·ͰͷసૹϞσϧ &MBTUJDTFBSDI %ZOBNP%# 4 "HHSFHBUPS 1SPEVDFS $POTVNFS

  31. ,JOFTJT4USFBNTͰͷసૹϞσϧ &MBTUJDTFBSDI %ZOBNP%# 4 ,JOFTJT4USFBNT 1SPEVDFS $POTVNFS $POTVNFS͕ 4VCTDSJCF͢Δ

  32. ,JOFTJT4USFBNTʹΑΔQVMMܕૹ৴ͷར఺ w ϩάͷऔΓѻ͍ΛऔΓࠐΈଆ੍͕ޚ͠΍͍͢ w ʮͲͷ͘Β͍ʯϩάΛऔΓࠐΉ͔ w औΓࠐΈͷҰ࣌ఀࢭɺ࠶։ w ϩάͦͷ΋ͷΛετϦʔϜͱͯ͠อ͓͚࣋ͯ͠Δ w

    ૹ৴ଆ͸ʮͱʹ͔͘ϩάΛૹΔʯ͚ͩͰ͍͍

  33. ,JOFTJT4USFBNTͰͷసૹϞσϧ &MBTUJDTFBSDI %ZOBNP%# 4 ,JOFTJT4USFBNT 1SPEVDFS $POTVNFS UFTUBQQ 4VCTDSJCF͢Ε͹ σʔλ͕ྲྀΕΔ

  34. 1SPEVDFS

  35. ,JOFTJT4USFBNT1SPEVDFSΛͭ͘Δ w ૹ৴ͦͷ΋ͷʹ͸'MVFOUE qVFOUQMVHJOLJOFTJT Λར༻ w Πϯελϯε಺ͷόοϑΝϦϯά w ϩάͷϧʔςΟϯά w

    ΞϓϦέʔγϣϯͷίʔυΛมߋ͢Δඞཁ͕ͳ͍ w ू໿ϊʔυ͔Βͷૹ৴͔Β։࢝ w ࠷খݶͷมߋͰݕূͰ͖ΔΑ͏ʹ

  36. ߏ੒ -PH"HHSFHBUPS ,JOFTJT4USFBNT "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST

  37. ू໿ϊʔυͷෛՙ໰୊ w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍ $16ෛՙ  w εέʔϧΞοϓͯ͠΋ࠜຊղܾͰ͖ͳ͍ -PH"HHSFHBUPS ,JOFTJT4USFBNT "QQ4FSWFST

    "QQ4FSWFST "QQ4FSWFST

  38. ू໿ϊʔυͷෛՙ໰୊ w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍ $16ෛՙ  w εέʔϧΞοϓͯ͠΋ࠜຊղܾͰ͖ͳ͍ w ֤"QQαʔό͔Β௚઀ૹ৴͢ΔΑ͏ʹ ͯ͠ղফ

    ,JOFTJT4USFBNT "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST

  39. Ϩίʔυ਺ଟ͗͢໰୊ w Ϩίʔυ਺,# େྔͷϨίʔυ਺ w γϟʔυ͕ॲཧͰ͖Δͷ͸ ϨίʔυTFD w Ϩίʔυ.#·Ͱαϙʔτ͞Ε͍ͯΔͷʹʜ w

    શͯΛࡹͨ͘Ίʹ͸ଟ͘ͷγϟʔυ͕ඞཁʹʜ w

  40. ,JOFTJT1SPEVDFS-JCSBSZ ,1- w ,JOFTJT΁ͷσʔλૹ৴Λl͍͍ײ͡ʹzͯ͘͠ΕΔόΠφϦ ίΞ෦෼͸$  w ϦτϥΠɺγϟʔυ਺࠷దԽɺϨίʔυू໿ɺϝτϦΫεૹ৴ w ,JOFTJTϨίʔυʹෳ਺ϨίʔυΛ٧ΊࠐΉ͜ͱͰεϧʔϓοτΛ্͛Δ

    w ࣮૷ͱͯ͠͸1SPUPDPM#V⒎FST w ಠཱͨ͠ϓϩηεͱͯ͠ಈ͖*1$ͰϩάΛड͚औΔ NTH NTH NTH NTH NTH NTH NTH .# NTH FNQUZ ͜Ε·Ͱ ,1-

  41. qVFOUQMVHJOLJOFTJT w IUUQTHJUIVCDPNBXTMBCTBXTqVFOUQMVHJOLJOFTJT w ,1-Λ࢖ͬͨૹ৴ʹରԠ w 'MVFOUEϓϩηεͷࢠϓϩηεͱͯ͠,1-͕ىಈ͢Δ

  42. ,1-ʹΑΔू໿ͷಋೖ w Ϩίʔυ਺͕ܹݮ w γϟʔυ਺͕ݮΒͤΔΑ͏ʹͳͬͨ w ࣌ؒ͝ͱͷϨίʔυ਺ͷৼΕ෯΋খ͘͞ͳͬͨ ू໿։࢝

  43. $POTVNFS ˞ݱࡏ͸ࢼݧӡ༻த

  44. ޿ࠂϩά w ΫϦοΫɺΠϯϓϨογϣϯɺΠϕϯτϩά w ྲྀྔ͕ඇৗʹଟ͍ w ୯ମͰ ϨίʔυඵΛ௒͑Δ w ഑৴੍ޚɺ੒Ռใࠂʹར༻

    w ܽଛɺ େ͖ͳ ஗Ԇ͕Ϗδωε্ΫϦςΟΧϧʹ w ४ϦΞϧλΠϜͳσʔλूܭ͕ཁٻ͞ΕΔΑ͏ʹ

  45. ޿ࠂϩάߏங͍ͯ͠Δऩूɾूܭ w 'MVFOUEͰ5SFBTVSF%BUBͱ,JOFTJT4USFBNTʹૹ৴ w 5SFBTVSF%BUBͰόονूܭ w ,JOFTJT4USFBNT͔Β-BNCEBGVODUJPO΁ w -BNCEBGVODUJPO͔Β4ʹૹ৴ 3FETIJGUΠϯϙʔτ

     w -BNCEBGVODUJPOͰूܭͯ͠%ZOBNP%#ʹ֨ೲ ଎ใσʔλ  w 3FETIJGU 5SFBTVSF%BUBͷσʔλΛ.Z42-ʹ֨ೲͯ͠ར༻ w %ZOBNP%#ͷσʔλ͸௚઀ར༻

  46. ߏ੒ -PH"HHSFHBUPS ,JOFTJT4USFBNT "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST 5SFBTVSF%BUB 4 -BNCEBGVODUJPO -BNCEBGVODUJPO

    %ZOBNP%# #BUDI4FSWFS 3FETIJGU$MVTUFS

  47. -BNCEBͱ,JOFTJT4USFBNT w ૬ੑ͕ྑ͍ w γϟʔυ਺୯ҐͰ࣮ߦίϯςφ͕εέʔϧ͢Δ w ϦτϥΠػߏΛ΋ͭ w &$Πϯελϯεͷ؅ཧ͕ෆཁ w

    ݸਓతʹ 3VCZ͕࢖͑ΔΑ͏ʹͳͬͯ͘ΕΔͱخ͍͠ʜ

  48. -BNCEBͱ,1- w ,1-Ͱू໿͞ΕͨϨίʔυΛ΄Ͳ͘ඞཁ͕͋Δ w "84͕-BNCEBͰ࢖͑ΔϥΠϒϥϦΛग़͍ͯ͠Δ w IUUQTHJUIVCDPNBXTMBCTLJOFTJTBHHSFHBUJPO NTH NTH NTH

    NTH NTH NTH NTH

  49. ӡ༻ʹ͍ͭͯ w ߹ܭγϟʔυ͘Β͍ w ,1-Ͱू໿͍ͯ͠ͳ͍ετϦʔϜ΋ؚΉ w ಈతͳγϟʔυͷ૿ݮ͸͍ͯ͠ͳ͍ w γϟʔυ͸ഒʹ͢Δ͔ʹ͢Δ͔ͷબ୒ࢶ͔͠جຊతʹͳ͍ w

    γϟʔυΩʔ͕े෼ʹ෼ࢄ͍ͯ͠Δ͜ͱ͕લఏ w γϟʔυ୯ҐͷϝτϦΫε͕औಘͰ͖ΔΑ͏ʹͳͬͨ w ϗοτͳγϟʔυ͕ͳ͍͔ͳͲͷ؂ࢹ͕͠΍͍͢

  50. ϩάʹٻΊΔཁ݅ w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ w ྔΛݮΒ͢ αϯϓϦϯά ඞཁ͕ͳ͍͜ͱ w

    ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ

  51. ϩάʹٻΊΔཁ݅ w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ w %$ؒͰϨϓϦέʔγϣϯ͞ΕΔΑ͏ʹ w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ w ࠓͷͱ͜ΖϨίʔυ஗Ԇ͸΄΅ͳ͍ w

    ྔΛݮΒ͢ αϯϓϦϯά ඞཁ͕ͳ͍͜ͱ w ϩάΛड͚Δ TVCTDSJCF͢Δ ଆͰௐ੔Ͱ͖ΔΑ͏ʹͳͬͨ
 4USFBNTࣗମ΋؆୯ʹεέʔϧͰ͖ΔΑ͏ʹͳͬͨ w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ w ϩάࣗମΛஷΊ͓͚ͯΔͷͰࢼߦࡨޡ΋͠΍͍͢

  52. ,JOFTJT4USFBNTͭΒ͍ͱ͜Ζ w 4 3FETIJGUʹૹΔͷʹ$POTVNFSΛ͸͞Ήඞཁ͕͋Δ w ,JOFTJT'JSFIPTF5PLZPSFHJPOΛʜʂ w ։ൃऀଆͰϩάϧʔςΟϯάΛ͢Δඞཁ͕͋Δ w ݱࡏ͸$POTVNFSଆ΍1SPEVDFSଆͰ͕Μ͹Δ

    w 4USFBNT͸ͭಛఆͷλάͷΈ ͱ͍ͬͨQVMM͕͍ͨ͠ w 71$&OEQPJOU͕ͳ͍ /"5͔QVCMJD*1͕ඞཁ  w ഒPSͰγϟʔυ૿ݮ͢Δ"1*͕ཉ͍͠ w γϟʔυ͝ͱʹૢ࡞͕ऴΘΔ·Ͱ଴ͭඞཁ͕͋Δ

  53. ࠓޙ΍Γ͍ͨ͜ͱ w ,JOFTJT4USFBNT -BNCEB Λ࢖ͬͨϩάॲཧͷ֦ॆ w *%4 8"'ϩάͷऩूɺ෼ੳ w ετϦʔϜࣗମ͕อ࣋͞Ε͍ͯΔͷͰࢼߦࡨޡ͸͠΍͘͢ͳͬͨ

    w ޿ࠂϩάҎ֎ͷ४ϦΞϧλΠϜूܭɺ෼ੳ w 4QBSL4USFBNJOHͳͲͷར༻

  54. ·ͱΊ w 'MVFOUE "NB[PO,JOFTJT4USFBNTΛத৺ͱͨ͠
 ϩάऩूɺ෼ੳج൫ͱͦͷมભʹ͍͓ͭͯ࿩͠·ͨ͠ w QVTIܕ͔ΒQVMMܕʹΑΔॲཧ΁ͱస׵ w σʔλྲྀྔʹԠͯ͡ద੾ͳΞʔΩςΫνϟΛબͼ·͠ΐ͏ w

    ,JOFTJT4USFBNTࣗମͷ؅ཧίετ͸΋ͪΖΜ૿͑Δ w ྲྀྔ͕গͳ͍؀ڥͰ͋Ε͹Φʔόʔͳߏ੒͔΋͠Εͳ͍

  55. 13

  56. 8F`SFIJSJOH

  57. IUUQTSFDSVJUDPPLQBEDPN

  58. ຖ೔ͷྉཧΛָ͠Έʹ 5IBOLZPV