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,VCFSOFUFT͕΋ͨΒ͢ ෼ࢄγεςϜͷڴҖͱͷઓ͍ Japan Container Days V18.12 4 Dec 2018 Wantedly, Inc. | Kodai Sakabe @koudaiii 1

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࿩͢͜ͱ ͢΂ͯͷϓϩμΫτΛ ,VCFSOFUFT ʹҠߦͤͨ͜͞ͱͰɺ૊৫తมԽ ΍෼ࢄγεςϜͷԸܙΛड͚·ͨ͠ɻ͔͠͠ɺ෼ࢄγεςϜʹ͓͚Δ৽ ͨͳٕज़త՝୊͕ੜ·Ε͖ͯ·ͨ͠ɻ͜ΕΒͷ໰୊ʹରͯ͠Ͳ͏ରॲ͠ ͍ͯΔ͔ɺ·ͨࠓݱࡏͲ͏ରॲ͠Α͏ͱ͍ͯ͠Δͷ͔Λ͝঺հ͠·͢ɻ 2 , V C F S O F U F T ͕ ΋ ͨ Β ͢ ෼ ࢄ γ ε ς Ϝ ͷ ڴ Җ ͱ ͷ ઓ ͍

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$3&"5& "803-%8)&3&803, %3*7&41"44*0/ 8BOUFEMZ *OD 3

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063(0"-4 8BOUFEMZ *OD % J T D P W F S $ P O O F D U & O H B H F 4 / 4 $ S F B U F B X P S M E X I F S F X P S L E S J W F T Q B T T J P O 4

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X ❤ 5 8BOUFEMZPO,VCFSOFUFT

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.JDSPTFSWJDFTPO,VCFSOFUFT P V S Q S P E V D U J T BU8B O U F E M Z * O D . J D S P T F S W J D F T / P E F T , $ P O U B J O F S T

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X X X 7 8 I Z ௅ઓͰ͖Δ͜ͱ ࣾձతΠϯύΫτΛͩͤΔ͜ͱ ϘτϧωοΫ͸ਓͰ͋Δ͜ͱ

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ΞδΣϯμ , V C F S O F U F T ͕ ΋ ͨ Β ͢ ෼ ࢄ γ ε ς Ϝ ͷ ڴ Җ ͱ ͷ ઓ ͍ ,VCFSOFUFTΛ࠷େݯ׆͔ͨ͢Ίʹ૊৫શମͰར༻͢Δ ,VCFSOFUFT͕΋ͨΒ͢૊৫ମ੍ͷมԽ γϯϓϧ͞ΛఘΊͳ͍ɻ࠷খ୯ҐͰิ͏ # F O F G J U ૿͑ଓ͚ΔϚΠΫϩαʔϏεͷڴҖ ,VCFSOFUFTࣗ਎͕෼ࢄγεςϜͰ͋Δ͜ͱͷ֮ޛ ෼ࢄίϯϐϡʔςΟϯάͷམͱ݀͠ /FUXPSL͸৴པ͠ͳ͍ 1SPEVDUJPOSFBEZ $ I B M M F O H F 8

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#FOFGJU , V C F S O F U F T Λ ࠷ େ ݯ ׆ ͔ ͨ͢ Ί ʹ ૊ ৫ શ ମ Ͱ ར ༻ ͢Δ , V C F S O F U F T ͕ ΋ͨ Β͢ ૊ ৫ ମ ੍ ͷ ม Խ γ ϯ ϓϧ ͞ Λ ఘ Ί ͳ ͍ɻ ࠷ খ ୯ Ґ Ͱ ิ ͏

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ٕज़తஅઈΛ્ࢭ͢ΔͨΊʹɺ૊৫શମͰ ,VCFSOFUFT Λ༻͍ͯɺ େ͖ͳϚγϯϦιʔεΛશһͰڠௐͯ͠ར༻͠·͢ɻϓϩμΫτΛ௒͑ ͯ૊৫શମͰར༻͢Δ͜ͱͰɺͲ͜ʹॴଐͯ͠΋ "84 ΍ ($1 Λ࢖͏ ͷͱಉ͡Α͏ʹࣗ෼ͨͪͷϦιʔεʹରͯ͠ίϯςΩετεΠον͕গ ͳ͘ར༻Ͱ͖·͢ɻ͜ͷίϯςΩετεΠον͸ɺ͋·Γେ͖ͳ໰୊Ͱ ͸ͳ͍Α͏ʹײ͡·͕͢ɺ͔͜͜Βগͣͭࠩ͠෼͕ੜ·Εɺٕज़తஅ ઈ ͷ ͖ ͬ ͔ ͚ ʹ ͳ Γ · ͢ɻ ͜ ͷ ٕ ज़ త அ ઈ Λ ્ ࢭ ͢ Δ ͨ Ί ʹ ,VCFSOFUFTઐଐͰ؅ཧ͢Δ࢓૊ΈͱνʔϜମ੍͕ඞཁʹͳΓ·͢ɻ 10 ૊৫શମͰར༻ , V C F S O F U F T Λ ࠷ େ ݯ ׆ ͔ ͢

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૊৫શମͰར༻ , V C F S O F U F T Λ ࠷ େ ݯ ׆ ͔ ͢ w શһͰҰͭͷେ͖ͳϚγϯΛѻ͏ w ίϯςΩετεΠονʹΑΔٕज़తஅઈΛ્ࢭ େ ͖ ͳ Ϛ γ ϯ Λ ڠ ௐ ͯ͠ ಈ ͔ ͢ w \1SPEVDUJPO 2" 4BOECPY^؀ڥ͝ͱʹΫϥελΛӡ༻ w ϚχϑΣετϑΝΠϧΛଞΫϥελͰͦͷ··֬ೝ ૊ ৫ શ ମ Ͱ ࢖ ͏ ͨ Ί ͷ Ϋ ϥελ ͷ ߏ ங w ,VCFSOFUFTͷ"ENJOνʔϜ w Ϋϥελʹ͓͚ΔJTTVFରԠɺϚχϡΞϧ੔උɺଞͷΤίγεςϜಋೖ , V C F S O F U F T Λ ؅ ཧ ͢Δ ࢓ ૊ Έͮ ͘Γ ͱ ମ ੍ 11

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12 "84($1 .POJUPSJOH -PBE#BMBODFS 44- "MFSUJOH $BQBDJUZ1MBOOJOH 6TJOH%BUBTFU 6TJOH%BUBTFU /FFE"ENJOSPMF 4FMGPS"VUPNBUJPO %PDVNFOU $PEF 3FMFBTF 1FSGPSNBODF5VOJOH $POUJOVPVT%FMJWFSZBOE$POUJOPVT*OUFSHSBUJPO $POpH %BUBTUPSF $BDIF )PTU "84($1 .POJUPSJOH -PBE#BMBODFS 44- "MFSUJOH $BQBDJUZ1MBOOJOH %PDVNFOU $PEF 3FMFBTF 1FSGPSNBODF5VOJOH 1BSBNFUFS5VOJOH 1BSBNFUFS5VOJOH $POUJOVPVT%FMJWFSZBOE$POUJOPVT*OUFSHSBUJPO $POpH %BUBTUPSF $BDIF )PTU 8BOUFEMZ7JTJU *OTUBODFCBTF 8BOUFEMZ1FPQMF ,VCFSOFUFTCBTF $POUFYU4XJUDI #FGPSF

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13 "84($1 .POJUPSJOH -PBE#BMBODFS 44- "MFSUJOH $BQBDJUZ1MBOOJOH %PDVNFOU $PEF 3FMFBTF 1FSGPSNBODF5VOJOH 1BSBNFUFS5VOJOH $POUJOVPVT%FMJWFSZBOE$POUJOPVT*OUFSHSBUJPO $POpH %BUBTUPSF $BDIF )PTU 6TJOH%BUBTFU "84($1 .POJUPSJOH -PBE#BMBODFS 44- "MFSUJOH $BQBDJUZ1MBOOJOH %PDVNFOU $PEF 3FMFBTF 1FSGPSNBODF5VOJOH 1BSBNFUFS5VOJOH $POUJOVPVT%FMJWFSZBOE$POUJOPVT*OUFSHSBUJPO $POpH %BUBTUPSF $BDIF )PTU 6TJOH%BUBTFU "GUFS /FFE"ENJOSPMF 4FMGPS"VUPNBUJPO 8BOUFEMZ7JTJU *OTUBODFCBTF 8BOUFEMZ1FPQMF ,VCFSOFUFTCBTF

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,VCFSOFUFT ͕΋ͨΒ͢૊৫ମ੍ͷมԽ͸ɺશମ࠷దΛߦ͏૊৫ԣஅ ϓϩδΣΫτͷඞཁੑΛײͤ͡͞ΔมԽʹͳΓ·ͨ͠ɻղܾ͍ͨ͠՝୊ ͷதʹ͸ɺଞνʔϜͰ΋ಉ͘͡ղܾ͍ͨ͠՝୊΍ɺ͋Δڞ௨σʔλΛ࣋ ͭΞϓϦέʔγϣϯʹରͯ͠աෛՙʹͯ͠͠·͏՝୊౳͋Γ·ͨ͠ɻͦ ͷΑ͏ͳ՝୊͸૊৫ԣஅͰऔΓ૊Ήඞཁ͕͋Γ·͢ɻͦ͜Ͱશମ࠷ద Λߦ͏Α͏ͳ૊৫ԣஅϓϩδΣΫτΛ ,VCFSOFUFT ͷίϛϡχςΟӡ ӦΛࢀߟʹυΩϡϝϯτԽ͍ͯ͠·͢ɻ 14 ૊৫ମ੍ͷมԽ , V C F S O F U F T ͕ ΋ ͨ Β ͢

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w ೥ʹ͘Β͍৽ϚΠΫϩαʔϏε͕ϩʔϯν w *'Λγϯϓϧʹ͢Ε͹͢Δ΄ͲɺࣗવͱҰͭͷ͜ͱʹूத͢Δ α ʔ Ϗε ͕ ੜ · Ε ΍ ͢ ͍ w ෦෼࠷దԽ͕ϝΠϯͩͬͨ΋ͷ͕ɺશମ࠷దʹ΋໨͕ߦ͘ w Ϣʔβʔ౳ͷڞ௨৘ใɺσʔλ఻ൖͷ࢓૊ΈɺػցֶशFUD ૊ ৫ ԣ அ త ͳ ։ ൃ ͕ ߦ Θ Ε Δ w ,VCFSOFUFT͸Ͳ͏΍ͬͯ։ൃ͍ͯ͠Δʁ w LVCFSOFUFTDPNNVOJUZΛΧελϚΠζ 8 P S L J O H ( S P V Q T $ P N N J U U F F T 4 * ( T 15 IUUQTHJUIVCDPNLVCFSOFUFTDPNNVOJUZUSFFEFEEDDFEBEBGFHPWFSOBODF ૊৫ମ੍ͷมԽ , V C F S O F U F T ͕ ΋ ͨ Β ͢

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8PSLJOH(SPVQT શ ମ ࠷ ద Λ ߦ ͏ ͭ ͷ ՝ ୊ Λ ղ ܾ ͢Δͨ Ί ͷ ς ϯϙ ϥ Ϧ ʔ ͷ ૊ ৫ ԣ அ ϓϩ δΣ Ϋ τɻ % F T J H O 4 Z T U F N 6 T F S T 4 F S W J D F % B U B Q J Q F M J O F F U D 16 IUUQDEOIVCTQPUOFUIVCGTPMBSLKVMZ4RVBET$IBQUFST(VJMETJOPOFQBHFHSBGqFQEG

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w ίΞόϦϡʔΛ໌֬ʹ͢Δ w ଞͷӨڹΛड͚ͳ͍Α͏ʹ͢Δ ί Ξό Ϧϡ ʔ Λ क Δ w ʮ༑ୡͷ༑ୡͷ ID Λߴ଎ʹฦ͢ʯʮ໊ࢗը૾Λ៉ྷʹ͢Δʯ౳ʹಛԽ͢Δ w ಘҙͳݴޠΛར༻͢Δ ٕ ज़ ʹ ͜ ͩ Θ Δ w νʔϜن໛֦େ͢Δ෼ɺҰਓ͋ͨΓͷҙࣝ͢Δྔͷ૿ՃΛ཈͑Δ w ଞνʔϜͷґଘؔ܎͕ڧ͍΄Ͳ೉͘͠ɺௐ੔ͱશମͷ೺ѲͰେมʹͳΔ ٯ ί ϯ ΢Σ ΠΛ ى ͜ ͠ ɺ εέ ʔϧͰ ͖ Δ ૊ ৫ ʹ ͳΔ 17 8IZ.JDSPTFSWJDFT Ϛ Π Ϋ ϩ α ʔ Ϗ ε Λ ਐ Ί Δ ཧ ༝

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,VCFSOFUFT ͷֶशίετ͸ߴ͍ͨΊɺඞཁͳ΋ͷΛݟۃΊֶͯशί ε τ Λ ্ ͛ͳ ͍ Α ͏ ʹ͠ɺ ଍ Γͳ ͍ ΋ ͷ ͸ ࠷ খ ୯ Ґ Ͱ ิ ͍ · ͢ɻ ,VCFSOFUFT ಋೖ͸ɺ৽͘͠ΠϯϑϥʹϨΠϠʔΛ௥Ճ͢Δ͜ͱͰ͋ ΓɺෳࡶʹͳΓ·͢ɻ͞Βʹɺ4QJOOBLFSͷΑ͏ͳ,VCFSOFUFTʹؔ ΘΔΤίγεςϜ͸ɺಋೖ͢Δ෼ֶ͚ͩशίετ্͕͕Γ·͢ɻղܾ͠ ͍ͨ՝୊ʹରͯ͠ద੾ͳείʔϓൣғͷπʔϧ͕ͳ͍৔߹͸ɺͦΕͩ ͚Λߦ͏πʔϧ࡞੒Λݕ౼͠·͢ɻ 18 ࠷খ୯ҐͰิ͏ γ ϯ ϓ ϧ ͞ Λ ఘ Ί ͳ ͍

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࠷খ୯ҐͰิ͏ γ ϯ ϓ ϧ ͞ Λ ఘ Ί ͳ ͍ w ࠷େͷཧ༝͸ɺݱ࣌఺ͰEFQMPZGMPX͕·ͩγϯϓϧͷͨΊ w EFWFMPQFS͔ΒΈͯLVCFDUM͸࢖͍ʹ͍ͨ͘ΊɺखΛՃ͑ͯར༻ ࿩ ୊ ʹ ͳΔ ͕ ͍ ͭ ΋ ಋ ೖ ͞ Ε ͳ ͍ 4 Q J O O B L F S w $BQJTUSBOP΍)FSPLVͷ$-*͸EFWFMPQFS޲͚ͱͯ͠Θ͔Γ΍͍͢ w LVCFDUM͸ɺPQT޲͚ͷίϚϯυ͕ଟ͗͢Δ L V C F D U M Λ গ ͠ X S B Q w 3#"$ͱ(JU)VCͷ5FBNTΛ࢖ͬͨೝՄͷ࢓૊Έ w XBOUFEMZHFONPOΛ৽نͰ࡞ͬͨ ਓ ʹ ର ͢Δ ݖ ݶ ؅ ཧ ͸ ɺ ਓ Λ ؅ ཧ ͢Δ ν ʔϜͰ ߦ ͏ ΄ ͏ ͕ γ ϯ ϓϧ 19 IUUQTTQFBLFSEFDLDPNQPUTCPHJUIVCBTBOBVUIFOUJDBUPS

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ྫHFONPO 8 F C I P P L " V U I F O U J D B U J P O ( J U ) V C ͷ 5F B N T ͸ ί ʔ ϙ Ϩ ʔ τ ʹ ͯ ؅ ཧ ͞ Εͯ ͍ Δɻ ೋ ॏ ؅ ཧ Λ ͞ ͚Δͨ Ί ʹ ( J U ) V C ͷ 5F B N T Λ ࢖ ͬͯ , V C F S O F U F T ͷ ૢ ࡞ Λ ߦ ͏ Α ͏ ʹ ͨ͠ Β ద ੾ ʹ ݖ ݶ ؅ ཧ Ͱ ͖ Δ ͷ Ͱ ͸ ʁ ͱ ͍ ͏ γ ϯϓϧ ͳ ΞΠ σΟ Ξ ͔ Β ੜ · Ε ͨ ɻ 20 IUUQTTQFBLFSEFDLDPNQPUTCPHJUIVCBTBOBVUIFOUJDBUPS

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$IBMMFOHF ૿ ͑ ଓ ͚ΔϚΠΫ ϩ α ʔ Ϗε ͷ ڴ Җ , V C F S O F U F T ࣗ ମ ͕ ෼ ࢄ γεςϜͰ͋ Δ ͜ ͱ ͷ ֮ ޛ ෼ ࢄ ί ϯ ϐϡ ʔ ςΟ ϯ άͷ མ ͱ ͠ ݀ / F U X P S L Λ ৴ པ ͠ ͳ ͍ 1 S P E V D U J P O S F B E Z

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ϚΠΫϩαʔϏεʹ͓͚ΔʮҰ؏ੑͷ͋Δج൫ͷҡ࣋ʯʮωοτϫʔΫ Τϥʔʯʮ%BUBTUPSF ϘτϧωοΫ໰୊ʯʮσʔλͷ఻ൖ 1VC4VC ϝοηʔδϯά ʯ౳ɺ৽͍͠՝୊͕ग़͖ͯ·͢ɻϚΠΫϩαʔϏεͷ ྑ͍ϓϥΫςΟεΛڞ༗͢Δ͜ͱ͸࿙Ε΍͘͢ɺҰ؏ੑ͋Δج൫Λҡ࣋ ͢Δ͜ͱ͕೉͍͠Ͱ͢ɻ·ͨ֬཰తʹى͖ΔωοτϫʔΫΤϥʔ΍ %BUBTUPSF ͕ϘτϧωοΫͰ͋ͬͨΓɺσʔλมߋͷ௨஌ΛͲ͏ड͚ औΔ͔౳ͷ৽͍͠՝୊͕ݟ͖͑ͯ·͢ɻ 22 ૿͑ଓ͚ΔϚΠΫϩαʔϏεͷڴҖ

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૿͑ଓ͚ΔϚΠΫϩαʔϏεͷڴҖ w "1. MPH ΩϟύγςΟϓϥϯχϯά &YDFQUJPO/PUJGJDBUJPO ࢮ׆؂ࢹ w DSPTTDVUUJOHBTQFDUTͳ΋ͷΛڞ௨ϥΠϒϥϦͱͯ͠֎ग़͠ w 'BVMU*TPMBUJPOରࡦ͕ൈ͚͕ͪʹͳΔ w 5IVOEFSJOH)FSE΍Χεέʔυো֐ʹͳΒͳ͍Α͏ʹରࡦ΋ඞཁɻ ' B V M U * T P M B U J P O w Ұ؏ੑ͋Δσʔλͱج൫ͷҡ࣋͸೉͍͠ w /FUXPSL %BUBTUPSF σʔλͷ఻ൖ 1VC4VCϝοηʔδϯά Ұ ؏ ੑ ͷ ೉ ͠ ͞ͱ ৽ ͨ ͳ ٕ ज़ ෼ ໺ 23 IUUQMBCTDZCP[VDPKQCMPHLB[VIPBSDIJWFTDBDIF@BOE@UIVOEFSJOH@IFSEQIQ

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,VCFSOFUFT ࣗମ͕෼ࢄγεςϜͷͨΊɺ͍Ζ͍Ζίϯϙʔωϯτ͕ ඇಉظͰॲཧ͕ߦΘΕ·͢ɻ࢖͍ํʹΑͬͯ͸େ͖͘໰୊ʹͳΔ͜ͱ΋ ͋Γ·͢ɻͦͷͨΊ ,VCFSOFUFT Λ࢝ΊΔʹ͋ͨͬͯϚωʔδυαʔ ϏεͰ؅ཧऀෆཁͩͱࢥͬͯ΋ɺ,VCFSOFUFT ઐ೚୲౰͕͍ͳ͍ͱӡ ༻͸೉͍͠Ͱ͢ɻ 24 Kubernetes ࣗମ͕෼ࢄγεςϜͰ͋Δ͜ͱͷ֮ޛ

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w QPEͷUFSNJOBUJOH࣌ʹΞΫηε͕དྷ͍ͯΔ໰୊ w TFSWJDF੾Γ཭͠ॲཧͱUFSNJOBUFॲཧ͸ඇಉظͰ͋Δ ඇ ಉ ظ Ͱ͋ Δ ͜ ͱ w WͰNBTUFSͷ࠶ىಈ࣌ʹෳ਺ͷ/PEF͕ಥવ/PU3FBEZʹͳΔ w 'JYFEWWW Ϋ ϥελ ͷ / P E F ͕ / P U 3 F B E Z ʹ ͳ Γɺ 1 P E ͕ Ұ ੪ ࠶ ى ಈ w ͜ͷଞʹHFUBEESJOGP΍DPOOFDUJPOSFGVTFE౳ w Ұ෦ͷQPEͰ͋ΔಛఆͷϦΫΤετ͕ःஅ ઐ ೚ ʹ ۙ ͍ ܗ Ͱ ௐ ࠪ ͢Δ ਓ ͕ ͍ ͳ ͍ ͱ ͳ ͔ ͳ ͔ ӡ ༻ ͯ͠ ͍ ͘ ͷ ͸ ೉ ͠ ͍ 25 Kubernetes ࣗମ͕෼ࢄγεςϜͰ͋Δ͜ͱͷ֮ޛ IUUQTHJUIVCDPNLVCFSOFUFTLVCFSOFUFTJTTVFT

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3FQMJDBUJPO$POUSPMMFSEFMFUFTQPE 1PEJTNBSLFEBT5FSNJOBUJOH ,VCFMFUPCTFSWFTUIBUDIBOHFBOETFOET4*(5&3. &OEQPJOU DPOUSPMMFS PCTFSWFT UIF DIBOHF BOE SFNPWFT UIF QPE GSPNɹ&OEQPJOUT ,VCFQSPYZPCTFSWFTUIF&OEQPJOUTDIBOHFBOEVQEBUFTJQUBCMFT 1PESFDFJWFT4*(,*--BGUFSHSBDFQFSJPE ͱ͸ฒྻ࣮ߦɻOHJOYͳͲͰ4*(5&3.Ͱࡴͯ͠Δ࠷தʹ৽نSFRVFTU͕ དྷΔ͜ͱ͕͋Γɺͦͷࡍʹ&-#·ͨ͸($-#͕ΤϥʔΛฦͯ͠͠·͏ɻ 26 Pod ͷ Terminate ͱ Service ੾Γ཭͠ͷඇಉظ IUUQTHJUIVCDPNLVCFSOFUFTDPOUSJCJTTVFTJTTVFDPNNFOU

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27 Pod ͷ Terminate ͱ Service ੾Γ཭͠ͷඇಉظ IUUQTHJUIVCDPNLVCFSOFUFTJOHSFTTOHJOYJTTVFTJTTVFDPNNFOU MJGFDZDMF QSF4UPQ FYFD DPNNBOE1SF4UPQΛॆ෼௕ͯ͘͠4FSWJDF͔Β੾Γ཭͞ΕΔͷΛ଴ͭ ·ͨ͸%PDLFSpMFʹ45014*(/"-ΛࢦఆɻOHJOY͸A4*(26*5A͕HSBDFGVMTIVUEPXO 1PE5FSNJOBUF UJNF 1SFTUPQIPPL 1SFTUPQ 4*(5&3.IPPL 4*(5&3. 4*(,*-- UFSNJOBUJPO(SBDF1FSJPE4FDPOET DPOOFDUJPOT SFRVFTUT

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w αʔϏεؒͷσόοάʹ෼ࢄτϨʔγϯάͱߏ଄తͳϩάऔಘ w ৴པੑΛ্͛ΔϥΠϒϥϦɾϛυϧ΢ΣΞΛ࢖ͬͯ#J[MPHJDʹूத % F C V H H B C J M J U Z B O E 4 J N Q M J D J U Z w ωοτϫʔΫՄࢹԽ w 'BVMU5PMFSBOUʹ͢ΔͨΊͷ3FUSZͱ5JNFPVUͱ$JSDVJU#SFBLFS 0 C T F S W B C J M J U Z B O E ' B V M U 5P M F S B O U w ίΞόϦϡʔͷґଘؔ܎Λ஌Δ w SFRVFTUJE͔ΒྲྀΕΛ஌Δ % J T U S J C V U F E 5S B D J O H B O E 4 F S W J D F N B Q 29 ωοτϫʔΫΛ৴པ͠ͳ͍ ෼ ࢄ ί ϯ ϐ ϡ ʔ ς Ο ϯ ά ͷ མ ͱ ͠ ݀ IUUQTXXXTMJEFTIBSFOFUQDBMDBEPEFCVHHJOHNJDSPTFSWJDFT

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 5IFSFJTPOFBENJOJTUSBUPS؅ཧऀ͸ਓͰ͋Δɻ 5SBOTQPSUDPTUJT[FSPτϥϯεϙʔτίετ͸θϩͰ͋Δɻ
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/FYU(FOFSBUJPOPG.JDSPTFSWJDFT 31 #60:"/5 MJOLFSE։ൃ ͷ$50͕͞ΒʹਐΜͩ.JDSPTFSWJDFTͱͯ͠4FSWJDF.FTIΛఏএ #J[MPHJD "MFSUJOH 31$$PEF 3FUSZ -JCSBSZ 1MBUGPSN %FWFMPQNFOU $MJFOUTJEF4FSWJDF%JTDPWFSZ 5FMFNFUSZ 3BUFMJNJU "VUIPSJ[BUJPO %JTUSJCVUFETUBUF $JSDVJU#SFBLFS #J[MPHJD "MFSUJOH 31$$PEF 3FUSZ $MJFOUTJEF4FSWJDF%JTDPWFSZ 5FMFNFUSZ 3BUFMJNJU "VUIPSJ[BUJPO %JTUSJCVUFETUBUF $JSDVJU#SFBLFS #J[MPHJD "MFSUJOH 31$$PEF 3FUSZ $MJFOUTJEF4FSWJDF%JTDPWFSZ 5FMFNFUSZ 3BUFMJNJU "VUIPSJ[BUJPO %JTUSJCVUFETUBUF $JSDVJU#SFBLFS "QQMJDBUJPO4UBDL 6TJOH-JCSBSZ 6TJOH-JCSBSZBOE4JEFDBSQSPYZ ৴པੑͷͨΊʹ௥Ճͨ͠ίʔυ ந৅Խͯ͠ϥΠϒϥϦΛڞ༗ TJEFDBSQSPYZ IUUQQIJMDBMDBEPDPNQBUUFSO@TFSWJDF@NFTIIUNM

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/FYU(FOFSBUJPOPG.JDSPTFSWJDFT 32 IUUQQIJMDBMDBEPDPNQBUUFSO@TFSWJDF@NFTIIUNM

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8F$IBUNJDSPTFSWJDFT 0 W F S M P B E D P O U S P M G P S T D B M J O H ʮ ֤ α ʔ ϏελεΫ ͷ σ ϑΥϧ τ ͷ λ ΠϜ Ξ ΢ τ ͕ N T Ͱ͋ Δ ৔ ߹ ɺ α ʔ ό ʔ ͷ ա ෛ ՙ Λ ࣔ ͢ ฏ ۉ S F R V F T U R V F V J O H ͷ ͠ ͖ ͍ ஋ Λ N T ʹ ઃ ఆ ʯ ͜ ͷ Α ͏ ͳ ܦ ݧ త ͳ ߏ ੒ Λ % " ( 0 3 ͱ ͍ ͏ π ʔϧ Λ ࡞ ੒ ͠ ɺ ཈ ੍ ͯ͠ ͍ Δɻ 33 IUUQTXXXDTDPMVNCJBFEVdSVJHVQBQFSTTPDDpOBMQEG

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%JTUSJCVUFE5SBDJOH Ϧ Ϋ Τ ε τ ͷ ྲྀ Ε Λ ஌ Δ 0 Q F O $ F O T V T Λ ࢖ ͬͯ ς Ϩϝ τ Ϧ ʔ ૹ ৴ ɻ 0 Q F O $ F O T V T ͸ ֦ ு ੑ ͷ ͋ Δ ౷ ߹ త ͳΠ ϯλ ʔϑΣ ʔε Λ ఏ ڙ ͢Δϑ Ϩ ʔϜϫ ʔ Ϋɻ ( P P H M F ͷ D F O T V T M J C S B S Z ͷ 0 4 4 ൛ Ͱ͋ Γɺ ݴ ޠ ͱ ϕϯμʔ ͷ ࣗ ༝ ͞ Λ ҡ ࣋ ͯ͠ ͍ Δɻ 34 IUUQTXXXEBUBEPHIRDPNBQN

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5JNFMJOFTBU4DBMF ೥ 2 $ 0 / 4 B O ' S B O D J T D P ෼ ࢄ τ Ϩ ʔ γ ϯάͷ ࢓ ૊ Έ ͱ ϚΠΫ ϩ α ʔ Ϗε Խ ʹ ͭ ͍ ͯɺ 5X J U U F S ࣾ ͔ Β ೥ ʹ 2 $ 0 / 4 ' ʹ ͯ ొ ஃ ɻ ͦ ͷ ޙ ɺ ೥ ʹ ϚΠ Ϋ ϩ α ʔ Ϗε ʹ ͓ ͚Δ ςε τ ͷ ֬ ཱ ͳͲΛ ൃ ද ɻ 35 IUUQTXXXTMJEFTIBSFOFUNBSJBOPSBGpLSJLPSJBOUXJUUFSUJNFMJOFTBUTDBMF

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৽͘͠ΤίγεςϜΛಋೖ͢ΔࡍʹɺԾઆݕূͱϦʔϯͰߦ͍·͕͢ɺ ΫϥελશମʹӨڹΛٴ΅͢ϦεΫΛߟ͑ͳ͕Βಋೖ·Ͱߦ͏ඞཁ͕ ͋Γ·͢ɻಋೖͰҰ൪ωοΫʹͳΔͷ͸ 1FSGPSNBODF JTTVF Ͱ͢ɻ 1FSGPSNBODFJTTVF͸ݕূ࣌ʹͳ͔ͳ͔࠶ݱͰ͖ͳ͍ͷͱɺ࣮ࡍͷຊ ൪؀ڥʹಋೖͯ͠Έͳ͍ͱΘ͔Βͳ͍͜ͱ͕͋ΔͨΊͰ͢ɻΫϥελނ ʹɺશମʹӨڹ༩͑ΔϦεΫ͸͸ආ͚ͳ͚Ε͹ͳΓ·ͤΜɻ 36 1SPEVDUJPOSFBEZ ߈ Ί ͷ Π ϯ ϑ ϥ

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1SPEVDUJPOSFBEZ ߈ Ί ͷ Π ϯ ϑ ϥ w ՝୊ղܾ͢Δػೳ͕͋ͬͨͱͯ͠΋ɺࢥ૝ͱҧ͏ͷͰ͋Ε͹ར༻͠ͳ͍ w ϩʔυϚοϓΛ஌Δ % F T J H O % P D V N F O U Λ ಡ Έ ࠐ Ήͱ ϩ ʔ υ Ϛ ο ϓ w খ࢝͘͞Ίͯɺ࠷୹ڑ཭ͰԾઆݕূ͢Δ w 1SPEVDUJPOSFBEZͷͨΊͷ$IFDLMJTU ͱ ʹ ͔ ͘ খ ͞ ͘ ࢝ Ί Δɻ ૣ ͢ ͗Δ ࠷ ద Խ ͸ ة ݥ ɻ ΰʔϧ Λ ܾ Ί Δ w νʔϜશһͰ֤ʑ෼໺ͰҰؾʹऔΓֻ͔Γɺ࠷ޙʹ·ͱΊͯൃද͢Δ w LVCFGMPX౳͙͢ʹ.-UFBNͰ࢖ΘΕͨ $ B U D I V Q E B Z 37 IUUQTMBOEJOHHPPHMFDPNTSFTSFCPPLDIBQUFSTMBVODIDIFDLMJTU

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4VNNBSZ 38 ,VCFSOFUFTΛ࠷େݯ׆͔ͨ͢Ίʹ૊৫શମͰར༻͢Δ ,VCFSOFUFT͕΋ͨΒ͢૊৫ମ੍ͷมԽ γϯϓϧ͞ΛఘΊͳ͍ɻ࠷খ୯ҐͰิ͏ # F O F G J U ૿͑ଓ͚ΔϚΠΫϩαʔϏεͷڴҖ ,VCFSOFUFTࣗମ͕෼ࢄγεςϜͰ͋Δ͜ͱͷ֮ޛ ෼ࢄίϯϐϡʔςΟϯάͷམͱ݀͠ /FUXPSLΛ৴པ͠ͳ͍ 1SPEVDUJPOSFBEZ $ I B M M F O H F , V C F S O F U F T ͕ ΋ ͨ Β ͢ ෼ ࢄ γ ε ς Ϝ ͷ ڴ Җ ͱ ͷ ઓ ͍

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࿩͢͜ͱ ͢΂ͯͷϓϩμΫτΛ ,VCFSOFUFT ʹҠߦͤͨ͜͞ͱͰɺ૊৫తมԽ ΍෼ࢄγεςϜͷԸܙΛड͚·ͨ͠ɻ͔͠͠ɺ෼ࢄγεςϜʹ͓͚Δ৽ ͨͳٕज़త՝୊͕ੜ·Ε͖ͯ·ͨ͠ɻ͜ΕΒͷ໰୊ʹରͯ͠Ͳ͏ରॲ͠ ͍ͯΔ͔ɺ·ͨࠓݱࡏͲ͏ରॲ͠Α͏ͱ͍ͯ͠Δͷ͔Λ͝঺հ͠·͢ɻ 39 , V C F S O F U F T ͕ ΋ ͨ Β ͢ ෼ ࢄ γ ε ς Ϝ ͷ ڴ Җ ͱ ͷ ઓ ͍

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X X X 40 8 I Z ௅ઓͰ͖Δ͜ͱ ࣾձతΠϯύΫτΛͩͤΔ͜ͱ ϘτϧωοΫ͸ਓͰ͋Δ͜ͱ

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