CloudFormationの理想と現実〜冷静にCloudFormationを考える/20210722-jawsug-cli-cloudformation

by opelab

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ӡ༻ઃܭϥϘ߹ಉձࣾ Operation Lab ӡ༻ઃܭϥϘ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮ 1 γχΞΞʔΩςΫτ೾ా໺༟Ұ ʙྫྷ੩ʹ$MPVE'PSNBUJPOߟ͑Δ +"846($-*ઐ໳ࢧ෦3

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Operation Lab ӡ༻ઃܭϥϘ ໔੹ࣄ߲ 2 • ຊൃදͷ಺༰͸ɺൃදऀݸਓͷݟղͰ͋Γɺ+"846($-*ઐ໳ࢧ෦͓Αͼ ӡ༻ઃܭϥϘͰͷ࣮ફྫΛத৺ʹ঺հ͍ͯ͠·͢ɻ • ݱࡏ΋ɺࢼߦࡨޡͷ్தͰ͋Γɺࠓޙ಺༰͕վగ͞ΕΔՄೳੑ͕͋Γ·͢ɻ

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Operation Lab ӡ༻ઃܭϥϘ $MPVE'PSNBUJPOͷ֓ཁ 3 • "84ΠϯϑϥετϥΫνϟͷߏ੒؅ཧπʔϧ • +40/͔:".-Ͱهड़͢Δ ίϝϯτͰ͖Δ:".-͕ओྲྀ • "84ΛҰҙʹ؅ཧ͢ΔͨΊͷɺ্ڃऀ޲͚ج൫αʔϏε • ෳ਺ͷςϯϓϨʔτϑΝΠϧΛར༻ͨ͠ଟஈߏ੒͕Մೳ νΣʔϯ࣮ߦ • େྔͷςϯϓϨʔτ͕"84͔Βఏڙ͞Ε͍ͯΔɻ "84͕ఏڙ͢ΔެࣜMB$ *OGSBTUSVDUVSFBT$PEF πʔϧ $'Oͱུͯ͠දݱ͞ΕΔ͜ͱ΋ଟ͍

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Operation Lab ӡ༻ઃܭϥϘ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮ 4

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Operation Lab ӡ༻ઃܭϥϘ • શͯͷ"84ϦιʔεΛςΩετϑΝΠϧͰߏ੒؅ཧ • શͯͷϦϦʔεΛ$'OͷελοΫ࡞੒΍ߋ৽Ͱ࣮ࢪ • ʮ෮چʯΑΓ΋ʮ࡞Γ௚͠ʯʹΑΔαʔϏε࠶։ $MPVE'PSNBUJPOͷಛ௃ͱཧ૝ 5 • ςΩετϑΝΠϧ :".-+40/ ʹΑΔߏ੒؅ཧ όʔδϣϯ؅ཧՄೳ • ୭͕ݟͯ΋ಉ͡ߏ੒ ٬؍Խ • શ͘ಉҰߏ੒ͷ"84ϦιʔεΛ࡞੒Մೳ ࠶ݱੑ ಛ௃ ཧ૝ ྫ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮

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Operation Lab ӡ༻ઃܭϥϘ ೾ా໺ͷ$MPVE'PSNBUJPOͷҹ৅ 6 ͷ+"846($-*Ҏདྷͷҹ৅ $'OʹݶΒͣɺ*B$શൠʹײ͍ͯ͡Δ͜ͱ ҰݴͰݴ͏ͱʮΠϝʔδ΄Ͳָʹ͸ͳΒͳ͍ʯ $'Oྑͦ͞͏ͳΜ͚ͩͲ ίϨδϟφΠײ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮

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Operation Lab ӡ༻ઃܭϥϘ • શͯͷ"84ϦιʔεΛςΩετϑΝΠϧͰߏ੒؅ཧ • શͯͷϦϦʔεΛ$'OͷελοΫ࡞੒΍ߋ৽Ͱ࣮ࢪ • ʮ෮چʯΑΓ΋ʮ࡞Γ௚͠ʯʹΑΔαʔϏε࠶։ ೾ా໺ͷ$MPVE'PSNBUJPOͷҹ৅ 7 ཧ૝ ྫ $'Oྑͦ͞͏ͳΜ͚ͩͲ ίϨδϟφΠײ ͷ+"846($-*Ҏདྷͷҹ৅ ͜ͷͭ͸௕ظతͳࢹ఺Ͱ͸ ࣦഊ͢ΔՄೳੑͷํ͕ߴ͍ $'O͡Όͳͯ͘΋Ͱ͖Δ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮

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Operation Lab ӡ༻ઃܭϥϘ ݱ࣮*B$ք۾ΛΑ͘ݟΔͱ ೥౰࣌ʙ 8 ಋೖऀ ʮ*B$ΠΠωʯ ϊϦϊϦͳਓͷ͸ίονͷਓ ʮ*B$ΠΠωʯ ͱɺݴ͍ͬͯΔਓΛݟͨ͜ͱ͕ͳ͍ Ҿܧ୲౰ऀ ଞਓ͔ΒҾ͖ܧ͍ͩ$IFGϨγϐΛࣺͯͯɺ ࣗΒʮ"OTJCMFͷಋೖऀʯʹΫϥενΣϯδͨ͠ࣄྫ͸ ෳ਺؍ଌ *B$ͷҾ͖ܧ্͕͗ख͍͍ͬͯ͘Δ࿩Λݱ৔Ͱฉ͍ͨ͜ͱ͕ͳ͍ɻ ਺ेສߦͷςϯϓϨʔτͷอकɾҾ͖ܧ͗ʹۤ͠ΜͰ͍Δ࿩͸͍͔ͭ͘ฉ͖·ͨ͠ɻ TTNKQͰͷൃදࢿྉΑΓ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮

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Operation Lab ӡ༻ઃܭϥϘ ٙ໰*B$͸Ҿ͖ܧ͗Մೳͳͷ͔ 9 *B$Λଞਓ͔ΒҾ͖ܧ͙ͳΒ ͨͿΜୀ৬ͨ͘͠ͳΔ ҰݴͰݴ͏ͱʮ*B$ͷҾ͖ܧ͗͸ී௨ͷࣗಈԽͷҾ͖ܧ͗ΑΓ΋஍ࠈʯ ୯७ͳςϯϓϨʔτ͔͠ͳ͍৔߹Λআ͘ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮

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Operation Lab ӡ༻ઃܭϥϘ ຊ೔ͷ͓୊ 10 ʮଞਓ͔ΒҾ͖ܧ͍͚ͩͲɺ*B$πʔϧɺΠΠωʯ ͱɺݴ͍ͬͯΔਓΛ୳͍ͯ͠·͢ɻʲΏΔืʳ Ҿܧ୲౰ऀ ೥ͪΐͬͱܦͪ·͕͢ɺ·ͩ݅΋ͳ͠ ͜ͷ࿩ࣗମ͸ਓҎ্ʹ͍ͯ͠·͢ɻ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮ ߋ৽খن໛γεςϜͰ࢖ͬͯྑ͔ͬͨͱ͍͏࿩͸݅ɻதن໛Ҏ্Ͱ͸·ͩθϩ݅ɻ

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Operation Lab ӡ༻ઃܭϥϘ ؒ઀తʹ ฉ͍ͨ།ҰͷҾ͖ܧ͗੒ޭࣄྫ 11 Ҿܧ୲౰ऀ ͭ·Γ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮ ʮ$MPVE'PSNBUJPOςϯϓϨʔτʯʹ΋ υΩϡϝϯτ͸ඞཁ ೲ඼෺ͷҰ෦Ͱʮ$MPVE'PSNBUJPOςϯϓϨʔτʯ Λར༻͓ͯ͠Γɺ ద੾ͳυΩϡϝϯτ͕Ұॹʹೲ඼͞Εͨέʔε ௒େखاۀͰ

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Operation Lab ӡ༻ઃܭϥϘ ͋ͱ͸ɺҾ͖ܧ͗ࣗମ͕ෆཁͳ৔߹ 12 TTNKQͰͷൃදࢿྉΑΓ ख़࿅ νʔϜ શһ͕೔ৗతʹએݴܕσϓϩΠπʔϧΛར༻͍ͯ͠Δɻ શһ͕΄΅શͯͷςϯϓϨʔτΛ೺Ѳ͍ͯ͠Δɻ ଞͷϝϯόʔͷ޷Έ΍Ϋη΋೺Ѳ͍ͯ͠Δ ʮએݴܕσϓϩΠπʔϧʯʹ΋ υΩϡϝϯτ͸ඞཁ Ͱ΋ ϝϯόʔͷҟಈ͕΄ͱΜͲͳ͍ख़࿅νʔϜ ҟಈ͕ແ͍͜ͱલఏ͸ɺҟಈൃੜͱͱ΋ʹ่յ͠΍͍͢ ͜ͷ࿩ͯ͘͠Εͨਓ͕ʹ"ࣾ΁స৬ ʹɺ͜ͷ࿩Λͨ͠Β $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮ ͦͷޙͲ͏ͳ͔ͬͨฉ͚͍ͯͳ͍

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Operation Lab ӡ༻ઃܭϥϘ • શͯͷ"84ϦιʔεΛςΩετϑΝΠϧͰߏ੒؅ཧ • શͯͷϦϦʔεΛ$'OͷελοΫ࡞੒΍ߋ৽Ͱ࣮ࢪ • ʮ෮چʯΑΓ΋ʮ࡞Γ௚͠ʯʹΑΔαʔϏε࠶։ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮ 13 ཧ૝ ྫ Ҿ͖ܧ্͕͗ख͍͍ͬͯ͘Δ࿩Λݱ৔Ͱฉ͍ͨ͜ͱ͕ͳ͍ɻ ݱ࣮ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮

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Operation Lab ӡ༻ઃܭϥϘ ͱ͸ݴ͏΋ͷͷ 14 "84ʹ͓͚Δ$'Oͷར༻͸૿͍͑ͯΔ ࢖͍Ͳ͜ΖΛؒҧ͑ͳ͚Ε͹ศརͳͷ͸͔ͨ͠ దࡐదॴ $MPVE'PSNBUJPOͷཧ૝ͱݱ࣮

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Operation Lab ӡ༻ઃܭϥϘ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃ 15

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Operation Lab ӡ༻ઃܭϥϘ ಛ௃ֶशίετ͕ߴ͍ 16 ֊ "84"1*ͷ஌ࣝ "84$-*4%, $MPVE'PSNBUJPOಠࣗͷ஌ࣝ ֊ "84$%,ಠࣗͷ஌ࣝ ֊ $'Oͷલఏͱͯ͠ɺ"84"1*ͷ஌ࣝ͸ඞਢɻ ߋʹ$%,ͷલఏͱͯ͠ɺ$'Oͷ஌ࣝ͸ඞਢɻ $%,ͷ৔߹͸֊ݐͯͷ஌ࣝɺ$'Oͷ৔߹Ͱ΋֊ݐͯͷ஌͕ࣝඞཁ ֶֻ͚ͨशίετΛճऩͰ͖Δ͔ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃

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Operation Lab ӡ༻ઃܭϥϘ ࢀߟ$'Oͷֶशίετ 17 $'OελοΫʹมߋΛՃ͑ͨͱ͖ͷϦιʔεͷڍಈ͕ɺ ʮ࡟আ࡞੒ʯͳͷ͔ʮߋ৽ʯͳͷ͔͸ϦιʔεʹΑͬͯҟͳΔ ͖ͪΜͱ೺Ѳ͍ͯ͠ͳ͍ͱ ελοΫ୯ҐͰͷେࣄނʹͭͳ͕Δ ϦϑΝϨϯεΛͪΌΜͱಡΜͰݸผʹ೺Ѳݕূ͢Δඞཁ͕͋Δ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃ 3FGͷ໭Γ஋΋ϦιʔεʹΑͬͯҟͳΔ

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Operation Lab ӡ༻ઃܭϥϘ ಛ௃ར༻Մೳൣғ͕ڱ͍ ৽͍͠ػೳʹऑ͍ 18 $'OͷରԠ͸ɺ"84"1*ͷϦϦʔε͔Βֻ͕͔࣌ؒΔɻ ରԠ͍ͯ͠ͳ͍αʔϏε΍ػೳ΋݁ߏ͋Δ վળ͸͞Ε͖ͯͨ ރΕͨػೳʹ͸ద͍ͯ͠Δ͕ɺ࠷৽ػೳʹ͸ରԠͰ͖ͳ͍ "84"1* $'OͷରԠൣғ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃

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Operation Lab ӡ༻ઃܭϥϘ ಛ௃มԽʹऑ͍ *B$ͷಛ௃ 19 *B$͸ɺຊདྷૄ݁߹ͳΫϥ΢υϦιʔεΛ ີ݁߹ ϞϊϦγοΫ ʹ͢Δ͜ͱͰ࠶ݱੑΛߴΊΔ΋ͷ ೾ా໺ͷཧղ *B$͸ຊ࣭తʹมԽʹऑ͍ • ϋʔυίʔσΟϯάͰ͋Δ΄Ͳ࠶ݱੑ͕ߴ͍ • ʮߗ௚Խʯͷ౓߹͍ͱʮ࠶ݱੑʯ͸ൺྫ͢Δɻ ʮมԽ΁ͷରԠʯͱʮ࠶ݱੑ ߗ௚౓ ʯ͸എ൓͢Δ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃

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Operation Lab ӡ༻ઃܭϥϘ ࢀߟʮ࠶ݱੑʯҎ֎Λ௥ͬͯ͸͍͚ͳ͍ 20 • σϓϩΠπʔϧͰΰϦΰϦࣗಈԽͯ͠΍Δͥ • ͜ͷπʔϧͰͲΜͳσϓϩΠͰ΋Ͱ͖ΔΑ͏ʹ͢Δͥ ࠶ݱੑ ൚༻ੑ ʙ೥ޙ ϝϯςͰ͖ͳ͍ඪ४πʔϧɺ޻਺ׂ͔͚ͨʹ൚༻ੑ΋ΠϚΠνɺ ৽نҊ݅Ͱ࢖͏ͷʹͳʹ͔ͱख͕͔͔ؒΔίϨδϟφΠײ σϓϩΠπʔϧ͋Δ͋Δ ݸਓతܦݧ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃

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Operation Lab ӡ༻ઃܭϥϘ ࢀߟ൚༻ੑɺෆ౎߹ͳਅ࣮ 21 • ਅ࣮ൣғ͕ෆ໌ͳʮ൚༻ੑʯ͸ະఆٛͱಉٛ • ແݶͳ൚༻ੑ͸ଘࡏ͠ͳ͍ • ʮมԽʹ߹Θͤͯ൚༻ੑΛม͑Δʯ࿦ཧతʹ͢Ͱʹ͓͔͍͠ • ਅ࣮ʮ൚༻ੑͷఆٛʯ͸͏·͍͔͘ͳ͍ • ʮ൚༻ੑʯͷج४͕Կͳͷ͔ΛܾΊΔ͜ͱ͕ࠔ೉ɻ ओ؍ʹґଘ • ج४͕ෆ໌֬Ͱ͋Ε͹ʮ൚༻ੑʯͷൣғΛఆٛ͢Δ͜ͱ΋ࠔ೉ • ਅ࣮ʮ൚༻ੑͷ֬อʯ͸͏·͍͔͘ͳ͍ • ʮ൚༻తͳखॱʯͰߏங࡞ۀ΍ӡ༻࡞ۀ͕͏·͘ߦ͘͜ͱ͸ك • ͪΐͬͱͨ͠ݸผࣄ৘Λٵऩ͢Δ͜ͱ͑͞΋ࠔ೉ʹ ଟ͘ͷ৔߹ɺ൚༻ੑ͸ݬ • ਅ࣮൚༻ੑΛࣺͯΔͱ࠶ݱੑ͕ߴ͘ͳΔ • ߟྀ͢΂͖ࣄ߲͕େ෯ʹݮΔͨΊɺ࠶ݱੑ֬อʹ஫ྗ͠΍͘͢ͳΔɻ • ࠶ݱੑ͕ٻΊΒΕΔର৅΍ൣғ΋ݶఆͰ͖ΔͨΊɺҡ࣋͠΍͘͢ͳΔɻ • ਅ࣮ଟػೳΛ͖͋ΒΊΔͱ࠶ݱੑ͕ߴ͘ͳΔ • ੍ޚߏจͳͲ͕ݮΔͨΊɺόά΍ޡಈ࡞ͷՄೳੑ͕͔ͳΓ௿͘ͳΔɻ • Մಡੑ΋ߴ͘ͳΔͷͰɺ࢓༷΍ڍಈͷ೺Ѳ΍Ҡ২͕͠΍͘͢ͳΔɻ • ਅ࣮มߋ΍ߋ৽Λ΍Βͳ͍ͱ࠶ݱੑ͕ߴ͘ͳΔ • ࠶ݱੑͷେ͖ͳ્֐ཁҼͱͳΔมߋ΍มԽΛഉআ͢Δͱ࠶ݱੑ͸ߴ·Δɻ • มߋΛੵΈॏͶΔΑΓɺ౎౓࡞੒࢖͍ࣺͯͷํ͕࠶ݱੑΛҡ࣋͠΍͢ ͍ɻ Կ͔ΛࣺͯΔ͜ͱͰੜ·ΕΔ΋ͷ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃

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Operation Lab ӡ༻ઃܭϥϘ ࢀߟ൚༻ੑͱύϥϝʔλ 22 ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃ ʮ൚༻ੑΛߴΊΔͨΊʹύϥϝʔλΛଟ༻͢Δʯ ࠶ݱੑ͕Լ͕ΔҰํͰߗ௚తͰ͸͋ΔͷͰɺ$'OͷϝϦοτ୆ແ͠ʹ ύϥϝʔλଟ༻͢Δ$'OΑΓ΋ɺ"84$-*Λී௨ʹ࢖͏ํ͕શͯͷ໘ͰউΔ ࠶ݱੑɺॊೈੑɺֶशίετ ͋Γ͕ͪͳΞϯνύλʔϯ

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ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃ ·ͱΊ ֶशίετ͕ߴ͍ ར༻Մೳൣғ͕ڱ͍ ৽͍͠ػೳʹऑ͍ มԽʹऑ͍ 23 Operation Lab ӡ༻ઃܭϥϘ ֶशίετʹݟ߹͏ൣғͰɺ$'Oͱ૬ੑ͕ྑ͍ͱ͜ΖͰ࢖͏΂͖ • શͯͷ"84ϦιʔεΛςΩετϑΝΠϧͰߏ੒؅ཧ • શͯͷϦϦʔεΛ$'OͷελοΫ࡞੒΍ߋ৽Ͱ࣮ࢪ • ʮ෮چʯΑΓ΋ʮ࡞Γ௚͠ʯʹΑΔαʔϏε࠶։ ཧ૝ ྫ Ҿ͖ܧ͗ࠔ೉ͷݪҼͷҰͭ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃

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Operation Lab ӡ༻ઃܭϥϘ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOͷ࢖͍Ͳ͜Ζ 24 ৽͍͠"84αʔϏε ރΕͨ"84αʔϏε มԽ͕ ܹ͍͠ มԽ͕ গͳ͍ มԽ͕ܹ͍͠ ރΕͨ"84αʔϏε มԽ͕গͳ͍ ৽͍͠"84αʔϏε ෆಘҙͳྖҬ ಘҙͳྖҬ มԽ͕ܹ͍͠ ৽͍͠"84αʔϏε มԽ͕গͳ͍ ރΕͨ"84αʔϏε $'Oͱ૬ੑ͕ྑ͍ ֊ݐֶͯशίετΛڐ༰Մೳͳ৔߹ $'Oͱ૬ੑ͕ ඇৗʹѱ͍ $'Oͱ૬ੑ͸ ྑ͘ͳ͍ $'Oͱ૬ੑ͸ ྑ͘ͳ͍ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃ Ϗδωεɾ؀ڥͳͲͷ

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ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOͷϢʔεέʔε ߗ௚Խ ࠶ݱੑ ͕ظ଴͞ΕΔϢʔεέʔε มԽ͕ى͖ʹ͍͘Ϣʔεέʔε Ұׅ࡟আ͍ͨ͠Ϣʔεέʔε 25 Operation Lab ӡ༻ઃܭϥϘ ֶशίετʹݟ߹͏ൣғͰɺ$'Oͱ૬ੑ͕ྑ͍ͱ͜ΖͰ࢖͏΂͖ • มߋͷແ͍γεςϜ • ഑෍͍ͨ͠৔߹ ੡඼ͷݕূ؀ڥ΍ϋϯζΦϯ؀ڥͷ഑෍ • ؀ڥར༻ޙʹҰׅ࡟আ͍ͨ͠৔߹ ಉ্ Ϣʔεέʔε ྫ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃

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Operation Lab ӡ༻ઃܭϥϘ ࢀߟҰׅ࡟আ͍ͨ͠Ϣʔεέʔε 26 $'OͰ࡞੒ͨ͠ϦιʔεʹมߋΛՃ͑ͨΓɺଞͷϦιʔεΛΞλον͢Δͱ ελοΫ࡟আʹࣦഊ͢Δ͜ͱ͕Α͋͘Δ CFnͱʮมԽʯ΍ʮมߋʯ͸ͱͯ΋૬ੑ͕ѱ͍ νΣϯδηοτͰ্ख͘΍ΕΔΑ͏ʹֶशݕূ͢Δ֮ޛ͕͋Δ͔ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃

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Operation Lab ӡ༻ઃܭϥϘ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOͷϝϦοτ 27 • ϝϦοτ࠶ݱੑ͕ߴ͍ • Ұ౓ಈ࡞֬ೝͰ͖ͨςϯϓϨʔτ͸܁Γฦ͠࢖͑Δ • ϝϦοτૢ࡞͕γϯϓϧʹͳΔ Ҡ؅Մೳ • σϓϩΠϘλϯίϚϯυҰൃͰߏஙͰ͖Δɻ • ϝϦοτ࠶ར༻ੑ͕ߴ͍ ഑෍Մೳ • ࡞੒ͨ͠ςϯϓϨʔτΛ഑෍͢Δ͜ͱͰɺଞऀ͕ར༻Ͱ͖Δɻ େࣄͳ͜ͱ͸ "84Λ࢖͍͍ͨͷ͔ɺ$'OΛ࢖͍͍ͨͷ͔ ྫྷ੩ʹݟΔ$MPVE'PSNBUJPOͷಛ௃ ຊ࣭త͔ͭ࠷େͷϝϦοτ

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Operation Lab ӡ༻ઃܭϥϘ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOςϯϓϨʔτͷ࡞Γํ 28

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Operation Lab ӡ༻ઃܭϥϘ ओுҾ͖ܧ͛ͳ͍ʮӡ༻ࣗಈԽʯ͸ૉਓ࢓ࣄ 29 ͦͷࣗಈԽ Ҿ͖ܧ͛·͔͢ ݴ͏ͯ͸ԿͰ͚͢Ͳ ࣗಈԽ͚ͩͳΒ ͔͚࣌ؒΕ͹ ୭Ͱ΋Ͱ͖Δ ʮӡ༻ࣗಈԽɺෆ౎߹ͳਅ࣮ʯ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOςϯϓϨʔτͷ࡞Γํ

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Operation Lab ӡ༻ઃܭϥϘ ओுҾ͖ܧ͛ͳ͍ʮ$'OςϯϓϨʔτʯ͸ૉਓ࢓ࣄ 30 ͦͷ$'OςϯϓϨʔτ Ҿ͖ܧ͛·͔͢ ݴ͏ͯ͸ԿͰ͚͢Ͳ ςϯϓϨʔτԽ͚ͩͳΒ ͔͚࣌ؒΕ͹ ୭Ͱ΋Ͱ͖Δ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOςϯϓϨʔτͷ࡞Γํ

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Operation Lab ӡ༻ઃܭϥϘ $MPVE'PSNBUJPO΋υΩϡϝϯτඞཁ 31 ʮ$MPVE'PSNBUJPOʯʹ΋υΩϡϝϯτ͸ඞཁ ճආ͢Δʹ͸ Ҿܧ୲౰ऀ ࣮૷ऀ ʮ$MPVE'PSNBUJPOςϯϓϨʔτελοΫʯͷҾ͖ܧ͗͸ ͔ͳΓͷ֬཰Ͱࣦഊ͍ͯ͠ΔͷͰ͸ ʮςϯϓϨʔτ΍ελοΫ͕͋Ε͹0,ʯͰ͸ͳ͍ݱ࣮ Ҿ͖ܧ͛ͳ͍ʮ$'OςϯϓϨʔτʯ͸ૉਓ࢓ࣄ ϓϩͷ࢓ࣄɺͳΒ͹ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOςϯϓϨʔτͷ࡞Γํ

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Operation Lab ӡ༻ઃܭϥϘ $MPVE'PSNBUJPOςϯϓϨʔτͰ͋Γ͕ͪͳ͜ͱ 32 αʔϏε࢓༷ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOςϯϓϨʔτͷ࡞Γํ ςϯϓϨʔτ ੜ੒ ໨త खஈ ࣦ ͳ Θ Ε Δ ؀ڥͷ࠶ݱੑ • खॻ͖ฤूͰෆ౷Ұͳهड़ • ҙਤෆ໌ͳΰϛϦιʔεͷ஝ੵ • ૟আ͞ΕͣʹංେԽ ೉ಡԽ ੜ੒ͷ࠶ݱੑ $'O͋Δ͋Δ

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Operation Lab ӡ༻ઃܭϥϘ $MPVE'PSNBUJPOςϯϓϨʔτͷΞϯνύλʔϯ 33 αʔϏε࢓༷ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOςϯϓϨʔτͷ࡞Γํ ςϯϓϨʔτ ੜ੒ ໨త खஈ • खॻ͖ฤू • ςϯϓϨʔτΛϚελʔͱͯ͠؅ཧ ؀ڥͷ࠶ݱੑ Ξϯνύλʔϯ ςϯϓϨʔτ͕ൿ఻ͷλϨԽ ࣦ ͳ Θ Ε Δ ੜ੒ͷ࠶ݱੑ

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Operation Lab ӡ༻ઃܭϥϘ $MPVE'PSNBUJPOςϯϓϨʔτ࡞੒Ͱେࣄͳࣄ 34 αʔϏε࢓༷ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOςϯϓϨʔτͷ࡞Γํ ςϯϓϨʔτ ੜ੒ ໨త खஈ େ ࣄ ͳ ͷ ͸ ͜ ͜ • ςϯϓϨʔτ͸࢖͍ࣺͯ • ςϯϓϨʔτͰڽͬͨ͜ͱΛ͠ͳ͍ ؀ڥͷ࠶ݱੑ ੜ੒ͷ࠶ݱੑ ςϯϓϨʔτͷൿ఻ͷλϨԽΛ๷͙ • :".-͸ࣗಈੜ੒͢Δ खॻ͖͠ͳ͍ • ੜ੒աఔΛυΩϡϝϯτԽɺࣗಈԽ͢Δ • ճҎ্ ໨҆ ࢖͍ճ͢ͱ͖͚ͩ$'OΛ࢖͏ • ೥Ҏ্ ໨҆ มԽ͠ͳ͍γεςϜ͚ͩʹ$'OΛ࢖͏ ྫ೾ా໺ͷج४

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೾ా໺ͷߟ͑Δʮ$'OࡾେΞϯνύλʔϯʯ ςϯϓϨʔτΛखॻ͖ ΤσΟλฤू ͢Δ ςϯϓϨʔτΛϚελʔͱͯ͠όʔδϣϯ؅ཧ͢Δ ύϥϝʔλΛར༻͢Δ ͭ·ͰͳΒ༰ೝ 35 Operation Lab ӡ༻ઃܭϥϘ ݸਓతͳ$'Oېଇࡾݪଇ ʙ ࡞੒ͷ࠶ݱੑ ͕ແ͘ͳΔ ංେԽͯ͠ ઃܭͷҙਤ ͕ࣦΘΕΔ ࣮ߦͷ࠶ݱੑ ͕ແ͘ͳΔ ͋ͱɺݸਓతʹ͸ຊ൪؀ڥͰͷར༻΋͓͢͢Ί͠ͳ͍ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOςϯϓϨʔτͷ࡞Γํ

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೾ా໺ͷߟ͑Δʮ$'OࡾେϕετϓϥΫςΟεʯ ςϯϓϨʔτ͸࢖͍ࣺͯ͢Δ ςϯϓϨʔτ͸ՄೳͳݶΓϋʔυίʔσΟϯά͢Δ Ϧιʔε͸ՄೳͳݶΓ෼ׂ͢Δ 36 Operation Lab ӡ༻ઃܭϥϘ ݸਓతͳ$'Oࡾݪଇ ʙ ྫྷ੩ʹߟ͑Δ$MPVE'PSNBUJPOςϯϓϨʔτͷ࡞Γํ ͳΔ΂͘άϧʔ ކ ϦιʔεΛ࢖͏ ৄࡉ͸ɺ$'OϥϯνϋϯζΦϯͰ࣮ྫͱͱ΋ʹղઆ͠·͢ɻ

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Operation Lab ӡ༻ઃܭϥϘ ·ͱΊ 37

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Operation Lab ӡ༻ઃܭϥϘ ·ͱΊ$MPVE'PSNBUJPO $'O ͷཧ૝ͱݱ࣮ 38 • $'Oʹ͸໌֬ͳσϝϦοτ͕͋Δ • ֶशίετ͕ߴ͍ɻ"84ͷશαʔϏεʹରԠ͍ͯ͠ΔΘ͚Ͱ͸ͳ͍ɻมԽʹऑ͍ɻ • $'Oͷಋೖɾ׆༻ʹ͸σϝϦοτΛ্ճΔ໌֬ͳϝϦοτ͕ඞཁ • ʮ֨޷ྑ͍ʯʮΈΜͳ΍͍ͬͯΔʯʮؾ࣋ͪྑ͍ʯ͸ཧ༝ʹͳΒͳ͍ɻ • Ҿ͖ܧ͕͗Ͱ͖ͳ͍ςϯϓϨʔτ΍ελοΫ͸ૉਓ࢓ࣄ • ࣮ࡍʹҾ͖ܧ͗ʹ੒ޭ͍ͯ͠Δ࿩ΛʮҾ͖ܧ͍ͩଆʯ͔Β͸ฉ͑ͯ͜͜ͳ͍ɻ ͥͻɺΈͳ͞Μͷʮ͏·͍͍ͬͯ͘Δ࿩ʯʮ͏·͍ͬͯ͘ͳ͍࿩ʯΛ͓ฉ͔͍ͤͩ͘͞ɻ

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Operation Lab ӡ༻ઃܭϥϘ 39 $MPVE'PSNBUJPO͸ ϝϦοτͱσϝϦοτΛ໌֬ʹͯ͠ దࡐదॴͰ׆༻͠·͠ΐ͏ ເΛݟա͗ͳ͍͜ͱ͕େࣄ

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Operation Lab ӡ༻ઃܭϥϘ ࢀߟ-5͍͖ͯͨͩ͠·ͨ͠ 40 IUUQTTQFBLFSEFDLDPNFNJLJDMPVEGPSNBUJPOEFHVBOMJTBSFUBTJTVUFNVGBMTFCJBOHFOHEFFSBMJBOGBTJUBIVB $MPVE'PSNBUJPOͰ؅ཧ͞ΕͨγεςϜͷมߋͰΤϥʔ࿈ൃͨ͠࿩

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Operation Lab ӡ༻ઃܭϥϘ ࢀߟաڈͷൃදࢿྉ 41 IUUQTXXXPQTMBCKQQVCMJTI աڈͷൃදࢿྉ͸ 0QT-BCKQͱ͍͏αΠτʹஔ͍ͯ͋Γ·͢ɻ

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Operation Lab ӡ༻ઃܭϥϘ 42 Operation ӡ༻ઃܭ IUUQXXXPQFSBUJPOMBCDPKQ Lab