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"84ͰՃ଎͢Δػցֶश ΫοΫύουגࣜձࣾ ੕๺ేછ୩༔Ұ࿠ "844UBSUVQ%BZ5PLZP

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੕๺ే ΄͠΄͘ͱ !LBOJ@C ΫοΫύουגࣜձࣾ
 ΠϯϑϥετϥΫνϟʔ෦෦௕ 43& ηΩϡϦςΟΤϯδχΞ "84ೝఆ4" %FW0QTΤϯδχΞ 1SPGFTTJPOBM

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Ϩγϐ਺ ສ඼Ҏ্ ࠃ಺ͷ݄ؒར༻ऀ਺໿ ສਓ

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ରԠݴޠ ݴޠΧࠃ ւ֎ͷ݄ؒར༻ऀ਺ ສਓҎ্

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ΫοΫύουͱ"84 ೥ʹ%$͔Β׬શҠߦ BQOPSUIFBTU͓ΑͼVTFBTU
 Λओʹར༻ άϩʔόϧαʔϏε͸ओʹ64ͰՔಇ "NB[PO&$Πϯελϯε d ୆ఔ౓ "NB[PO4ΦϒδΣΫτ ԯҎ্ SFRTҎ্ ϐʔΫ࣌ಉ࣌ϦΫΤετ਺

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IUUQTTQFBLFSEFDLDPNLBOOZNJBPKJBOTIVNPGBMTFSPHVXPJJHBO[JOJTVSVBLJUFLVUJZB IUUQTTQFBLFSEFDLDPNBZFNPTNBDIJOFMFBSOJOHPQTBUDPPLQBE

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"84SF*OWFOU IUUQTXXXTMJEFTIBSFOFU"NB[PO8FC4FSWJDFTDPODPOUBJOFSJ[FENBDIJOFMFBSOJOHPOBXT

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"84ͰՃ଎͢Δػցֶश

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ྉཧ͖Ζ͘ ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷ಺ɺ ྉཧࣸਅΛࣗಈతʹऩूه࿥

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%&.0

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৽͍͠௅ઓ ॳͷػցֶशϓϩμΫτ ηϛϦΞϧλΠϜͳը૾ೝࣝ 8FCΞϓϦέʔγϣϯͱҧ͏ϫʔΫϩʔυ ඞཁͩͬͨ΋ͷ ৽͍͠ϫʔΫϩʔυʹରͯ͠εέʔϧ͢ΔΠϯϑϥ ࣦഊͯ͠΋طଘͷ؀ڥʹӨڹΛ༩͑ͳ͍ಠཱͨ͠؀ڥ ૉૣ͘ࢼߦࡨޡΛ܁Γฦ͢ͷʹద࣮ͨ͠ݧ؀ڥ

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৽͍͠௅ઓ ॳͷػցֶशϓϩμΫτ ηϛϦΞϧλΠϜͳը૾ೝࣝ 8FCΞϓϦέʔγϣϯͱҧ͏ϫʔΫϩʔυ ඞཁͩͬͨ΋ͷ ৽͍͠ϫʔΫϩʔυʹରͯ͠εέʔϧ͢ΔΠϯϑϥ ࣦഊͯ͠΋طଘͷ؀ڥʹӨڹΛ༩͑ͳ͍ಠཱͨ͠؀ڥ ૉૣ͘ࢼߦࡨޡΛ܁Γฦ͢ͷʹద࣮ͨ͠ݧ؀ڥ ৽͍͠αʔϏε࡞ΓΛ lՃ଎z͢Δ؀ڥ

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εέʔϥϏϦςΟͷ֬อ ༧ଌͰ͖ͳ͍τϥϑΟοΫ େྔͷը૾ΞοϓϩʔυͳͲ ಥવ57ʹ঺հ͞ΕΔ͜ͱ΋͋Δ͔΋͠Εͳ͍ ࣮ࡍ͋ͬͨ ը૾ͷΞοϓϩʔυ΍൑ఆʹ͸͕͔͔࣌ؒΔ d਺ඦNT ಉظॲཧͯ͠͠·͏ͱϢʔβମݧΛѱ͘͢Δ

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ඇಉظͳΞʔΩςΫνϟ ը૾Ξοϓϩʔυͱը૾൑ఆΛݸผʹॲཧ ͦΕͧΕΛεέʔϧ͠΍͍͢Α͏ͳߏ੒ʹ "NB[PO4ͷQSFTJHOFE63-Ͱ௚઀Ξοϓϩʔυ 4OPUJpDBUJPOΛར༻͠ॲཧ͢΂͖ը૾ͷ৘ใ͸
 "NB[PO424΁

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؀ڥͷ෼཭ ͜Ε·Ͱͷ8FCαʔό؀ڥͱҧ͏؀ڥ͕ٻΊΒΕͨ ҧ͏ݴޠ ҧ͏ϫʔΫϩʔυ ҧ͏ϋʔυ΢ΣΞ (16 ίϯςφ؀ڥΛར༻ ϥϯλΠϜ΍(16υϥΠόɺઃఆΛ෼཭ "NB[PO&$4Λར༻ͯ͠؅ཧ طʹଟ͘ͷαʔϏε͕ίϯςφ؀ڥͰՔಇ

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API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ

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API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ

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API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ { bucket: thumbnails key: 123.jpg }

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API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ { bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster

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API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ { bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ

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API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ { bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌

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API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ { bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ ಛผͳίʔυ΍ΠϯϑϥΛ༻ҙͤͣ
 εέʔϥϒϧͳߏ੒ʹ

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API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ { bucket: thumbnails key: 123.jpg } αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌ ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster ECS Cluster 424ͷΩϡʔ௕ʹԠͯ͡ &$4λεΫ΋εέʔϧ

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"1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ { bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌ API Server API Server &$4λεΫ͔Βͷ൑ఆ݁ՌΛ଴͚ͭͩ

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&$4্Ͱͷࣸਅ൑ఆ ࣸਅ൑ఆʹ(16Λ࢖༻͍ͯ͠Δ ൑ఆॲཧʹ(16ΞΫηϥϨʔγϣϯ͕ར༻Ͱ͖Δ ಉՁ֨ଳͷ$16Πϯελϯεͱൺ΂ͯdഒͷੑೳࠩ HΠϯελϯεͰࣸਅ൑ఆ༻ͷ&$4$MVTUFSΛߏ੒

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IBLPʹΑΔΞϓϦέʔγϣϯఆٛ IBLPIUUQTHJUIVCDPNFBHMFUNUIBLP &$4ޓ׵ͷίϯςφσϓϩΠπʔϧ ZBNMKTPOOFUܗࣜͰͷΞϓϦέʔγϣϯఆٛ "VUP4DBMFɺ-#ͷࢦఆͳͲ΋Մೳ શ։ൃऀ͕ࣗ෼ͰఆٛΛॻ͍ͯσϓϩΠՄೳ scheduler: type: ecs region: ap-northeast-1 cluster: hako-production-g2 desired_count: 1 app: image: food-photo-classifier cpu: 128 memory: 3072 memory_reservation: 2048 env: AWS_REGION: ap-northeast-1 COOKPADNET_ENV: production ...

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ӡ༻࣮੷ ը૾ೝࣝϞσϧΛҰ౓Ξοϓσʔτ Ξοϓσʔτ΋৐Γӽ͑ɺେ͖ͳ໰୊΋ͳ͘ӡ༻Ͱ͖͍ͯΔ ສਓҎ্ ͷྉཧࣸਅΛه࿥ ͷϢʔβʔ͕ར༻ ສຕҎ্ ೥݄೔ݱࡏ

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৽͍͠௅ઓ ॳͷػցֶशϓϩμΫτ ηϛϦΞϧλΠϜͳը૾ೝࣝ 8FCΞϓϦέʔγϣϯͱҧ͏ϫʔΫϩʔυ ඞཁͩͬͨ΋ͷ ৽͍͠ϫʔΫϩʔυʹରͯ͠εέʔϧ͢ΔΠϯϑϥ✅ طଘͷ؀ڥʹӨڹΛ༩͑ͳ͍ಠཱͨ͠؀ڥ✅ ࢼߦࡨޡΛ܁Γฦ͢ͷʹద࣮ͨ͠ݧ؀ڥ

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࣮ݧ؀ڥͮ͘Γ खΛಈ͔ͯ͠ػցֶशͷ஌ݟΛಘΔඞཁ͕͋ͬͨ "84؀ڥ͸શͯΠϯϑϥ෦͕؅ཧ͍͕ͯͨ͠ʜ Ϧιʔεͷ༻ҙ͕௥͍͔ͭͳ͍ ͍ΘΏΔຊ൪؀ڥͷӡ༻ʹ߹Θͳ͍ ٻΊΒΕΔͷ͸αʔϏεʹඞཁͳ࣮ݧ݁Ռ தԝ؅ཧʹݶք͕๚Εͨ ֤ࣄۀ෦ Πϯϑϥ෦ ٕज़ج൫ܥ෦ॺ ݚڀ ։ൃ෦

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ݚڀ։ൃج൫ ʮ͔ͤͬ͘৮ΕΔͷ͔ͩΒউखʹਐΊΒΕΕ͹ྑ͍ʯ ݚڀ։ൃ෦ͷΤϯδχΞ͕ࣗ༝ʹखΛಈ͔ͤΔ৔ॴ ຊ൪؀ڥͱ͸෼཭͞Ε͍ͯΔ ؅ཧ͢΂͖෦෼͚͓ͩ͑͞ɺଟ͘Λ։ൃऀ΁Ҡৡ

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ΞΧ΢ϯτ෼཭ "84ΞΧ΢ϯτΛผʹ࡞੒ͯ͠෼཭ "840SHBOJ[BUJPOΛར༻ͯ͠ଞͷ༻్ʹ΋࡞੒ *".6TFS͸ຊ൪؀ڥͷݸਓϢʔβ͔Β"TTVNF3PMFPS440 $MPVE5SBJM΍$POpHΛ༗ޮʹͯ͠PVUQVUઌΛอޢ lى͜Δલʹ๷͙zͰͳ͘l͙͢ؾ͚ͮΔzlޙ͔Β௥͑Δz

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ωοτϫʔΫ؀ڥ ౿Έ୆44)αʔό͸ຊ൪ΞΧ΢ϯτͷ71$ Πϯϑϥ෦؅ཧ 71$1FFSJOHͰ઀ଓͯ͠ू໿ /BNFλάΛ࢖ͬͨ%/4ਖ਼Ҿ͖ɺٯҾ͖Λఏڙ "84$POpH3VMFTͰηΩϡϦςΟάϧʔϓͷΠϯλʔωοτ ղ์ΛνΣοΫ

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ίετ؅ཧ ࡉ͔͍؅ཧ͸͠ͳ͍͕͋Δఔ౓͸೺Ѳ ৵ೖͳͲͷΞϥʔτʹ΋ͳΔ #VEHFUTػೳΛར༻ ༧ଌֹͳͲͰ4/4/PUJpDBUJPOΛड͚औΓରԠ

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αϙʔτͷ׆༻ σϕϩούʔαϙʔτ͔ΒΤϯλʔϓϥΠζαϙʔτ΁ͷҠߦ ࣌ؒͱ஌ࣝΛങ͏ ։ൃऀ͕ࣗ਎Ͱ໰୊ΛղܾͰ͖ΔΑ͏ʹ ར༻ن໛ʹΑͬͯ͸ϏδωεͰ΋໰୊ͳ͍ͷͰཁݟੵ΋Γ

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։ൃऀΞΧ΢ϯτ ݚڀ։ൃ༻ͱಉ༷͕ͩશ։ൃऀ͕ࣗ༝ʹར༻Մೳ ৭ʑͳ"84αʔϏεΛձࣾ࣋ͪͰݕূͰ͖Δ

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ར༻࣮੷ "84Λࣗ෼Ͱ৮ͬͯΈΔਓ͕ͱͯ΋૿͑ͨ ༷ʑͳ"84αʔϏεͷར༻ͱऔΓࠐΈ "1*(BUFXBZ -BNCEB $PHOJUP %ZOBNP%# &MFNFOUBM.FEJB 4FSWJDF (MVF ,JOFTJT 1PMMZ 4BHF.BLFS 93BZ -FY 1JOQPJOU "QQ4ZODFUDʜ ৽ػೳɺαʔϏεͷ૑ग़ΛՃ଎ ྉཧ͖Ζ͘ "MFYB4LJMM DPPLQBE57 FUD

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ֶΜͩ͜ͱ ৽͍͜͠ͱΛૉૣ͘খ࢝͘͞ΊΔͨΊʹ͸ݖݶͱ੹೚͕ཁΔ ҆৺ͯࣗ͠༝ʹ࢖͑Δ؀ڥͮ͘Γ͕ͦ͜ॏཁ "84ʹ͸࣮ݱ͢ΔͨΊͷπʔϧ͕ἧ͍ͬͯΔ

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Ͳ͏࢖͍ͬͯͨͷ͔ʁ

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ࣗݾ঺հ છ୩༔Ұ࿠<:VJDIJSP4PNFZB> ΫοΫύουגࣜձࣾݚڀ։ൃ෦
 ϦαʔνΤϯδχΞ೥݄d ʰػցֶशʹඞཁͳج൫Λ
 "84্ʹߏங͢Δʱ UXJUUFSDPN!BZFNPT@Z HJUIVCDPNBZFNPT IUUQTXXXBZFNPTNF

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εϞʔϧελʔτͰεέʔϧ͢Δ (16࣮ݧ؀ڥΛ"84্ʹߏங͢Δ

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എܠΫοΫύουݚڀ։ൃ෦ ೥݄ʹൃ଍ ॳظϝϯόʔ͸໊ ೥݄ݱࡏ͸
 ࠃ಺ʹ໊ւ֎ʹ໊ ෳ਺ͷਂ૚ֶशϓϩδΣΫτ (16࣮ݧ؀ڥ͕ඞཁ ϢʔβʔϑΟʔυόοΫ ͷࣗಈλά෇͚ ը૾෼ੳʹΑΔϨγϐͷ෼ྨ Ϩγϐࡐྉ໊ͷࣗಈਖ਼نԽ

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(16࣮ݧ؀ڥͷཁ݅ ෳ਺ਓ͕ෳ਺ͷ࣮ݧΛߦ͏͜ͱ͕ग़དྷΔ

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&$ΠϯελϯεΛ࣮ݧ؀ڥͱͯ͠࢖͏ ΦϯσϚϯυΠϯελϯεͷར఺͕͋Δ σϕϩούʔ਺΍λεΫʹԠͯ͡ඞཁͳ਺ͱεϖοΫ͕มԽ͢Δ 1/7*%*"(16࠷৽Ϟσϧͷαϙʔτ ઐ༗Πϯελϯεͷར఺ (16λεΫ͸جຊతʹഉଞͰɺଞͷ։ൃऀͱಉ࣌ʹ͸ར༻ͮ͠Β͍ ݚڀ։ൃ໨తͰ͸ɺࡶʹTVEPग़དྷΔಠཱͨ͠؀ڥ͕ศར

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(16࣮ݧ؀ڥ &$ ͕ग़དྷΔ·Ͱ &$ΠϯελϯεΛ্ཱͪ͛ɺTTIΛૄ௨ͤ͞Δ ඞཁͳιϑτ΢ΣΞͷΠϯετʔϧʗઃఆ OWJEJBESJWFS $6%" DV%//ͳͲ݁ߏେม ".* "NB[PO.BDIJOF*NBHF ͷར༻

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ιϑτ΢ΣΞɺϛυϧ΢ΣΞͷ
 Πϯετʔϧͱઃఆ ".*࡞੒ͱ؅ཧ

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ιϑτ΢ΣΞɺϛυϧ΢ΣΞͷ
 Πϯετʔϧͱઃఆ εφοϓγϣοτ
 ".*ͷ࡞੒ ".*࡞੒ͱ؅ཧ

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౳ ιϑτ΢ΣΞɺϛυϧ΢ΣΞͷ
 Πϯετʔϧͱઃఆ ίʔυԽͯ͠όʔδϣϯ؅ཧ εφοϓγϣοτ
 ".*ͷ࡞੒ ".*࡞੒ͱ؅ཧ

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IUUQTEPDTBXTBNB[PODPNKB@KQEMBNJMBUFTUEFWHVJEFXIBUJTEMBNJIUNM "84%FFQ-FBSOJOH".* ਂ૚ֶशʹ ຆͲͷ৔߹ڞ௨ͯ͠ ඞཁͳιϑτ΢ΣΞ͕ηοτ Ξοϓ͞ΕͨϚωʔδυͳ".* l/7*%*"$6%"ɺ/7*%*"DV%//ɺ͓Αͼ࠷΋ਓؾ͕ߴ͍σΟʔϓϥʔχϯά
 ϑϨʔϜϫʔΫͷ࠷৽ϦϦʔεΛ࢖༻͢ΔΑ͏ʹࣄલʹઃఆ͞Εͯఏڙ͞Ε·͢ɻz

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ࣗ࡞".* ౳ ίʔυԽͯ͠όʔδϣϯ؅ཧ εφοϓγϣοτ
 ".*ͷ࡞੒ "84 %FFQ-FBSOJOH ".* FD3VO*OTUBODFT

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ࣗ࡞".* ౳ ίʔυԽͯ͠όʔδϣϯ؅ཧ εφοϓγϣοτ
 ".*ͷ࡞੒ "84 %FFQ-FBSOJOH ".* FD3VO*OTUBODFT ".*Λར༻ͯ͠ɺ؀ڥΛؚΊͯΦϯσϚϯυͳ
 (16࣮ݧ؀ڥΛ࣮ݱ

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".*Λར༻͢Δ͜ͱʹΑΓιϑτ΢ΣΞͷΠϯετʔϧͱઃఆ ࡞ۀΛল͘͜ͱ͕ग़དྷͨ 71$ 4FDVSJUZ(SPVQͳͲͷઃఆ߲໨͕࢒͍ͬͯΔ $IBUCPUӽ͠ʹطఆ஋Λར༻ͯ͠ΠϯελϯεΛ࡞Δ ΋͏ͻͱ޻෉ ʙ$IBUCPU "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ

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΋͏ͻͱ޻෉ ʙ$IBUCPU "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ

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͞Βʹ΋͏ͻͱ޻෉ ʙ"84-BNCEBΛར༻ͨ͠ΞΠυϧΠϯελϯεͷ؂ࢹʙ ࢖͍ͬͯͳ͍Πϯελϯεͷམͱ͠๨ΕͳͲ͕ൃੜ අ༻໘Ͱେ͖ͳ໰୊Ͱ͸ͳ͍͕ɺ͍ۙকདྷ૊৫֦େͷোนʹ
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͞Βʹ΋͏ͻͱ޻෉ ʙ"84-BNCEBΛར༻ͨ͠ΞΠυϧΠϯελϯεͷ؂ࢹʙ ;[[

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͞Βʹ΋͏ͻͱ޻෉ ʙ"84-BNCEBΛར༻ͨ͠ΞΠυϧΠϯελϯεͷ؂ࢹʙ IPVSMZ FD4UPQ*OTUBODFT ;[[ ར༻ऀʹ௨஌ʗࣗಈͰ4UPQ

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࣮ݧ͔Βຊ൪΁

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ػցֶशϞσϧͷ։ൃͱσϓϩΠ ػցֶशϞσϧ͸σϓϩΠ͞ΕͯॳΊͯՁ஋ΛੜΉ FHྉཧ͖Ζ͘ ϞσϧͱΞϓϦέʔγϣϯຖʹઃܭͱσϓϩΠ༻։ൃ࡞ۀ͕ੜ͡Δ ʮػցֶशΞϓϦέʔγϣϯઃܭ։ൃ͸୭͕΍Δͷ͔ʁʯ εϞʔϧελʔτ΍૊৫ͷεέʔϥϏϦςΟʹڞʹࢧো͕ग़Δ

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͢͹΍͘खΛಈ͔͠αʔϏεΛͭ͘ΔͨΊʹ ηϧϑαʔϏεԽ શͯΛ؅ཧ͢ΔͷͰͳ͘
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