SageMaker StudioとStep Functionsを用いてMLOpsへの一歩を踏み出そう

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© 2021, Amazon Web Services, Inc. or its affiliates. All rights reserved. SageMaker StudioͱStep FunctionsΛ༻͍ͯ MLOps΁ͷҰาΛ౿Έग़ͦ͏ Takanobu Nozawa Connehito Inc. A W S D e v D a y O n l i n e J a p a n 2 0 2 1 . 0 9 . 2 9 D a y 2 D - 1

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aಥવͰ͕͢ .-0QTͱฉ͍ͯԿΛࢥ͍ු͔΂·͔͢ʁ🤔

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ػցֶशΛ༻͍ͨαʔϏεͷ։ൃ ML Code

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ػցֶशΛ༻͍ͨαʔϏεͷ։ൃ ML Code Configuration Data Collection Feature Extraction Process Management Tools Analysis Tool Machine Resource Management Serving Infrastructure Monitoring Data Verification l0OMZBTNBMMGSBDUJPOPGSFBMXPSME.-TZTUFNTJTDPNQPTFEPGUIF.-DPEFz TPVSDF)JEEFO5FDIOJDBM%FCUJO.BDIJOF-FBSOJOH4ZTUFNT<%4DVMMFZ BM>r IUUQTQBQFSTOJQTDDQBQFSIJEEFOUFDIOJDBMEFCUJONBDIJOFMFBSOJOHTZTUFNTQEG

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ͪͳΈʹຊൃදͰ͸.-0QTͷఆٛΛҎԼͱͯ͠࿩͠·͢ l.-γεςϜ։ൃ %FW ͱ.-γεςϜ࣮૷ 0QT ͷ ౷߹Λ໨తͱ͢Δ.-ΤϯδχΞϦϯάͷจԽͱख๏z ˞νʔϜͷن໛ͱͯ͠͸.-ΤϯδχΞਓ ʢ೥݄·Ͱ͸ਓʣͱ͍͏ঢ়گͰ͢

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5XJUUFSͳͲͰຊൃදʹؔ͢ΔίϝϯτΛ ͍͚ͨͩΔͱخ͍͠Ͱ͢ʂϙδɾωΨ໰Θͣʂ ϋογϡλάɿ"84%FW%BZ ˞ຊࢿྉ͸ޙ΄Ͳެ։͠·͢ ͓ئ͍

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㾎ࣗݾ঺հ 㾎αʔϏε঺հͱػցֶश΁ͷऔΓ૊Έ 㾎1P$ɾӡ༻ϑΣʔζʹ͓͚Δؔ৺ࣄ 㾎4BHF.BLFSΛ࢖ͬͨҰา໨ʢओʹ1P$ϑΣʔζ΁ͷΞϓϩʔνʣ ‣ ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ ‣ ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ ‣ ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ 㾎4UFQ'VODUJPOTΛ࢖ͬͨೋา໨ʢओʹӡ༻ϑΣʔζ΁ͷΞϓϩʔνʣ ‣ ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯ͕ߏஙͰ͖Δ 㾎·ͱΊ ΞδΣϯμ

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ࣗݾ঺հ

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ࣗݾ঺հ ໊લɿ໺ᖒ఩রʢ/P[BXB5BLBOPCVʣ ॴଐɿίωώτגࣜձࣾ ɹɹɿ͔ͨͺ͍!UBLBQZ w /-1ɺਪનγεςϜΛϝΠϯʹ΍Γͭͭ"84ͱٔΕ͍ͯ·͢ w ػցֶशΛ࢖ͬͯͲͷΑ͏ʹϏδωεߩݙ͢Δ͔ʹڵຯ͕͋Γ·͢ w िͰٕज़ܥͷ1PEDBTU഑৴ͯ͠·͢🎙

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αʔϏε঺հ

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ʮϚϚϦʯʹ͍ͭͯ l೰ΈzͱzڞײzΛ࣠ʹϚϚʹدΓఴ͏UP$޲͚αʔϏε ΞϓϦɾ8FCɾ4/4ͱଟ֯తʹαʔϏεΛల։͍ͯ͠·͢

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ʮՈ଒ϊʔτʯʹ͍ͭͯ ϚϚϦ಺ͷݕࡧ2"σʔλΛ෼ੳͰ͖ΔUP#޲͚αʔϏε ࢠҭͯՈఉͷ๊͑Δʮ՝୊ʯͳͲͷ෼ੳ͕Մೳ

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ػցֶशɾσʔλͷ׆༻ࣄྫ

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ίϛϡχςΟݕӾ FH ؆୯ʹՔ͙ํ๏ڭ͑·͢⭐ ͜ͷ౤ߘ͸ͷ֬཰Ͱ ෆద੾ͳίϯςϯπͰ͢⚠ Ϟσϧ͕ෆద੾ͱ൑ఆͨ͠΋ͷ͚ͩ Λਓ͕ؒ໨ࢹͰ֬ೝ

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ίϛϡχςΟݕӾ FH ؆୯ʹՔ͙ํ๏ڭ͑·͢⭐ ͜ͷ౤ߘ͸ͷ֬཰Ͱ ෆద੾ͳίϯςϯπͰ͢⚠ Ϟσϧ͕ෆద੾ͱ൑ఆͨ͠΋ͷ͚ͩ Λਓ͕ؒ໨ࢹͰ֬ೝ ίετ࡟ݮ

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ΧςΰϦͷྨਪ ౤ߘ಺༰͔Βࣗಈతʹ ΧςΰϦΛαδΣετ

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ΧςΰϦͷྨਪ ౤ߘ಺༰͔Βࣗಈతʹ ΧςΰϦΛαδΣετ ࣭໰౤ߘͷ$7޲্

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Ϩίϝϯσʔγϣϯ ͻͱΓͻͱΓͷߦಈཤྺ͔Β ͓͢͢ΊͷίϯςϯπΛϨίϝϯυ

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Ϩίϝϯσʔγϣϯ ͻͱΓͻͱΓͷߦಈཤྺ͔Β ͓͢͢ΊͷίϯςϯπΛϨίϝϯυ $53ɾ"DUJWBUJPO޲্

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Ո଒ϊʔτͷ౤ߘ෼ੳ ݄ؒ໿ສ݅ͷ౤ߘจʹରͯ͠ ΦϦδφϧͷࣙॻΛ༻͍ͯܗଶૉղੳΛߦ͍ ෼ੳσʔλΛੜ੒

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Ո଒ϊʔτͷ౤ߘ෼ੳ ݄ؒ໿ສ݅ͷ౤ߘจʹରͯ͠ ΦϦδφϧͷࣙॻΛ༻͍ͯܗଶૉղੳΛߦ͍ ෼ੳσʔλΛੜ੒ σʔλΛՁ஋ʹ

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ϓϩμΫτʹରͯ͠ੵۃతʹ ػցֶशɾσʔλΛ׆༻͍ͯ͠·͢💪

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͜ΕΒͷϓϩδΣΫτશൠͰ ຊ೔࿩͢.-0QTج൫Λ༻͍͍ͯ·͢💪

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Ͱ͸ɺϝΠϯύʔτ΁✈

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1P$ɾӡ༻ϑΣʔζʹ͓͚Δؔ৺ࣄ ϑΣʔζຖʹ.-0QTʹٻΊΒΕΔ΋ͷͱ͸Կ͔

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1P$ϑΣʔζͷؔ৺ࣄ

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1P$ϑΣʔζͷؔ৺ࣄ ؔ৺ࣄ w Ϗδωε՝୊ΛػցֶशͰղܾͰ͖Δ͔ʁ w ෼ੳˠϞσϧ։ൃɺධՁ·ͰΛૉૣ࣮͘ࢪ͍ͨ͠ ՝୊ w ෼ੳ؀ڥΛඪ४Խ͍ͨ͠ w ܭࢉϦιʔεΛ֬อ͍ͨ͠ w ࣮ݧΛ؅ཧ͍ͨ͠ w ϓϩμΫγϣϯ΁ͷҠߦΛεϜʔζʹߦ͍͍ͨFUD

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ FUD

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ӡ༻ϑΣʔζͷؔ৺ࣄ

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ӡ༻ϑΣʔζͷؔ৺ࣄ ؔ৺ࣄ w ϓϩμΫγϣϯͰಈ͍͍ͯΔϞσϧ͸Ձ஋Λൃش͠ଓ͚ΒΕΔ͔ʁ w ؀ڥ΍σʔλͷมԽʹରԠ͠ଓ͚ΒΕΔ͔ʁ ՝୊ w Ϟσϧͷఆظతͳ࠶ֶशΛࣗಈͰߦ͍͍ͨ w ػցֶशϞσϧ͕ͲͷΑ͏ͳڍಈΛ͍ͯ͠Δ͔؂ࢹ͍ͨ͠FUD

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ӡ༻ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂ w ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯ͕ߏஙͰ͖Δ w ϫʔΫϑϩʔͰग़ྗ͞ΕΔੜ੒෺͕؅ཧͰ͖Δ w $*$%ύΠϓϥΠϯ͕ߏஙͰ͖Δ w ϞσϧͷύϑΥʔϚϯε͕؅ཧͰ͖Δ FUD

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ӡ༻ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂ w ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯ͕ߏஙͰ͖Δ w ϫʔΫϑϩʔͰग़ྗ͞ΕΔੜ੒෺͕؅ཧͰ͖Δ w $*$%ύΠϓϥΠϯ͕ߏஙͰ͖Δ w ϞσϧͷύϑΥʔϚϯε͕؅ཧͰ͖Δ FUD ϑΣʔζຖʹ.-0QTʹٻΊΒΕΔ໾ׂ͕ҟͳΔ

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͜ΕΒͷ֤ϑΣʔζʹରͯ͠ "NB[PO4BHF.BLFS΍"844UFQ'VODUJPOTΛ׆༻ͯ͠ .-0QTΛਪਐ͍ͯ͠·͢

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·ͣ͸ࠓ೔࿩͢ΞʔΩςΫνϟΛ঺հ

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ࠓճ঺հ͢ΔΞʔΩςΫνϟશମ૾

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ࠓճ঺հ͢ΔΞʔΩςΫνϟશମ૾ &%"΍ϕʔεϥΠϯϞσϧͷ࡞੒ͳͲ͸ ෼ੳ༻JNBHF্Ͱಈ͘4BHF.BLFSOPUFCPPLͰ࣮ࢪ

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ࠓճ঺հ͢ΔΞʔΩςΫνϟશମ૾ ͋Δఔ౓ϕʔεϥΠϯͷϞσϧ͕Ͱ͖ͨΒ 4BHF.BLFS1SPDFTTJOH+PCΛ༻͍ͯ QZUIPOεΫϦϓτຊ൪JNBHF্Ͱֶशˠݕূͷ1%$"Λճ͢ ͜͜Ͱ࣮ݧ؅ཧ΋ซ࣮ͤͯࢪ

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ࠓճ঺հ͢ΔΞʔΩςΫνϟશମ૾ ࠷ऴతʹϓϩμΫγϣϯͰӡ༻ Ͱ͖ΔϞσϧ͕ੜ੒Ͱ͖ͨΒ ύΠϓϥΠϯΛߏங͢Δ

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ࠓճ঺հ͢ΔΞʔΩςΫνϟશମ૾ 1SPDFTTJOH+PCͱϓϩμΫγϣϯͷύΠϓϥΠϯͰ ಈ͔͢ίϯςφJNBHF͸ಉ͡΋ͷΛ࢖༻

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ࠓճ঺հ͢ΔΞʔΩςΫνϟશମ૾ ਪ࿦݁ՌΛ%#ʹอଘ͠ɺ"1*͔Β͸%#ͷ஋Λࢀর͢Δ ΞʔΩςΫνϟΛ࠾༻͍ͯ͠ΔϓϩδΣΫτ΋͋Δ

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ࠓճ঺հ͢ΔΞʔΩςΫνϟશମ૾ ͜Μͳײ͡

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4BHF.BLFSΛ࢖ͬͨҰา໨ ओʹ1P$ϑΣʔζʹ͓͚ΔΞϓϩʔνํ๏

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ FUD

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ࠓ·Ͱͷঢ়گ

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ࠓ·Ͱͷঢ়گ w ݸਓͷϩʔΧϧ؀ڥҰ෦4BHF.BLFS্Ͱ෼ੳɺϞσϦϯάΛ࣮ࢪ w ϩʔΧϧͱΫϥ΢υʢ4BHF.BLFSʣͰ෼ੳ؀ڥ΋όϥόϥ w ܭࢉϦιʔε΋৔߹ʹΑͬͯ͸ݶΒΕ͍ͯΔঢ়ଶ w ϓϩμΫγϣϯʹҠߦ͢Δࡍ͸OPUFCPPL͔ΒεΫϦϓτʹҠ২͠ɺ ຊ൪ͷίϯςφ্Ͱಈ࡞֬ೝ͕ඞཁͩͬͨ

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ҰาΛ౿Έग़͢લͷঢ়گ w ݸਓͷϩʔΧϧ؀ڥҰ෦4BHF.BLFS্Ͱ෼ੳɺϞσϦϯάΛ࣮ࢪ w ϩʔΧϧͱΫϥ΢υʢ4BHF.BLFSʣͰ෼ੳ؀ڥ΋όϥόϥ w ܭࢉϦιʔε΋৔߹ʹΑͬͯ͸ݶΒΕ͍ͯΔঢ়ଶ w ϓϩμΫγϣϯʹҠߦ͢Δࡍ͸OPUFCPPL͔ΒεΫϦϓτʹҠ২͠ɺ ຊ൪ͷίϯςφ্Ͱಈ࡞֬ೝ͕ඞཁͩͬͨ ͦͦ͜͜ਏ͍

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ݱࡏͷঢ়گ

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ͻͱ͜ͱͰݴ͏ͱ 4BHF.BLFS4UVEJPͱίϯςφΛ࢖ͬͯղܾ🎉

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ FUD

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ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ 4BHF.BLFS4UVEJPʢҎ߱4BHF.BLFSʣ͸ɺಠࣗͷ%PDLFSΠϝʔδΛ &$3ʹొ࿥͢Δ͜ͱͰɺͦͷΠϝʔδͰOPUFCPPLͷ؀ڥߏங͕Ͱ͖Δ ϝϦοτ w "84͕༻ҙ͍ͯ͠ΔίϯςφΠϝʔδʹଘࡏ͠ͳ͍ϥΠϒϥϦ΋ࣗ༝ʹ࢖ ͏͜ͱ͕Ͱ͖Δʂ w ෳ਺ਓͷ.-ΤϯδχΞ΍σʔλαΠΤϯςΟετ͕͍Δ৔߹ɺEPDLFSGJMF Λڞ༗͢Δ͚ͩͰಉ͡෼ੳ؀ڥ͕ߏஙͰ͖Δʂ w ͦͯ͜͠ͷίϯςφΠϝʔδ͸4BHF.BLFSͰ΋࢖͑ΔͷͰɺϩʔΧϧͱΫ ϥ΢υͷ෼ੳ؀ڥ΋౷ҰͰ͖Δʂ

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%PDLFSGJMFͷαϯϓϧ

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%PDLFSGJMFͷαϯϓϧ

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%PDLFSGJMFͷαϯϓϧ ϩʔΧϧͰͷ࢖༻࣌ɿ $ docker compose up -d jupyterlab 4BHF.BLFS্Ͱͷ࢖༻࣌ɿ ίϯιʔϧ͔Β࢖༻ΠϝʔδΛબͿ͚ͩ ৄࡉ͸ϒϩάʹ΋هࡌ͍ͯ͠·͢ IUUQTUFDIDPOOFIJUPDPNFOUSZ

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ ͳͲʜ

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ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w 4BHF.BLFS&YQFSJNFOUTͰ࣮ݧ؅ཧ͕Մೳ w ϋΠύʔύϥϝʔλ࠷దԽ΋Ͱ͖Δ ˞ݱࡏݕূத IUUQTEPDTBXTBNB[PODPNTBHFNBLFSMBUFTUEHFYQFSJNFOUTNOJTUIUNM

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ ͳͲʜ

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։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ ͍͖ͳΓͰ͕͢ ෼ੳ؀ڥ͔ΒϓϩμΫγϣϯ؀ڥ΁ ίʔυΛҠ২͢Δͱ͖ ͲͷΑ͏ͳखॱΛ౿ΜͰ͍·͔͢ʁ🧐

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։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ લఏͱͯ͠ ෼ੳ؀ڥͱϓϩμΫγϣϯ؀ڥΛ ·ͬͨ͘ಉ͡ʹ͢Δͷ͸݁ߏ೉͍͠ ͱࢥ͍ͬͯ·͢😥

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։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ ྫ͑͹ w ෼ੳ؀ڥʹ͸&%"͢ΔͨΊͷՄࢹԽϥΠϒϥϦΛೖΕ͓ͯ ͖͍͕ͨɺϓϩμΫγϣϯͷ؀ڥʹ͸ෆཁ w ෼ੳ؀ڥʹ͸͍Ζ͍Ζͳܗଶૉղੳثʢ.FDBC 4VEBDIJ ͳͲʣΛೖΕͯ෼ੳϞσϦϯά͍͕ͨ͠ɺϓϩμΫγϣϯ ͷ؀ڥʹ͸ͲΕ͔͚͕ͭͩ͋Ε͹ྑ͍ ͳͲ

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͜͜ͰɺҰൠతͳ ෼ੳˠϓϩμΫγϣϯҠߦͷखॱΛߟ͑Δ

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ҰൠతͳϓϩμΫγϣϯҠߦ·Ͱͷखॱ ෼ੳ༻ͷ؀ڥͰOPUFCPPLΛ࢖ͬͯ&%"ɾϞσϦϯάɾݕূΛߦ͏ ͋Δఔ౓ͷܗʹͳ͖ͬͯͨΒɺOPUFCPPL͔ΒεΫϦϓτʹҠ২͢Δ ‣ σʔλऔಘQZˠલॲཧQZˠֶशQZˠਪ࿦QZΈ͍ͨͳΠϝʔδ ϓϩμΫγϣϯͷ؀ڥͰಈ࡞֬ೝΛߦ͏ ‣ ͜ͷλΠϛϯάͰ.-ύΠϓϥΠϯΛߏங ໰୊ͳ͚Ε͹ຊ൪ϦϦʔε΁

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͍Ζ͍Ζͳෆ౎߹JTʜ w ຊ൪؀ڥͰಈ͔ͨ͠Βͳ͔ͥ݁Ռ͕ҟͳΔ😇 w Ұ௨ΓύΠϓϥΠϯΛ૊ΈऴΘͬͨޙʹɺֶशॲཧͷҰ෦Λมߋ ͯ݁͠ՌΛ࠶ݕূ͍ͨ͠ͱ͖ɺύΠϓϥΠϯΛ࠷ॳ͔Β࠶࣮ߦ͢ Δඞཁ͕͋ͬͨΓͳͲɺ࣮ݧ͕ඇޮ཰ʹͳΔFUD

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͍Ζ͍Ζͳෆ౎߹JTʜ w ຊ൪؀ڥͰಈ͔ͨ͠Βͳ͔ͥ݁Ռ͕ҟͳΔ😇 w Ұ௨ΓύΠϓϥΠϯΛ૊ΈऴΘͬͨޙʹɺֶशॲཧͷҰ෦Λมߋ ͯ݁͠ՌΛ࠶ݕূ͍ͨ͠ͱ͖ɺύΠϓϥΠϯΛ࠷ॳ͔Β࠶࣮ߦ͢ Δඞཁ͕͋ͬͨΓͳͲɺ࣮ݧ͕ඇޮ཰ʹͳΔFUD ؤுΓա͗ͣʹ ຊ൪ͱಉ͡؀ڥͰݕূΛ͍ͨ͠

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͍Ζ͍Ζͳෆ౎߹JTʜ w ຊ൪؀ڥͰಈ͔ͨ͠Βͳ͔ͥ݁Ռ͕ҟͳΔ😇 w Ұ௨ΓύΠϓϥΠϯΛ૊ΈऴΘͬͨޙʹɺֶशॲཧͷҰ෦Λมߋ ͯ݁͠ՌΛ࠶ݕূ͍ͨ͠ͱ͖ɺύΠϓϥΠϯΛ࠷ॳ͔Β࠶࣮ߦ͢ Δඞཁ͕͋ͬͨΓͳͲɺ࣮ݧ͕ඇޮ཰ʹͳΔFUD ؤுΓա͗ͣʹ ຊ൪ͱಉ͡؀ڥͰݕূΛ͍ͨ͠ ˣ 4BHF.BLFS1SPDFTTJOHͰղܾʂ

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4BHF.BLFS1SPDFTTJOHͱ͸

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4BHF.BLFS1SPDFTTJOHͱ͸ʁ w ػցֶशͷલॲཧɺޙॲཧɺϞσϧධՁͱ͍ͬͨϫʔΫϑϩʔΛ 4BHF.BLFS্Ͱ؆୯ʹߦ͏ͨΊͷ1ZUIPO4%, w ίϯςφͱॲཧΛهड़ͨ͠εΫϦϓτΛ࣮ߦ͠ɺॲཧ͕ऴΘΔͱΠϯε λϯε͕ఀࢭ͢Δͱ͍͏γϯϓϧͳػೳ͔Βɺػցֶशؔ࿈ͷσʔλॲ ཧ͚ͩͰͳ͘ɺֶश΍ਪ࿦ʹ΋࢖͏͜ͱ͕Մೳ w ࣮ߦ؀ڥʢίϯςφʣΛ༻ҙ͠ɺ࣮ߦ͍ͨ͠ॲཧ΍ΠϯελϯελΠϓ Λࢦఆ͢Δ͜ͱͰɺ೚ҙͷQZUIPOεΫϦϓτΛ࣮ߦ͢Δ͜ͱ͕Ͱ͖Δ

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4BHF.BLFS1SPDFTTJOHͱ͸ʁ 1ZUIPO4%,ʹ͸ओʹͭͷΫϥε͕༻ҙ͞Ε͍ͯΔ w TBHFNBLFSTLMFBSOQSPDFTTJOH4,-FBSO1SPDFTTPS w TBHFNBLFSQSPDFTTJOH1Z4QBSL1SPDFTTPS w TBHFNBLFSQSPDFTTJOH1SPDFTTPS w TBHFNBLFSQSPDFTTJOH4DSJQU1SPDFTTPS

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4,-FBSO1SPDFTTPS1Z4QBSL1SPDFTTPS w ༻ҙ͞ΕͨTDJLJUMFBSO΍1Z4QBSLͷ࣮ߦ؀ڥʢίϯςφʣΛ࢖༻͢ΔΫϥε w GSBNFXPSLͷόʔδϣϯ΍ΠϯελϯελΠϓɺΠϯελϯεͷ୆਺Λࢦఆ ͠ɺ࣮ߦ͍ͨ͠QZUIPOεΫϦϓτΛSVOϝιουͷҾ਺ʹ༩࣮͑ͯߦ IUUQTBXTBNB[PODPNKQCMPHTOFXTBNB[POTBHFNBLFSQSPDFTTJOGVMMZNBOBHFEEBUBQSPDFTTJOHBOENPEFMFWBMVBUJPO

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1SPDFTTPS4DSJQU1SPDFTTPS w ಠࣗͷ࣮ߦ؀ڥʢίϯςφʣͰॲཧΛߦ͍͍ͨ࣌ʹ࢖༻ w 1SPDFTTPSΫϥε͸SVOϝιουʹDPEFҾ਺ʢQZUIPOεΫϦϓτʣΛͱΒͳ͍ΫϥεͰɺί ϯςφͷ࡞੒ͱ࣮ߦ͍ͨ͠ॲཧΛ%PDLFSJNBHF಺ʹ಺แͤ͞Δ w 4DSJQU1SPDFTTPSΫϥε͸ίϯςφͷ࡞੒ͱॲཧίʔυΛ෼͚࣮ͯߦ͢ΔΫϥεͰɺSVOϝι ουʹQZUIPOεΫϦϓτΛड͚౉͠ॲཧΛ࣮ߦ IUUQTEPDTBXTBNB[PODPNKB@KQTBHFNBLFSMBUFTUEHVTFZPVSPXOQSPDFTTJOHDPEFIUNM

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1SPDFTTPSͷ࢖͍ํ

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1SPDFTTPSͷ࢖͍ํ खॱ ࣮ߦ͍ͨ͠QZUIPOεΫϦϓτΛแؚͨ͠ίϯςφΠϝʔδΛ࡞੒͢Δ ͷίϯςφΠϝʔδΛ&$3ʹ164)͢Δ 4BHF.BLFS্͔Β&$3ʹ͋ΔίϯςφΛࢦఆͯ͠ىಈ͢Δ

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1SPDFTTPSͷ࢖͍ํ खॱ ࣮ߦ͍ͨ͠QZUIPOεΫϦϓτΛแؚͨ͠ίϯςφΠϝʔδΛ࡞੒͢Δ ͷίϯςφΠϝʔδΛ&$3ʹ164)͢Δ 4BHF.BLFS্͔Β&$3ʹ͋ΔίϯςφΛࢦఆͯ͠ىಈ͢Δ

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4BHF.BLFS͔Β&$3ʹ͋ΔίϯςφΛࢦఆͯ͠ىಈ͢Δ

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4BHF.BLFS͔Β&$3ʹ͋ΔίϯςφΛࢦఆͯ͠ىಈ͢Δ ಈ࡞֬ೝ͍ͨ͠ίϯςφ63* Λઃఆ

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4BHF.BLFS͔Β&$3ʹ͋ΔίϯςφΛࢦఆͯ͠ىಈ͢Δ ༧Ίίϯςφʹ಺แ͓͍ͯͨ͠ QZUIPOεΫϦϓτΛࢦఆ࣮ͯ͠ߦ

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4BHF.BLFS͔Β&$3ʹ͋ΔίϯςφΛࢦఆͯ͠ىಈ͢Δ ؀ڥม਺΋Ҿ਺Ͱ౉ͤΔ

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͜Ε͕Ͱ͖ΔͱԿ͕خ͍͠ͷ͔

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1SPDFTTPSΛ࢖͏ͱԿ͕خ͍͔͠ ຊ൪؀ڥͱಉ͡ίϯςφͰ͓खܰʹಈ࡞֬ೝ͕Ͱ͖ΔOPUFCPPLͱ1SPDFTTFSͰ ҟͳΔΠϯελϯεΛ࢖͑Δʂʢ1SPDFTTFS+PC͸ڧΊͷΠϯελϯεΛ࢖ͬͨΓʣ

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1SPDFTTPSΛ࢖͏ͱԿ͕خ͍͔͠ OPUFCPPL্Ͱ࣮ߦ͢Δ৔߹͸͜ΜͳΠϝʔδ

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1SPDFTTPSΛ࢖͏ͱԿ͕خ͍͔͠ σʔλऔಘͱલॲཧͷ+PC͸ ճ࣮ߦ͓͍ͯͯ͠ OPUFCPPL্Ͱ࣮ߦ͢Δ৔߹͸͜ΜͳΠϝʔδ

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1SPDFTTPSΛ࢖͏ͱԿ͕خ͍͔͠ ֶश+PC࣮ߦˠUSBJOQZΛमਖ਼ˠֶश+PC࣮ߦ ͱ͍࣮ͬͨݧˠݕূΛ܁Γฦ͢͜ͱ͕Մೳ OPUFCPPL্Ͱ࣮ߦ͢Δ৔߹͸͜ΜͳΠϝʔδ

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1SPDFTTPSΛ࢖͏ͱԿ͕خ͍͔͠ ֶश+PC࣮ߦˠUSBJOQZΛमਖ਼ˠֶश+PC࣮ߦ ͱ͍࣮ͬͨݧˠݕূΛ܁Γฦ͢͜ͱ͕Մೳ OPUFCPPL্Ͱ࣮ߦ͢Δ৔߹͸͜ΜͳΠϝʔδ 🎉🎉🎉

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1SPDFTTPSΛ࢖͏ͱԿ͕خ͍͔͠ ॲཧͷ݁Ռʢੜ੒͞ΕͨDTW౳ʣΛ4BHF.BLFSOPUFCPPL্͔Β֬ೝͰ͖Δʂ

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1SPDFTTPSΛ࢖͏ͱԿ͕خ͍͔͠ ॲཧͷ݁Ռʢੜ੒͞ΕͨDTW౳ʣΛ4BHF.BLFSOPUFCPPL্͔Β֬ೝͰ͖Δʂ 🎉🎉🎉

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1SPDFTTPSΛ࢖͏ͱԿ͕خ͍͔͠ 4UFQ'VODUJPOTʢ.-ύΠϓϥΠϯʣ΁ͷҠߦ͕؆୯ʂʢৄࡉ͸ޙड़ʣ

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1SPDFTTPSΛ࢖͏ͱԿ͕خ͍͔͠ 4UFQ'VODUJPOTʢ.-ύΠϓϥΠϯʣ΁ͷҠߦ͕؆୯ʂʢৄࡉ͸ޙड़ʣ 🎉🎉🎉

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ͪΐͬͱ௕͔ͬͨͷͰৼΓฦΓ

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ FUD

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ FUD 4BHF.BLFSͱ ಠࣗίϯςφΠϝʔδͰղܾʂ

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ FUD 4BHF.BLFS&YQFSJNFOUT΍ ϋΠύʔύϥϝʔλ࠷దԽͰղܾʂ

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ FUD 4BHF.BLFS1SPDFTTPSͰղܾʂ

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1P$ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ඪ४Խ͞Εͨ։ൃɺ෼ੳ؀ڥ͕༻ҙͰ͖Δ w ࢼߦࡨޡΛޮ཰తʹߦ͏͜ͱ͕Ͱ͖Δ w ։ൃͨ͠ϞσϧΛޮ཰తʹϓϩμΫγϣϯʹҠߦͰ͖Δ FUD ϋοϐʔʂ🎉

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4UFQ'VODUJPOTΛ࢖ͬͨೋา໨ ओʹӡ༻ϑΣʔζʹ͓͚ΔΞϓϩʔνํ๏

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ӡ༻ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯ͕ߏஙͰ͖Δ w ϫʔΫϑϩʔͰग़ྗ͞ΕΔੜ੒෺͕؅ཧͰ͖Δ w $*$%ύΠϓϥΠϯ͕ߏஙͰ͖Δ w ϞσϧͷύϑΥʔϚϯε͕؅ཧͰ͖Δ FUD

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ࠓ·Ͱͷঢ়گ

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ࠓ·Ͱͷঢ়گ w 'BSHBUFº4UFQ'VODUJPOTͰػցֶशύΠϓϥΠϯΛߏங w 'BSHBUFͷϝϞϦ(#੍ݶͳͲ͋ΓɺσʔλྔͰۤ࿑͢Δ͜ͱ΋ w λεΫఆٛ΋࡞Βͳ͍ͱ͍͚ͳ͍ͳͲɺͪΐͬͱͨ͠खؒ΋͋ͬͨ w ෼ੳˠݕূˠϓϩμΫγϣϯҠߦʢύΠϓϥΠϯߏஙʣ͢Δͷʹࠊ͕ॏ͍😇

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ࠓ·Ͱͷঢ়گ w 'BSHBUFº4UFQ'VODUJPOTͰػցֶशύΠϓϥΠϯΛߏங w 'BSHBUFͷϝϞϦ(#੍ݶͳͲ͋ΓɺσʔλྔͰۤ࿑͢Δ͜ͱ΋ w λεΫఆٛ΋࡞Βͳ͍ͱ͍͚ͳ͍ͳͲɺͪΐͬͱͨ͠खؒ΋͋ͬͨ w ෼ੳˠݕূˠϓϩμΫγϣϯҠߦʢύΠϓϥΠϯߏஙʣ͢Δͷʹࠊ͕ॏ͍😇 ·͊·͊ਏ͍

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ݱࡏͷঢ়گ

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ͻͱ͜ͱͰݴ͏ͱ 4BHF.BLFSº4UFQ'VODUJPOTΛ࢖ͬͯղܾ🎉

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ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯͷߏங 4UFQ'VODTJPOT͔Β4BHF.BLFSͷϦιʔεΛ࢖ͬͯύΠϓϥΠϯΛߏஙͰ͖Δ

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ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯͷߏங 4BHF.BLFS͸๛෋ͳΠϯελϯε͔Β ϚγϯΛબ୒Ͱ͖ΔͷͰɺϦιʔε໰୊ ͸ߟ͑ͳͯ͘ྑ͘ͳͬͨʂ

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͞Βʹ

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4BHF.BLFSͷOPUFCPPL্Ͱ࣮ߦͨ͠1SPDFTTPSͷ ίʔυ͕ϓϩμΫγϣϯͷύΠϓϥΠϯߏஙʹ ͦͷ··࢖͑ΔͷͰɺҠߦ΋ָʹʂ

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ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯͷߏங ϓϩμΫγϣϯͷύΠϓϥΠϯߏங΋͔ͳΓָʹ εςʔτϚγϯͷఆٛʢKTPOʣ ͔ΒσʔλऔಘॲཧΛൈਮ

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ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯͷߏங ϓϩμΫγϣϯͷύΠϓϥΠϯߏங΋͔ͳΓָʹ εςʔτϚγϯͷఆٛʢKTPOʣ ͔ΒσʔλऔಘॲཧΛൈਮ

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ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯͷߏங ϓϩμΫγϣϯͷύΠϓϥΠϯߏங΋͔ͳΓָʹ εςʔτϚγϯͷఆٛʢKTPOʣ ͔ΒσʔλऔಘॲཧΛൈਮ

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ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯͷߏங ϓϩμΫγϣϯͷύΠϓϥΠϯߏங΋͔ͳΓָʹ εςʔτϚγϯͷఆٛʢKTPOʣ ͔ΒσʔλऔಘॲཧΛൈਮ

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ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯͷߏங ϓϩμΫγϣϯͷύΠϓϥΠϯߏங΋͔ͳΓָʹ εςʔτϚγϯͷఆٛʢKTPOʣ ͔ΒσʔλऔಘॲཧΛൈਮ 4BHF.BLFSͷOPUFCPPL্Ͱ࣮ߦͨ͠ίʔυ͕ 4UFQ'VODUJPOTͷεςʔτϚγϯʢ.-ύΠϓϥΠϯʣͷ هड़ʹ΄΅ͦͷ··࢖͑Δ

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ࣗಈతʹ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯͷߏங ϓϩμΫγϣϯͷύΠϓϥΠϯߏங΋͔ͳΓָʹ εςʔτϚγϯͷఆٛʢKTPOʣ ͔ΒσʔλऔಘॲཧΛൈਮ ϋοϐʔʂ🎉

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͔͠͠ɺ 4BHF.BLFSº4UFQ'VODUJPOTͰ ؾΛ͚ͭͳ͍ͱ͍͚ͳ͍఺΋͋Δ

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ؾΛ͚ͭͳ͍ͱ͍͚ͳ͍఺ 4BHF.BLFS1SPDFTTJOH+PC/BNF͸ҰҙͰ͋Δඞཁ͕͋Δ w 4UFQ'VODUJPOTͰύΠϓϥΠϯΛߏங͢Δͱ͖͸ɺෳ਺ͷ1SPDFTTJOH+PCΛ࣮ߦ͢Δ͜ͱ͕ଟ͍ ‣ σʔλऔಘ+PCɺલॲཧ+PCͳͲͳͲ w ͜͜Ͱ֤+PCͷ࣮ߦ໊Λ໌ࣔతʹࢦఆ͠ͳ͍ͱҰҙ੍໿Τϥʔ͕ൃੜͯ͠͠·͏ͷ஫ҙ͕ඞཁ ‣ "ProcessingJobName.$": "States.Format('{}-{}', $.id, $$.State.Name)”ͷ$.idʹ͸ɺεςʔτϚγ ϯ࣮ߦ࣌ͷJOQVUύϥϝʔλͷJE஋͕ઃఆ͞ΕΔ

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ؾΛ͚ͭͳ͍ͱ͍͚ͳ͍఺ ҎԼͷ৔߹͸ʮ6b7b9t4ca-5cad-4cc1-25bf-44ada84919aa-get-dataʯͱ͍͏ॲཧ໊ʹͳΔ &WFOU#SJEHF͔Β4UFQ'VODUJPOTΛىಈͨ͠৔߹ͷJOQVUύϥϝʔλ 4UFQ'VODUJPOTͷεςʔτͷҰ෦ʢσʔλऔಘॲཧʣ

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ؾΛ͚ͭͳ͍ͱ͍͚ͳ͍఺ JOQVUύϥϝʔλΛ࣍ͷεςʔτʹҾ͖౉ͨ͢Ίʹ"ResultPath": null͕ඞཁ w "ResultPath": nullΛࢦఆ͠ͳ͍ͱσϑΥϧτͷಈ࡞ʢ"ResultPath": $ʣͱͳΓɺ4BHF.BLFS1SPDFTTJOH+PC ͷग़ྗ͚͕ͩ࣍ͷεςʔτʹҾ͖ܧ͕ΕΔͷͰɺ࣍ͷεςʔτͰJOQVUύϥϝʔλͷ$.id͕࢖͑ͳ͍ w "ResultPath": nullΛ໌ه͢Δ͜ͱͰɺͦͷεςʔτ࣮ߦ࣌ͷJOQVU͚ͩΛ࣍ͷεςʔτʹҾ͖ܧ͛ΔΑ͏ʹͳ ΔͷͰɺ࣍ͷεςʔτͰ΋$.idύϥϝʔλ͕࢖͑Δ

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ӡ༻ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ࣗಈతʹ࣮ߦͰ͖ΔػցֶशϫʔΫϑϩʔͷߏங w ϫʔΫϑϩʔͰग़ྗ͞ΕΔੜ੒෺ͷ؅ཧ w $*$%ύΠϓϥΠϯͷߏங w ϞσϧͷύϑΥʔϚϯε؅ཧ FUD

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ӡ༻ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ࣗಈతʹ࣮ߦͰ͖ΔػցֶशϫʔΫϑϩʔͷߏங w ϫʔΫϑϩʔͰग़ྗ͞ΕΔੜ੒෺ͷ؅ཧ w $*$%ύΠϓϥΠϯͷߏங w ϞσϧͷύϑΥʔϚϯε؅ཧ FUD Commig Soon

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ӡ༻ϑΣʔζʹ͓͚Δ.-0QTͷ໾ׂʢ࠶ܝʣ w ࣗಈతʹ࣮ߦͰ͖ΔػցֶशϫʔΫϑϩʔͷߏங w ϫʔΫϑϩʔͰग़ྗ͞ΕΔੜ੒෺ͷ؅ཧ w $*$%ύΠϓϥΠϯͷߏங w ϞσϧͷύϑΥʔϚϯε؅ཧ FUD Commig Soon ྑ͍ײ͡ͷࣄྫ͕Ͱ͖ͨΒ ϒϩάͳͲͰൃ৴͍͖ͯ͠·͢💪

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·ͱΊ

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·ͱΊ w .-ϓϩδΣΫτͷ1P$ɾӡ༻ϑΣʔζʹ͓͚Δؔ৺ࣄͱͦΕͧΕͷϑΣʔζʹ ͓͚Δ.-0QTͷ໾ׂΛ঺հ w 1P$ϑΣʔζͰ͸4BHF.BLFS4UVEJP΍ίϯςφɺ1SPDFTTFSΫϥεΛ༻͍ͯ ෼ੳ؀ڥͷඪ४Խ΍࣮ݧ؅ཧɺຊ൪؀ڥͰͷݕূΛ࣮ࢪ ‎շదʹ෼ੳɾֶशɾݕূ͕Ͱ͖Δ؀ڥߏஙΛ͓खܰʹʂ w ӡ༻ϑΣʔζͰ͸4UFQ'VODUJPOTΛ༻͍ͯఆظ࣮ߦͰ͖ΔػցֶशύΠϓϥΠϯ ͷߏஙΛ࣮ࢪ ‎ຊ൪ͷύΠϓϥΠϯҠߦ΋͓खܰʹʂ

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࠷ޙʹ

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σʔλΤϯδχΞઈࢍืूதͰ͢ʂ🧑💻 ɾϥΠϑΠϕϯτϥΠϑελΠϧͷ՝୊ղܾΛ͢ΔαʔϏεʹڵຯ͕͋Δํ ɾσʔλج൫ʹؔ͢Δҙࢥܾఆ΍ɺ.-ϓϩμΫτ։ൃʹڵຯͷ͋Δํ 5XJUUFS%.PS8BOUFEMZܦ༝ͳͲ͝࿈བྷ͓଴͍ͪͯ͠·͢ʂ ΧδϡΞϧ໘ஊͰ͸౴͑ΒΕΔൣғͰͳΜͰ΋౴͑·͢ʂʢಛʹ४උ͸͍Γ·ͤΜʣ 5XJUUFSˠIUUQTUXJUUFSDPNUBLBQZ 8F`SF)JSJOH