Step FunctionsからはじめるBedrock @ JAWS-UG AI/ML

by SimSta

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4UFQ'VODUJPOT͔Β͸͡ΊΔ #FESPDL   4JN4UB !TIJNBHBKJ   +"846("*.-ࢧ෦ KBXTVH@BJNM   ˡϗϫΠτγϚϦεͷΞϧλ

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ࣗݾ঺հ ɹ࡛ۄɹʢʙେֶͷ్த·Ͱʣ ˠࡳຈɹʢʙେֶɾ೥ʣ ˠਆಸ઒ʢʙେֶӃʙब৬ͯ͠೥൒͘Β͍ʣ ˠࡳຈɹʢʙ೥ͪΐͬͱɺݱࡏʣ ޷͖ͳ"84αʔϏεɿ4UFQ'VODUJPOT 4JN4UBʢΦϯϥΠϯͷ͕ͨ͢ʣ ,%%*ΞδϟΠϧ։ൃηϯλʔגࣜձࣾ ϓϥοτϑΥʔϜΤϯδχΞϦϯά෦ !TIJNBHBKJ 5XJUUFS 4FSWFSMFTT ΧάΧά

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ϗϫΠτγϚϦεͱ ฻Β͍ͯ͠·͢🐿 5XJUUFSΞΧ΢ϯτ΋͋ΔΑ !BMUB@XIJUFDIJQ ౳਎େνϧλϦε΋͍ΔΑ

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աڈͷొஃࢿྉΞοϓͯ͠·͢ʢࠓ೔ͱࡢ೔ͷࢿྉ΋ʂʣ IUUQTTQFBLFSEFDLDPNTIJNBHBKJ

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ݸਓϒϩάΛӡ༻͍ͯ͠·͢͠·͕͡ ͠Ήͦ͘ "84ΞοϓσʔτΛ ຖिߋ৽ʂ   ͦͷଞ Ϋϥ΢υΨδΣοτ γϚϦεͷ࿩ͳͲ

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"HFOEB • #FESPDL͕ΊͪΌͪ͘ΌΞπ͍ • #FESPDLΛ؆୯ʹ࢖͍͍ͨʂ • 4UFQ'VODUJPOTͷ͢ʍΊ • ΞϓϦέʔγϣϯͷྫ • 4UFQ'VODUJPOTͷ஫ҙ఺ • ·ͱΊ

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͸͡Ίʹ

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ࠓɺ#FESPDL͕ΊͪΌͪ͘ΌΞπ͍

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#FESPDLͷػೳ Ϟσϧݺͼग़͠ Ҏ্ͷج൫Ϟσϧ͔Β ༻్ʹ߹ΘͤͯબΜͰݺͼग़ͤΔ ը૾ೝࣝ΍ը૾ੜ੒ɺຒΊࠐΈ΋0, ,OPXMFEHF#BTFT ؆୯ͳηοτΞοϓͰ 4ʹอଘͨ͠จॻΛ΋ͱʹ ຊ֨తͳ3"(Λ࣮૷Ͱ͖Δ "HFOUT Ϟσϧ͕ࢦࣔʹԠͯࣗ͡཯తʹ 3"(΍-BNCEBΛ࣮ߦͯ͠ λεΫΛ͜ͳͯ͘͠ΕΔ • ϓϩϏδϣϯυεϧʔϓοτ • ਪ࿦ύϥϝʔλͷௐ੔ • 1SJWBUF-JOL • $IBUXJUIZPVSEPDVNFOU • ϞσϧධՁ • ίϥϘϨʔγϣϯʢ4UVEJPʣ • ΨʔυϨʔϧ • ΢ΥʔλʔϚʔΫݕग़ • ΧελϜϞσϧΠϯϙʔτ • ϓϩϯϓτϚωδϝϯτ • 1SPNQU'MPXT FUD

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͍ͭʹ$MBVEF͕౦ژϦʔδϣϯʹ௥Ճʂ Ӊ஦࠷଎Ͱʢग़ݱͯ͠໿෼ޙʣهࣄॻ͖·ͨ͠ IUUQTRJJUBDPNTIJNBHBKJJUFNTCCEFGBEBGGGC

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ೖ໳هࣄ΋͋Γ·͢ IUUQTEFWDMBTTNFUIPEKQ

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ॻ੶΋ग़·ͨ͠#FESPDL։ൃೖ໳ 4JN4UB΋ͪΐͬͱ͚͓ͩख఻͍͍͖ͤͯͨͩ͞·ͨ͠

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#FESPDLΛ࢖ͬͨ ΞϓϦέʔγϣϯͷྫ

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Ϗδͭ͘ʂʢ%9ࣄۀاըମݧΞϓϦʣ Ӊ஦࠷଎ Λ໨ࢦͯ͠"NB[PO#FESPDLΛຊ֨׆༻ͨ͠ϓϩμΫτΛ։ൃ͠·ͨ͠ʂ IUUQTEFWFMPQFSTLEEJDPNCMPH5.%QDEJ5R3$.[SEQ;P #FESPDLͷ("͔Β ೔ޙͷʹ ϓϨεϦϦʔε͕ग़ͨ Ӊ஦࠷଎ͷ#FESPDLΞϓϦ

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͔͙ͨΜʢ4MBDL͔Β࢖͑ΔνϟοτϘοτʣ +"84%":4$ϑϧ"84ͷϚϧνςφϯτ4BB4ੜ੒"*ΞϓϦʮ͔͙ͨΜʯ։ൃൿ࿩ IUUQTXXXEPDTXFMMDPNTTL[L;+-.72KBXTEBZT@D@LBHVUBOQ

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ٞࣄ࿥ύοΫϯʢ3F"DU"HFOUʹΑΔӦۀࢧԉπʔϧʣ ,%%*ΞδϟΠϧ։ൃηϯλʔͷ"84ੜ੒"*ࣄྫɿ"NB[PO#FESPDLͰӦۀ׆ಈΛαϙʔτrٞࣄ࿥ͱఏҊॻͷ࡞੒࣌ؒΛ࡟ݮ IUUQTBXTBNB[PODPNKQCMPHTOFXTBXTHFOBJVTFDBTFTLEEJBHJMFNJOVUFT

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Ͱ΋ੜ੒"*ΞϓϦέʔγϣϯͬͯ ࡞ΔͷେมͳΜͰ͠ΐʁ

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4JN4UBͷόοΫάϥ΢ϯυ • ։ൃʢαϒγεςϜʣܦݧˠ΄΅্ྲྀ޻ఔɺίʔυॻ͔ͳ͍ • ࢼݧͷγφϦΦϑΝΠϧΈ͍ͨͳಠࣗݴޠͳΒͨ͘͞Μॻ͍ͨ • Πϯϑϥʢ΄΅Ϋϥ΢υʣܦݧˠZBNMͱͪΐͬͱ͚ͩUG • -BNCEBʢ1ZUIPOʣͱϑϩϯτͷ+BWB4DSJQU΋ͪΐͬͱ͚ͩ ίʔυ͋Μ·ॻ͍ͨ͜ͱͳ͍ʢŧŔŕŪƂŜſʣ

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ίʔυ͕ॻ͚Ε͹ ͍ΖΜͳ͜ͱ͕Ͱ͖Δͷʹʜɻ

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ʢ͋·ΓʣίʔυΛॻ͔ͣʹ #FESPDL͍ͨͬ͠ʂʂ

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ʢ΄΅ʣϊʔίʔυͰ#FESPDL͢Δํ๏ͷྫ • 4UFQ'VODUJPOTΛ࢖͏ • (FOFSBUJWF"*6TF$BTFT+1ʢ(FO6ʣΛσϓϩΠ͢Δ • #FESPDL$MBVEF$IBUΛ$PEF$BUBMZTU͔ΒσϓϩΠ͢Δ • ͦͷଞʹ΋͍Ζ͍Ζ͋ΔΑ

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ʢ΄΅ʣϊʔίʔυͰ#FESPDL͢Δํ๏ͷྫ • 4UFQ'VODUJPOTΛ࢖͏ɹˡࠓ೔͸ͪ͜ΒΛ঺հʂ • (FOFSBUJWF"*6TF$BTFT+1ʢ(FO6ʣΛσϓϩΠ͢Δ • #FESPDL$MBVEF$IBUΛ$PEF$BUBMZTU͔ΒσϓϩΠ͢Δ • ͦͷଞʹ΋͍Ζ͍Ζ͋ΔΑ ൪໨ʹ͍ͭͯৄࡉΛ஌Γ͍ͨํ͸ͪ͜ΒͰ঺հ͍ͯ͠·͢ IUUQTTQFBLFSEFDLDPNTIJNBHBKJKBXTVHTBQQPSPCFESPDLXJUIBMNPTUOPDPEF

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4UFQ'VODUJPOTº#FESPDLͰ ΞϓϦέʔγϣϯΛͭ͘Ζ͏ʂ

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4UFQ'VODUJPOTͱ͸ʁ ϩʔίʔυͰ"84΍֎෦"1*ͱ࿈ܞͯ͠ΞϓϦέʔγϣϯͷ ϫʔΫϑϩʔΛߏஙͰ͖ΔΦʔέετϨʔγϣϯαʔϏε

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4UFQ'VODUJPOTͷັྗ͸ ͪ͜ΒͰࢥ͏ଘ෼ޠ͖ͬͯ·ͨ͠ IUUQTTQFBLFSEFDLDPNTIJNBHBKJTFSWFSMFTTGJSTUTUFQGVODUJPOTGJSTU

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4UFQ'VODUJPOTº#FESPDLͰ ͭͬͨ͘ΞϓϦέʔγϣϯͷ঺հ

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ᶃ΄΅ϊʔίʔυͰͭ͘Δ-*/&νϟοτϘοτ ͠Ήͦ͘ͷϒϩάݪߘΛϕʔεͱͯ͠ "84ͷΞοϓσʔτʹؔ͢Δ࣭໰ʹ౴͑·͢ #FESPDL,OPXMFEHF#BTFTΛ 1JOFDPOFͱ૊Έ߹Θͤͯ༻ҙ͠ɺ 3FUSJFWBM"OE(FOFSBUFΛݺͼग़ͯ͠ར༻ ͵ΔΆ

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-*/&νϟοτϘοτͷߏ੒ ϑϩϯτΤϯυʹ-*/&Λ࢖͏͜ͱͰ ʢ΄΅ʣϊʔίʔυΛ࣮ݱ AWS Cloud API Gateway Step Functions Bedrock EventBridge API Destination LINE Webhook Invoke Execute Call HTTPS Endpoint Secrets Manager API Key User API Key S3 Pinecone Retrieve Embedding

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4UFQ'VODUJPOTͷϫʔΫϑϩʔ ࠷ॳͷॲཧͰݺͼग़͠ݩνΣοΫ ʢҰக͠ͳ͍ॲཧ͸εΩοϓʣ ݕࡧͯ͠ੜ੒ͨ͠ग़ྗΛ ͞Βʹ੔ܗ͢ΔελΠϧ ʢվળɾ޻෉ͷ༨஍͋Γʣ &WFOU#SJEHF"1*%FTUJOBUJPOͰ -*/&ͷΤϯυϙΠϯτΛݺͼग़͠ ճ౴ΛϢʔβʔʹૹ৴ ձ࿩ཤྺΛ௥Ճ͢Δ৔߹͸ %ZOBNP%#΁ͷಡΈॻ͖Λ଍͢

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΄΅ίʔυΛॻ͔ͳ͍Ͱ ؆୯ʹνϟοτϘοτ͕࡞ΕΔʂ ͨͩ͠ɾɾɾ

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΋ͬͱγϯϓϧʹνϟοτϘοτ͕࡞ΕΔΑ͏ʹͳͬͨ݅ "84$IBUCPUΛ࢖͏͜ͱͰ׬શʹϊʔίʔυͰ"HFOUTΛݺͼग़ͤΔΑ͏ʹ ʢ"DUJPO(SPVQTΛ࢖͏৔߹͸-BNCEBͷίʔσΟϯά͕ඞཁʣ AWS Cloud Bedrock Agents SNS Invoke Notify Action Groups Chatbot Publish Knowledge Bases User Slack

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΋ͬͱγϯϓϧʹνϟοτϘοτ͕࡞ΕΔΑ͏ʹͳͬͨ݅ User Slack ˢຊ෺ͷ͔͙ͨΜ ˡِ෺ͷ͔͙ͨΜʢ͔ͨ͘Μʣ

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ᶄ(VBSE%VUZͷ݁ՌΛ͍͍ײ͡ʹ௨஌ͯ͘͠ΕΔ܅ (VBSE%VUZ͔Βͷ௨஌Λ ͦͷ··4/4Ͱૹ৴͢Δͱ ͚ͬ͜͏ೝ஌ෛՙߴ͍ͷͰ શ෦#FESPDLʹ౤͛ͯ ͍͍ײ͡ʹͯ͠௨஌͢Δπʔϧ

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(VBSE%VUZ4VNNBSJ[FSͷߏ੒ ௨஌ઌʹ4MBDLʢ&ϝʔϧ౳΋ՄʣΛ࢖͏͜ͱͰ ʢ΄΅ʣϊʔίʔυΛ࣮ݱ AWS Cloud GuardDuty Step Functions Bedrock SNS Invoke Execute EventBridge User Threats E-Mail Publish Slack Security Hub ᶃ(VBSE%VUZͷΠϕϯτΛ௚઀र͏ ᶄ4FDVSJUZ)VCʹू໿͞ΕͨΠϕϯτΛर͏ ͷͲͪΒ͔Λબ୒ͯ͠σϓϩΠՄೳ

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4UFQ'VODUJPOTͷϫʔΫϑϩʔ ͜Ε͚ͩ

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4UFQ'VODUJPOTº#FESPDLΞϓϦέʔγϣϯ·ͱΊ • 3"(Λ౥ࡌͨ͠-*/&νϟοτϘοτ • (VBSE%VUZͷ݁ՌΛ͍͍ײ͡ʹͯ͠௨஌ͯ͘͠ΕΔ܅ ͲͪΒ΋ΊͪΌͪ͘Όγϯϓϧ͔ͭ΄΅ϊʔίʔυͳͷͰ ੜ੒"*ΞϓϦέʔγϣϯͷೖ໳ʹ࠷దʂ #FESPDL"HFOUTΛར༻͢Δ৔߹͸-BNCEBίʔσΟϯά͕ඞཁͳ఺ɺ ຊ൪ར༻͢Δ৔߹͸8"'ͳͲηΩϡϦςΟ໘Λߟྀ͢΂͖ͳ఺ʹ஫ҙʂ

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ॻ੶ʹ΋ϋϯζΦϯ͋Γ·͢#FESPDL։ൃೖ໳

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4UFQ'VODUJPOTར༻࣌ͷ ஫ҙ఺

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"HFOUTͷݺͼग़͠͸-BNCEB͕ඞཁ ਤॻିग़ΤʔδΣϯτΛߏஙͨ͠ͱ͖ͷྫ ʮ"HFOUΛݺͼग़ͨ͢Ί͚ͩͷ-BNCEBʯ͕ඞཁ ʢͪΐͬͱΠέͯͳ͍ʣ IUUQTTQFBLFSEFDLDPNTIJNBHBKJCFESPDLBHFOUTXPEB[BJTJUBUVTIVHVBOMJMJOFDIBUCPUXP[VPSPVUPTJUFNJUBBUKBXTVHZPLPIBNB

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"4-ʢ+40/1BUIʣͷೝ஌ෛՙ͸ߴΊ ΄ͱΜͲ͸(6*Ͱૢ࡞Ͱ͖Δ͕ ࡉ͔͍ॲཧ͸+40/Ͱฤू͢Δ ʢZBNM͕ཉ͍͠ʜʂʣ ૊ΈࠐΈؔ਺4UBUF9999 ΄ͱΜͲ֮͑ͯͳ͍ ೖग़ྗʹ࢖͏ *OQVU1BUI 3FTVMU1BUI 3FTVMU4FMFDUPS 0VUQVU1BUI ͍͍ͩͨงғؾͰ࢖ͬͯΔ ࠷ۙ͸ঢ়ଶ͝ͱʹςετͰ͖ΔͷͰ ೖग़ྗ͕ز෼ཧղͰ͖ΔΑ͏ʹͳͬͨ

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ಉ͡Ϧʔδϣϯͷ#FESPDL'.ͷΈݺͼग़ͤΔ Tokyo Region Oregon Region N.Virginia Region ΫϩεϦʔδϣϯਪ࿦ΤϯυϙΠϯτܦ༝ͰͷΈ ηΧϯμϦͱͯ͠ଞϦʔδϣϯͷ'.Λݺͼग़ͤΔ ʢݱঢ়64ͱ&6ͷΈɺΧελϜਪ࿦ΤϯυϙΠϯτཉ͍͠ʣ

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·ͱΊ

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·ͱΊ • 4UFQ'VODUJPOTʹΑΓɺ؆୯ʹ#FESPDLΛ࢖ͬͨ   ੜ੒"*ΞϓϦέʔγϣϯ΁ೖ໳͢Δ͜ͱ͕Ͱ͖Δ • ϊʔίʔυϩʔίʔυ͔Β࢝Ίͯɺඞཁͱͳͬͨࡍʹ   ίʔσΟϯάͰ࣮૷͍ͯ͘͠ͷ΋ΞϦ • ݱঢ়4UFQ'VODUJPOTʹ͸࢖͍ʹ͍͘఺΋ଘࡏ͢Δ   ˠੵۃతͳϑΟʔυόοΫ͍ͩ͡

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