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

Transcript

1. 4UFQ'VODUJPOT͔Β͸͡ΊΔ #FESPDL 
 4JN4UB !TIJNBHBKJ 
 +"846("*.-ࢧ෦ KBXTVH@BJNM

   
 ˡϗϫΠτγϚϦεͷΞϧλ

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

   5XJUUFS 4FSWFSMFTT ΧάΧά

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

4. աڈͷొஃࢿྉΞοϓͯ͠·͢ʢࠓ೔ͱࡢ೔ͷࢿྉ΋ʂʣ IUUQTTQFBLFSEFDLDPNTIJNBHBKJ

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

6. "HFOEB • #FESPDL͕ΊͪΌͪ͘ΌΞπ͍ • #FESPDLΛ؆୯ʹ࢖͍͍ͨʂ • 4UFQ'VODUJPOTͷ͢ʍΊ • ΞϓϦέʔγϣϯͷྫ •

   4UFQ'VODUJPOTͷ஫ҙ఺ • ·ͱΊ

7. ͸͡Ίʹ

8. ࠓɺ#FESPDL͕ΊͪΌͪ͘ΌΞπ͍

9. #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

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

11. ೖ໳هࣄ΋͋Γ·͢ IUUQTEFWDMBTTNFUIPEKQ

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

13. #FESPDLΛ࢖ͬͨ ΞϓϦέʔγϣϯͷྫ

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

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

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

17. Ͱ΋ੜ੒"*ΞϓϦέʔγϣϯͬͯ ࡞ΔͷେมͳΜͰ͠ΐʁ

18. 4JN4UBͷόοΫάϥ΢ϯυ • ։ൃʢαϒγεςϜʣܦݧˠ΄΅্ྲྀ޻ఔɺίʔυॻ͔ͳ͍ • ࢼݧͷγφϦΦϑΝΠϧΈ͍ͨͳಠࣗݴޠͳΒͨ͘͞Μॻ͍ͨ • Πϯϑϥʢ΄΅Ϋϥ΢υʣܦݧˠZBNMͱͪΐͬͱ͚ͩUG • -BNCEBʢ1ZUIPOʣͱϑϩϯτͷ+BWB4DSJQU΋ͪΐͬͱ͚ͩ ίʔυ͋Μ·ॻ͍ͨ͜ͱͳ͍ʢŧŔŕŪƂŜſʣ

19. ίʔυ͕ॻ͚Ε͹ ͍ΖΜͳ͜ͱ͕Ͱ͖Δͷʹʜɻ

20. ʢ͋·ΓʣίʔυΛॻ͔ͣʹ #FESPDL͍ͨͬ͠ʂʂ

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

22. 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

23. 4UFQ'VODUJPOTº#FESPDLͰ ΞϓϦέʔγϣϯΛͭ͘Ζ͏ʂ

24. 4UFQ'VODUJPOTͱ͸ʁ ϩʔίʔυͰ"84΍֎෦"1*ͱ࿈ܞͯ͠ΞϓϦέʔγϣϯͷ ϫʔΫϑϩʔΛߏஙͰ͖ΔΦʔέετϨʔγϣϯαʔϏε

25. 4UFQ'VODUJPOTͷັྗ͸ ͪ͜ΒͰࢥ͏ଘ෼ޠ͖ͬͯ·ͨ͠ IUUQTTQFBLFSEFDLDPNTIJNBHBKJTFSWFSMFTTGJSTUTUFQGVODUJPOTGJSTU

26. 4UFQ'VODUJPOTº#FESPDLͰ ͭͬͨ͘ΞϓϦέʔγϣϯͷ঺հ

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

28. -*/&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

29. 4UFQ'VODUJPOTͷϫʔΫϑϩʔ ࠷ॳͷॲཧͰݺͼग़͠ݩνΣοΫ ʢҰக͠ͳ͍ॲཧ͸εΩοϓʣ ݕࡧͯ͠ੜ੒ͨ͠ग़ྗΛ ͞Βʹ੔ܗ͢ΔελΠϧ ʢվળɾ޻෉ͷ༨஍͋Γʣ &WFOU#SJEHF"1*%FTUJOBUJPOͰ -*/&ͷΤϯυϙΠϯτΛݺͼग़͠ ճ౴ΛϢʔβʔʹૹ৴ ձ࿩ཤྺΛ௥Ճ͢Δ৔߹͸

    %ZOBNP%#΁ͷಡΈॻ͖Λ଍͢

30. ΄΅ίʔυΛॻ͔ͳ͍Ͱ ؆୯ʹνϟοτϘοτ͕࡞ΕΔʂ ͨͩ͠ɾɾɾ

31. ΋ͬ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

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

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

34. (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

35. 4UFQ'VODUJPOTͷϫʔΫϑϩʔ ͜Ε͚ͩ

36. 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

37. ॻ੶ʹ΋ϋϯζΦϯ͋Γ·͢#FESPDL։ൃೖ໳

38. 4UFQ'VODUJPOTར༻࣌ͷ ஫ҙ఺

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

40. "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

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

42. ·ͱΊ

43. ·ͱΊ • 4UFQ'VODUJPOTʹΑΓɺ؆୯ʹ#FESPDLΛ࢖ͬͨ 
 ੜ੒"*ΞϓϦέʔγϣϯ΁ೖ໳͢Δ͜ͱ͕Ͱ͖Δ • ϊʔίʔυϩʔίʔυ͔Β࢝Ίͯɺඞཁͱͳͬͨࡍʹ 
 ίʔσΟϯάͰ࣮૷͍ͯ͘͠ͷ΋ΞϦ •

    ݱঢ়4UFQ'VODUJPOTʹ͸࢖͍ʹ͍͘఺΋ଘࡏ͢Δ 
 ˠੵۃతͳϑΟʔυόοΫ͍ͩ͡

44. 5IBOLZPVʂ