CodeCatalystで生成AIチャットボットをデプロイしてみた @ クラメソさっぽろ勉強会 #2

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$PEF$BUBMZTUͰ ੜ੒"*$IBUCPUΛσϓϩΠͯ͠Έͨ   4JN4UB !TIJNBHBKJ   Ϋϥϝιͬ͞ΆΖษڧձ DN@TBQQPSP@TUVEZ ˡϗϫΠτγϚϦεͷΞϧλ

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

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ΦϑΟε͕ʢ΍΍ʣۙॴͰ͢ དྷ೥Ҿͬӽ͚͢Ͳ

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ϗϫΠτγϚϦεͱ ฻Β͍ͯ͠·͢🐿 ˢ౳਎େνϧλϦε 5XJUUFSΞΧ΢ϯτ΋͋ΔΑ !BMUB@XIJUFDIJQ ઌ೔ࡀʹͳΓ·ͨ͠🎂

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աڈͷొஃࢿྉΞοϓͯ͠·͢ʢࠓ೔ͷࢿྉ΋ʂʣ IUUQTTQFBLFSEFDLDPNTIJNBHBKJ

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

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"HFOEB • ͸͡Ίʹ • ࠓɺ#FESPDL͕Ξπ͍ • $PEF$BUBMZTUͱ͸ʁ • ੜ੒"*νϟοτϘοτΛσϓϩΠͯ͠Έͨ • #MVFQSJOUΛ࢖͓͏ • νϟοτϘοτͷ֓ཁ • $PEF$BUBMZTUͷखॱ • σϞ • ࣮ࡍ࢖ͬͯΈͯͲ͏ʁ • ·ͱΊ

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͸͡Ίʹ

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ࠓɺ#FESPDL͕Ξπ͍

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#FESPDLͱ͸ʁ "NB[PO΍"*ελʔτΞοϓ͕։ൃͨ͠਺ଟ͘ͷج൫Ϟσϧʢ'.ʣΛ "1*ͰαʔόʔϨεʹར༻Ͱ͖ΔαʔϏε IUUQTKBQBO[EOFUDPNBSUJDMF"NB[PO8FC4FSWJDFT*OD

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ʙͷΞοϓσʔτ͕Ξπ͍ʢ݅ʣ w.JTUSBM-BSHF͕#FESPDLͰར༻Մೳʹ w.FUB-MBNB͕#FESPDLͰར༻Մೳʹ w"OUISPQJD$MBVEF0QVT͕#FESPDLͰར༻Մೳʹ w$PIFSF$PNNBOE3ͱ$PNNBOE3͕#FESPDLͰར༻Մೳʹ w5JUBO*NBHF(FOFSBUPS͕#FESPDLͰҰൠఏڙ։࢝ w5JUBO5FYU&NCFEEJOHT7͕#FESPDLͰར༻Մೳʹ w5JUBO5FYU1SFNJFS͕#FESPDLͰར༻Մೳʹ w#FESPDL͕ύϦϦʔδϣϯͰར༻Մೳʹ w#FESPDL͕γυχʔϦʔδϣϯͰར༻Մೳʹ w#FESPDL͕ϜϯόΠϦʔδϣϯͰར༻Մೳʹ w,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕0QFO4FBSDI4FSWFSMFTTʹର͢ΔϓϥΠϕʔτωοτϫʔΫϙϦγʔΛαϙʔτ w,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕$MPVE'PSNBUJPOͱ4FSWJDF2VPUBTΛαϙʔτ w,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕$MBVEF)BJLVΛαϙʔτ w,OPXMFEHF#BTFTGPS#FESPDL͕୯ҰυΩϡϝϯτΛ༻͍ͨ؆ૉԽ͞Εͨ2"ػೳΛ௥Ճ w,OPXMFEHF#BTFTGPS#FESPDL͕ෳ਺ͷσʔλιʔεΛαϙʔτ w,OPXMFEHF#BTFTGPS#FESPDL͕ϕΫλʔετΞͱͯ͠.POHP%#"UMBTΛαϙʔτ w"HFOUTGPS#FESPDLͰ$MBVEF)BJLV͓Αͼ4POOFU͕ར༻Մೳʹ w"HFOUTGPS#FESPDLͷΤʔδΣϯτ࡞੒͕؆ૉԽ͠ɺ3FUVSOPG$POUSPMػೳ͕௥Ճ w"HFOUTGPS#FESPDL͕ϓϩϏδϣϯυεϧʔϓοτΛαϙʔτ w5JUBO*NBHF(FOFSBUPSͷ΢ΥʔλʔϚʔΫݕग़ػೳ͕ϦϦʔε w#FESPDLͰΧελϜϞσϧ͕ΠϯϙʔτՄೳʹ w#FESPDLͷϞσϧධՁ͕ϦϦʔε w(VBSESBJMTGPS#FESPDL͕ϦϦʔε͞Εɺ৽͍͠ίϯτϩʔϧ͕௥Ճ w#FESPDL4UVEJP͕ϦϦʔε ͜ͷଞʹαΠϨϯτΞϓσ΋͋ΔΒ͍͠ʜ

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(8தʹΞοϓ͞Εͨهࣄͷ਺͕Ξπ͍ IUUQTEFWDMBTTNFUIPEKQUBHTBNB[POCFESPDL

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৽ػೳ#FESPDL4UVEJP͕Ξπ͍

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ೖ໳هࣄ΋͋Γ·͢

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ॻ੶΋ग़·͢#FESPDL։ൃೖ໳ IUUQTUXJUUFSDPNNJOPSVOTUBUVT

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ʹྑ͛͞ͳΞοϓσʔτ͕͋Γ·ͨ͠ ͠·͕͡ʂΑΓ 8IBU`T/FXΑΓ

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$PEF$BUBMZTUͱ͸ʁ

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$PEF$BUBMZTUɿ౷߹ιϑτ΢ΣΞ։ൃαʔϏε ߏ੒ࡁΈͷ#MVFQSJOUΛ༻͍ͨਝ଎ͳϓϩδΣΫτ࡞੒ ඞཁͳύοέʔδΛඋ͑ͨΫϥ΢υϕʔεͷ౷߹։ൃ؀ڥʢ*%&ʣͷఏڙ ίʔυϦϙδτϦΛඋ͑ͨϑϧϚωʔδυͳ(JU؀ڥ εέʔϥϒϧͳίϯϐϡʔςΟϯά؀ڥΛ༻͍ͨ$*$%ύΠϓϥΠϯͷ࡞੒ νʔϜͰͷ։ൃΛՃ଎͢Δ༷ʑͳίϥϘϨʔγϣϯػೳ ͳΜ͔ࣅͨΑ͏ͳαʔϏε͕ੲ͋ͬͨΑ͏ͳ

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8PSLTIPQ΋͋Γ·͢ IUUQTDBUBMPHVTFBTUQSPEXPSLTIPQTBXTXPSLTIPQTGBCCGFEKB+1

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ಋೖࣄྫ΋͋Γ·͢!+"84'&45" IUUQTTQFBLFSEFDLDPNHFOLJPHBTBXBSBDEQBJQVSBJO λάλά ͬͪ͜͸ ΧάΧά

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ੜ੒"*νϟοτϘοτΛ σϓϩΠͯ͠Έͨ

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#MVFQSJOUΛ࢖͓͏

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#MVFQSJOUͱ͸ • ϥ΢ϧͷӈ࿹͕࣋ͭೳྗͷҰͭ • ஍ఈͷͱ͋Δ৔ॴͰೖखՄೳ • ഇ߭ͳͲʹ͍ΔࣥࣄΰʔϨϜ΍ΠʔΨஂͷ   ڌ఺͔ΒઃܭਤΛೖख͠ɺࢄΒ͹ͬͨ   ύʔπΛҰॠͰઃܭਤ௨Γʹ   ૊Έ্͛Δ͜ͱ͕Ͱ͖Δ • ଍Γͳ͍ΞΠςϜ͸κφχ΢ϜͰิ׬Ͱ͖Δ • ΢ϧτϥϋϯυΛ࢖ͬͯࣗ෼Ͱ࡞ͬͨ   ΋ͷΛ͓ؾʹೖΓػೳͰอଘ͓ͯ͘͠   ͜ͱ΋Ͱ͖Δ

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#MVFQSJOUͱ͸ • $PEF$BUBMZTUͷػೳͷҰͭ • 1SPKFDUͷ࡞੒ը໘Ͱར༻Մೳ • "84ͷαʔϏεΛ૊Έ߹Θͤͨ   ΞϓϦέʔγϣϯͷαϯϓϧΛબ୒͠ɺ   ଈ࠲ʹࣗ਎ͷ"84؀ڥ΁σϓϩΠ͢Δ   ͜ͱ͕Ͱ͖Δ • ଍Γͳ͍ػೳ͸ࣗ਎Ͱదٓิ׬Ͱ͖Δ • ݸਓ΍νʔϜͰ࡞ͬͨΞϓϦέʔγϣϯΛ   $VTUPN#MVFQSJOUͱͯ͠อଘ͓ͯ͘͠   ͜ͱ΋Ͱ͖Δ

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νϟοτϘοτͷ֓ཁ

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νϟοτϘοτͷߏ੒ $MBVEFͳͷ͕एׯո͍͠

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νϟοτϘοτͷػೳ • ೝূ • ձ࿩ͷ࡞੒ɺอଘɺ࡟আ • ฦ౴ͷίϐʔ • ձ࿩ͷࣗಈఏҊ • ϚʔΫμ΢ϯܗࣜ • ίʔυͷߏจڧௐදࣔ • ετϦʔϛϯάԠ౴ • *1੍ݶʢΦϓγϣϯʣ • ϓϩϯϓτͷमਖ਼ɺ࠶ૹ৴ • ࠃࡍԽʢଟݴޠରԠʣ   ೔ɺӳɺؖɺத • Ϟσϧͷ੾Γସ͑ • ΧελϜϘοτͷ࡞੒ͱڞ༗ • 3"( • ࢖༻ྔ෼ੳ

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$PEF$BUBMZTUͷखॱ

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ࣄલ४උʢ࡞੒ՄೳͳϦʔδϣϯʣ • #VJMEFS*%Λ࡞੒͠ɺ$PEF$BUBMZTUͷεϖʔεΛ࡞੒͢Δ   ˠϝʔϧΞυϨεͰొ࿥Մೳ • "84ΞΧ΢ϯτͷ#FESPDLͰϞσϧΞΫηεΛڐՄ͢Δ • "OUISPQJD$MBVEF0QVTʢΦϨΰϯͷΈʣ • "OUISPQJD$MBVEF4POOFU • "OUISPQJD$MBVEF)BJLV • $PIFSF&NCFE.VMUJMJOHVBM • Ϧιʔεͱ͸ผʹɺ#FESPDLͷϦʔδϣϯࢦఆ͕ඞཁ   ࣌఺ͰόʔδχΞ๺෦ɺΦϨΰϯͷΈ   ʢ্هϞσϧ͸ύϦɺγυχʔɺϜϯόΠͰ΋࢖͑Δʣ

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Ϧʔδϣϯ΍΍͍͜͠໰୊ • $PEF$BUBMZTUຊମͷϦʔδϣϯ   ˠΦϨΰϯ·ͨ͸ΞΠϧϥϯυ • ࡞੒͢ΔϦιʔε   ˠجຊతʹͲ͜Ͱ΋͍͍ • #FESPDLͷϦʔδϣϯ   ˠόʔδχΞ๺෦·ͨ͸ΦϨΰϯ   ʢ0QVT࢖͏ͳΒΦϨΰϯʣ ໘౗ͳΒ શ෦ΦϨΰϯ ޷͖ͳϦʔδϣϯൃදΧάΧά

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#MVFQSJOUબ୒ը໘

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ઃఆ߲໨

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࡞੒ʂ

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σϓϩΠதʜ

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ίέͨ EPDLFSΠϝʔδͷϏϧυதʹετϨʔδ͕଍Γͳ͘ͳͬͨΒ͍͠ʜʁ

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՝ۚͯ͠Έͨ

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௨ͬͨʂ લஈͷϫʔΫϑϩʔͱ߹ΘͤΔͱॳճσϓϩΠ͸͓Αͦ෼͘Β͍

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$MPVE'SPOU63-͔ΒΞΫηεͰ͖ͨʂ

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Ϣʔβʔͷ࡞੒ʹ͍ͭͯ ϓϩδΣΫτ࡞੒࣌ʹηϧϑͰΞΧ΢ϯτΛ࡞੒Ͱ͖ͳ͍Α͏ʹ͍ͯ͠Δ৔߹͸ $PHOJUPϢʔβʔϓʔϧ͔ΒϢʔβʔΛ࡞੒͢Δ

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ϩάΠϯޙͷը໘ ͳΜ͔0QVT΋αϙʔτ͞Ε͍ͯΔͬΆ͍ʢ௥ՃʣͰ͕͢ ΦϨΰϯͰͳ͍ͱར༻Ͱ͖ͳ͍ͨΊΤϥʔʹͳΓ·͢

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σϞ

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࣮ࡍ࢖ͬͯΈͯͲ͏ʁ

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CPU࡞੒ػೳʢ3"(෇͖ʣ ΠϯετϥΫγϣϯͱ63-·ͨ͸ϑΝΠϧΛ༩͑Δ͚ͩͰ (15TͷΑ͏ͳ3"(νϟοτϘοτ͕࡞ΕͯϢʔβʔؒͰڞ༗Ͱ͖Δ

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ϚϧνϞʔμϧରԠ ը૾ΛΞοϓϩʔυ·ͨ͸ϖʔετ͢Δ͜ͱͰ ը૾ͱςΩετ྆ํΛ΋ͱʹճ౴Λੜ੒ͯ͘͠ΕΔ

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ίετઅ໿΋όονϦ ϕΫλʔετΞͱͳΔ"VSPSB4FSWFSMFTTͷ ىಈఀࢭ࣌ࠁΛࢦఆͰ͖Δ

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ͪΐͬͱؾʹͳͬͨ఺ • 'SFF5JFSͩͱϏϧυ࣌ʹετϨʔδαΠζ͕଍Γࣦͣഊ͢Δ   ˠ΄΅4UBOEBSEҎ্ͷ5JFSલఏɺҰԠϩʔΧϧ$%,Ͱ΋0, • Ϗϧυʹ͕͔͔ͦͦ࣌ؒ͜͜Δ • ΞϓϦέʔγϣϯͷϥΠϒϥϦ͕ͪΐͬͱݹ͍͔΋ʁ • ͍͍ͩͨαʔόʔϨεͳͷͰ͓ࡒ෍ʹ༏͍͕͠ɺݸਓͩͱ   $IBU(151MVT΍$MBVEF1SPͱ͍ͬͨఆֹαʔϏεͷํ͕͍҆   ʢηΩϡΞͰΧελϚΠζՄೳͳར఺͸͋Δʣ • /"5(BUFXBZ͕ݸ΋σϓϩΠ͞ΕΔ

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ओཁϦιʔεͷ͓͓Αͦͷར༻ྉʢόʔδχΞ๺෦ʣ ͬ͘͟Γ݄υϧ͔Βʢ͍͍ͩͨ/"5(BUFXBZͷ͍ͤʣ $%,ฤू͢Ε͹΋ͬͱઅ໿Ͱ͖Δͱࢥ͍·͢ ֹ݄ උߟ 8"' υϧ 8FC"$-ϧʔϧݸ 4FDSFUT.BOBHFS υϧ ϕΫλʔετΞ༻ͷ γʔΫϨοτݸ "VSPSB4FSWFSMFTT υϧ ೔࣌ؒՔಇΛ૝ఆ ৗ࣌"$6ΛԾఆ /"5(BUFXBZ υϧ /"5(BUFXBZ୆ͱ ύϒϦοΫ*1WΞυϨεݸ $PEF$BUBMZTU υϧ 4UBOEBSE5JFS ͦͷଞ ໿ʙυϧ νϟοτ΍3"(ͷ࢖༻ྔʹΑΔ

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ͱ͸͍͑ʜ ͍͍ͩͨͷاۀνϟοτϘοτ ͜ΕͰे෼ͳͷͰ͸ʁʁ

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·ͱΊ

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·ͱΊ • $PEF$BUBMZTU͔Βੜ੒"*ͷଟػೳνϟοτϘοτ͕   ΊͪΌͪ͘Ό؆୯ʹ࡞Εͨ • $MBVEFͷ֤Ϟσϧ͕࢖͑Δ΄͔ɺೝূ΍8"'ɺ   3"(΍ϚϧνϞʔμϧͳͲҰ௨Γͷ΋ͷ͕ἧ͍ͬͯΔ • 'SFF5JFSͩͱͭ·͔ͮ͘΋ɺྉۚతʹ͸ݸਓͩͱߴΊ • ಛʹͩ͜ΘΓ͕ͳ͍اۀͷੜ੒"*νϟοτ͸͜ΕͰ͍͍Ͱ͢ • ͩ͜ΘΓͷ͋Δاۀ΋͜ΕΧελϚΠζ͢Ε͹͍͍ͱࢥ͏

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ࠂ஌ɿొஃ͠·͢ʂ Ϋϥ΢υωΠςΟϒºαʔόʔϨεº4UFQ'VODUJPOTͳ࿩Λ͢Δ༧ఆͰ͢

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