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AWS Ch
a
lice
で
࢝ΊΔ
രαʔόϨενϟοτ
ボ
οτ։ൃ!!
2024.12.04 ϏϤϯυษڧձ @tosuri13
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ͱ͢Γ @tosuri13
MOTEXגࣜձࣾ AIΤϯδχΞ
Am
a
zon Tit
a
n Text Embeddings V2ͷ
Bin
a
ryVectorαϙʔτʹڳ͕ߴ໐͍ͬͯ·͢🤗
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ಥવͰ͕͢ʮAWSͰνϟοτϘοτΛ࡞ͬͯཉ͍͠!!ʯ
ͱݴΘΕͨΒͲ͏͠·͔͢?
ࣾͰ͑Δ
AIνϟοτϘοτ͕ཉ͍͠!! EC2ΛԕִͰૢ࡞Ͱ͖Δ
νϟοτϘοτ͕ཉ͍͠!!
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ಥવͰ͕͢ʮAWSͰνϟοτϘοτΛ࡞ͬͯཉ͍͠!!ʯ
ͱݴΘΕͨΒͲ͏͠·͔͢?
ϘοτΛৗறͤ͞Δ
αʔόΛ༻ҙ͠ͳ͖Ό…
৽͘͠IAMϩʔϧΛ
ൃߦ͓͔ͯ͠ͳ͖Ό…
CFnςϯϓϨʔτ
༻ҙ͢Δͷ໘ͩͳ͊…
σΟϨΫτϦߏ
Ͳ͏͠Α͏…
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ಥવͰ͕͢ʮAWSͰνϟοτϘοτΛ࡞ͬͯཉ͍͠!!ʯ
ͱݴΘΕͨΒͲ͏͠·͔͢?
ϘοτΛৗறͤ͞Δ
αʔόΛ༻ҙ͠ͳ͖Ό…
৽͘͠IAMϩʔϧΛ
ൃߦ͓͔ͯ͠ͳ͖Ό…
CFnςϯϓϨʔτ
༻ҙ͢Δͷ໘ͩͳ͊…
σΟϨΫτϦߏ
Ͳ͏͠Α͏…
ߟ͑Δ͜ͱ͕ଟͯ͘େม!!
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ͦ͜Ͱհ͍ͨ͠ͷ͕…
ʮAWS Ch
a
liceʯ
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Ch
a
liceͱ͍͍ͬͨ…
PythonͰαʔόϨεΞϓϦέʔγϣϯΛ
AWS্ʹૉૣ͘ߏஙͰ͖ΔϑϨʔϜϫʔΫ!!
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Ch
a
liceʹ͍ͭͯৄ͘͠ݟ͍ͯ͜͏!!
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Fl
a
sk/F
a
stAPIϥΠΫͳσίϨʔλϕʔεͷߏจʹΑΓ
ֶशίετΛ͔͚ͣʹ։ൃͰ͖Δ!!
Ch
a
liceͷಛ ͦͷᶃ
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طଘͷPythonؔʹCh
a
liceͷσίϨʔλΛՃ͢Δ͚ͩͰɺ
؆୯ʹL
a
mbd
a
ͱͯ͠ఆٛ͢Δ͜ͱ͕Ͱ͖Δ!!
REST APIͷ!!
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PythonΞϓϦͰΑ͘༻͞Ε͍ͯΔFl
a
skF
a
stAPIʹࣅͨߏจͳͷͰɺ
ϑϨʔϜϫʔΫಠࣗͷֶशίετ͕গͳ͘ࡁΈ·͢!!
🌟 Fl
a
skͳΒ… 🌟 F
a
stAPIͳΒ…
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Ch
a
liceͷಛ ͦͷᶄ
AWSΠϯϑϥετϥΫνϟΛҙࣝͤͣʹ
αʔόϨεΞϓϦέʔγϣϯΛ։ൃͰ͖Δ!!
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Α͋͘ΔαʔόϨεߏ
L
a
mbd
a
+ S3 Event L
a
mbd
a
+ EventBridge
S3Ξοϓϩʔυ͞Εͨ
ϑΝΠϧΛݕͯ͠νϟοτΛૹΓ͍ͨ!!
ఆظతʹϦϚΠϯυ͢ΔΑ͏ͳ
νϟοτϘοτΛ࡞Γ͍ͨ!!
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L
a
mbd
a
+ S3 Event L
a
mbd
a
+ EventBridge
Ch
a
liceͳΒσίϨʔλΛ͚ସ͑Δ͚ͩͰɺ
L
a
mbd
a
ͱؔ࿈ϦιʔεͷઃఆͳͲΛఆٛ͢Δ͜ͱ͕Ͱ͖·͢!!
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Ch
a
liceͷಛ ͦͷᶅ
CFnςϯϓϨTerr
a
formͳͲͷI
a
Cίʔυ͕ෆཁ!!
AWSͷσϓϩΠ͕ͱͯγϯϓϧʹ!!
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AWSʹσϓϩΠ͢Δ্Ͱͷ࠷େͷোน…
CloudForm
a
tion Terr
a
form
ςϯϓϨʔτϑΝΠϧ༻ҙͯ͠
σϓϩΠ͢Δͷେมͩͳ͊…
ຊʹେม😥
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ྫ͑͜ͷΑ͏ͳίʔυ͕͋Δͱ͖…
Μ…?͜ΕͬͯIAMϙϦγʔʹ
ԿͷݖݶΛՃͨ͠Β͍͍Μͩ?
͔Βͳͯ͘ࠔΔ!!
ௐΔͷେม!!
API G
a
tew
a
y͔ΒL
a
mbd
a
Λ
ݺͿͨΊʹඞཁͳͷͬͯԿ?
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Ch
a
liceͳΒ…
↓
σίϨʔλͷ༰͔ΒσϓϩΠ͢ΔAWSϦιʔεΛಛఆ!!
ch
a
lice deploy ͰඞཁͳϦιʔεΛࣗಈతʹσϓϩΠͯ͘͠ΕΔ!!
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͞ΒʹIAMϩʔϧ·Ͱ…!!
AWS SDK(boto3)ͷίʔυΛղੳɺ࠷খݖݶͷIAMϩʔϧΛ
ࣗಈతʹ࡞ͯ͠L
a
mbd
a
ʹΞλονͯ͘͠ΕΔ!!
ͱͬͯศར!!
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CloudForm
a
tion Terr
a
form
ͪͳΈʹɺCh
a
lice͔ΒCFnςϯϓϨʔτTerr
a
formͰ
σϓϩΠՄೳͳύοέʔδΛग़ྗ͢Δػೳ͍͍ͭͯ·͢!!
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ͪΐͬͱෑډͷߴ͔ͬͨνϟοτϘοτ։ൃ…
Ch
a
lice͕͋Εා͘ͳ͍!!✨
ԿͰ͍͍͔Βૣ͘
AIνϟοτϘοτΘͤͯʙ!! ࠓͳΒ؆୯ʹ࣮Ͱ͖Δͧ!!
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ࢼ͠ʹCh
a
liceΛͬͯAIνϟοτϘοτΛ
രͰ࡞ͬͯΈΔ!!
Bedrock
(Cl
a
ude 3 Sonnet)
API G
a
tew
a
y L
a
mbd
a
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ҰॠͰ🤗
(σϓϩΠ؆୯!!)
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ɾ
a
pp.pyʹશͯ·ͱΊͳ͍ͱ͍͚ͳ͍!!
ɹˠ Ϟδϡʔϧch
a
licelib͔ΒͷΠϯϙʔτʹ੍ݶ͞ΕΔͨΊɺCh
a
liceͷ༻
్؆୯ͳϘοτ։ൃϓϩτλΠϓ։ൃͳͲʹݶΒΕΔɻ
ͱ͍͑ɺCh
a
liceʹۤखͳͱ͜Ζ͕…😓
ɾ࡞͞ΕΔAWSϦιʔεʹରͯ͠ॊೈͳઃఆ͕Ͱ͖ͳ͍!!
ɹˠ ࣗಈతʹϦιʔεΛ࡞͢ΔϑϨʔϜϫʔΫͷͨΊํͳ͍໘͋Γͭ
ͭ…ࡉ͔͍ઃఆΛ͢ΔʹSAMͳͲͷํ͕ద͍ͯ͠Δɻ
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Ҏ্ɺAWS Ch
a
liceͷհͰͨ͠!!
ؾʹͳͬͨํͥͻνΣοΫͯ͠Έ͍ͯͩ͘͞!!
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Th
a
nk you for listening!!
@tosuri13 ← Α͔ͬͨΒTwitterϑΥϩʔͯ͠Ͷ