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KDDI DIGITAL GATEのLLM事例紹介
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sh-tsukamoto
November 06, 2023
Technology
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KDDI DIGITAL GATEのLLM事例紹介
sh-tsukamoto
November 06, 2023
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Transcript
KDDI DIGITAL GATEͷ LLMࣄྫհ 2023/11/02 KDDIגࣜձࣾ ௩ຊ Ұ࿕
ࣗݾհ ௩ຊ Ұ࿕ KDDIגࣜձࣾ KDDI DIGITAL GATEॴଐ ιϑτΣΞΤϯδχΞ • ීஈWEB/ϞόΠϧΞϓϦ։ൃ͕த৺
• ࠷ۙLLMΛ׆༻ͨ͠։ൃଟ͍ͬͯ͘·͢ • ̍ϲ݄લɺAmazon Bedrockͷਖ਼ࣜϦϦʔεͱ΄΅ ಉ࣌͡ظʹ່͕ੜ͠·ͨ͠
KDDI DIGITAL GATEʹ͍ͭͯ σβΠϯࢥߟδϣϒཧΛ༻͍ͨαʔϏεσβΠϯ ΞδϟΠϧ։ൃʹΑΔϓϩμΫτ։ൃɾݕূ Λ௨ͯ͠๏ਓސ٬ͷDXࣄۀ্ཱͪ͛Λαϙʔτ͢Δ৫ ࠷ۙҎԼͷΑ͏ͳ׆ಈʹྗ • ੜAIΛ׆༻ͨ͠ϓϩμΫτ։ൃ •
ࣾ֎ͰͷੜAIษڧձ։࠵
DXਪਐΛ͞Ε͚ͨͲαʔϏεσβΠϯͬͯԿΛ͢Ε͍͍ͷʁͱ͍͏୲ऀ͕ αʔϏεσβΠϯख๏ΛήʔϜײ֮ͰֶΔ Amazon Bedrock࣮ΞϓϦ ʮϏδωεΛͭ͘Ζ͏ʂʯ ུͯ͠ʮϏδͭ͘ʂʯ ※Amazon Bedrock: AWS͕ఏڙ͢ΔੜܥAIαʔϏε
ઌAWSͷهऀձݟͰগ͚ͩ͠հ͞Ε·ͨ͠
Amazon Bedrock࣮ΞϓϦʮϏδͭ͘ʂʯ ࠷ॳʹاըςʔϚΛೖྗ͢Δ͚ͩͰ
Amazon Bedrock࣮ΞϓϦʮϏδͭ͘ʂʯ པ͍͠ϝϯόʔ(LLM)͕δϣϒཧʹ͓͚ΔδϣϒϏδωεΞΠσΞΛෳఏࣔͯ͘͠ΕΔ
Amazon Bedrock࣮ΞϓϦʮϏδͭ͘ʂʯ ఏࣔ͞ΕͨδϣϒϏδωεΞΠσΞΛબͯ͠ਐΊ͍ͯ͘ͱ
Amazon Bedrock࣮ΞϓϦʮϏδͭ͘ʂʯ ࠷ऴతʹΩϟονίϐʔ·Ͱੜͯ͘͠ΕͯɺاըҊͱͯ͠ར༻Մೳ
γεςϜΞʔΩςΫνϟ ϑϩϯτ όοΫΤϯυ AWSͰ݁ʂ Ϟσϧ Anthoropicࣾͷ Claude 2Λར༻
ϓϩϯϓταϯϓϧ """Human: ҎԼͷςʔϚʹ͍ͭͯɺδϣϒཧʹج͍ͮͯδϣϒͷྫΛ4ͭ࡞͠·͢ɻ࡞͢Δδϣϒҙ֎ੑͷ͋ΔྫΛؚΊɺ੍݅ʹ ैͬͯग़ྗ͠·͢ɻ ### ςʔϚ {theme} ### ϑΥʔϚοτ {format_instructions}
### ੍݅ ϑΥʔϚοτʹै͍ɺϑΥʔϚοτ෦ͷΈग़ྗɻ Assistant:"""
Bedrock(Claude 2)ͷྑ͍ͱ͜Ζ • ίετɺճ࣭ͱʹGPT3.5ͱGPT4ͷؒ͘Β͍ ➢ 3.5ͩͱճ࣭͕ෆ͚҆ͩͲɺ4ͩͱίετ͕ߴ͗͢Δͱ͍͏ʹधཁ͕͋Γͦ ͏ • ࠷େτʔΫϯ͕10ສτʔΫϯ ➢
ChatGPT࠷େ3.2ສτʔΫϯ • ଟ͘ͷΤϯδχΞ͕͍׳ΕͨAWSڥͰ݁ͯ͠ϓϩμΫτ։ൃ͕Ͱ͖Δ • LLMܥͷ։ൃͰศརͳLangChainͱΈ߹Θͤͯར༻Մೳ
Bedrock(Claude 2)Λͬͯۤ࿑ͨ͠ • ChatGPTʹ͓͚ΔFunction Callingػೳ͕ݱ࣌Ͱͳ͍ ➢ ΞϓϦʹΈࠐΉࡍLangchainͷύʔαʔͰJSONܗࣜͰฦ٫͞ΕΔΑ͏ʹͨ͠ ➢ Function Callingʹ૬͢Δػೳ͕͋Ε։ൃ͕ͬͱָʹͳΓͦ͏
• Bedrock APIͷԠ͕ฦͬͯ͘Δ·Ͱʹ͕͔͔࣌ؒΔ͜ͱ͕͋Δ ➢ APIͷԠʹ10ඵఔ͔͔Δ ➢ ݁Ռදࣔ͢Δલͷը໘ͰࣄલʹAPIΛόοΫάϥϯυ࣮ߦ͠ɺϢʔβମײͰ API࣮ߦͷ͕ͪ࣌ؒݮΔΑ͏ʹ ➢ Claude 2౦ژϦʔδϣϯͰ͑ΔΑ͏ʹͳΕԠ͕࣌ؒ͘ͳΔ͔ʁ ※ݱ࣌(11/2)Ͱ౦ژϦʔδϣϯະରԠ
Bedrock(Claude 2)Λͬͯۤ࿑ͨ͠ • ChatGPTʹ͓͚ΔFunction Callingػೳ͕ݱ࣌Ͱͳ͍ ➢ ΞϓϦʹΈࠐΉࡍLangchainͷύʔαʔͰJSONܗࣜͰฦ٫͞ΕΔΑ͏ʹͨ͠ ➢ Function Callingʹ૬͢Δػೳ͕͋Ε։ൃ͕ͬͱָʹͳΓͦ͏
• Bedrock APIͷԠ͕ฦͬͯ͘Δ·Ͱʹ͕͔͔࣌ؒΔ͜ͱ͕͋Δ ➢ APIͷԠʹ10ඵఔ͔͔Δ ➢ ݁Ռදࣔ͢Δલͷը໘ͰࣄલʹAPIΛόοΫάϥϯυ࣮ߦ͠ɺϢʔβମײͰ API࣮ߦͷ͕ͪ࣌ؒݮΔΑ͏ʹ ➢ Claude 2౦ژϦʔδϣϯͰ͑ΔΑ͏ʹͳΕԠ͕࣌ؒ͘ͳΔ͔ʁ ※ݱ࣌(11/2)Ͱ౦ژϦʔδϣϯະରԠ ͜ͷลΓ͜Ε͔ΒͲΜͲΜྑ͘ͳ͍ͬͯͣ͘ɻظ͍ͯ͠·͢ʂ
ͦͷଞ։ൃͨ͠ϓϩμΫτΛܰ͘հ
اۀͷ࠷৽ͷۀαϚϦʔΛڭ͑ͯ͘ΕΔʮEyeRʯ ࣾͷӦۀ୲͕ར༻͢Δ͜ͱΛఆ ηΩϡϦςΟʢใ࿙͍͑ʣରࡦ ↳ձ໊ࣾͷೖྗ͚ͩͰ༨ܭͳใΛೖྗͤ͞ͳ͍ GPTͷΧοτΦϑσʔλͷରࡦ ʢGPT3.520219݄·Ͱͷσʔλ͕جͱͳ͍ͬͯΔʣ ↳Bingʹͯ࠷৽HPใΛऔಘ͠αϚϦʔ͢Δ ใͷ͔֬Β͠͞ͷূ໌ ↳αϚϦʔͷجͱͳΔϖʔδͷURLΛදࣔ͢Δ
EyeRγεςϜߏਤ
؆୯ͳ࣭ʹ͑Δ͚ͩͰ໊͋ͩΛ͚ͭͯ͘ΕΔʮNick genieʯ ChatGPTྲྀߦΓͨͯͷࠒʹ3͘Β͍Ͱ࡞ͬͨษڧ༻ϓϩμΫτ