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KARTE CraftにおけるLLM活用~Craft Functions Copilot~
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tik-son
October 02, 2023
Technology
1
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KARTE CraftにおけるLLM活用~Craft Functions Copilot~
Microsoftと語る LLM実装の最前線 でお話した KARTE CraftにおけるLLM活用 について
https://cto-a.connpass.com/event/292450/
tik-son
October 02, 2023
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Transcript
© PLAID, Incɹ KARTE Craft LLM Craft Functions Copilot 2
023 . 0 9 . 2 8 Microsoft LLM
© PLAID, Incɹ VP of Engineering & Product, Ecosystem
2014 KARTE KARTE API Ecosystem Team 20 22 APN AWS Top Engineers 2
© PLAID, Incɹ ࠓͷ͓ Craft Functions Copilot KARTEΛ֦ு͢Δ Javascript ͷίʔυΛ
LLMΛͬͯੜΈग़ͤΔػೳ (ઈࢍ։ൃத) 3
© PLAID, Incɹ KARTE 4 CX( ) ϝΠϯϢʔβʔϚʔέλʔ 4
© PLAID, Incɹ KARTE Craft KARTE Craft KARTE ͷػೳΛ֦ு͢ΔͨΊͷ։ൃϓϥοτϑΥʔϜɻಛʹ Craft
FunctionsΛར༻͢Δͱɺ ಠࣗαʔόʔΛཱͯͳͯ͘֎෦αʔϏεͱͷϦΞϧλΠϜ࿈ܞΛ࣮ݱͰ͖Δɻ KARTEͰൃੜ͢ΔϢʔβʔͷঢ়ଶͷมԽ ɺಛఆͷεέδϡʔϧΛτϦΨʔʹɺ Craft FunctionsΛ௨ͯ͡൚༻ͳϓϩάϥϜΛ࣮ߦɻ ࣾ֎ͷ༷ʑͳγεςϜͱKARTEͷ࿈ܞΛεϜʔζʹ࣮ݱɻ 5
© PLAID, Incɹ 6
© PLAID, Incɹ 7
© PLAID, Incɹ 8
© PLAID, Incɹ 9
© PLAID, Incɹ GPT 4 ? 10
© PLAID, Incɹ 11 Craft Functions Copilot KARTEΛ֦ு͢Δ Javascript ͷίʔυΛ
LLMΛͬͯੜΈग़ͤΔػೳ (ઈࢍ։ൃத)
© PLAID, Incɹ 12 KARTE ར༻ऀ Azure OpenAI GPT4 ίʔυੜ
Λࢦࣔ Craft Functions Copilot (v 0 . 0 . 1 ) 12 GPT4Λར༻͢ΔϓϩϯϓτΛෳ༻ҙ͠ɺ Πϯϓοτࣗવݴޠೖྗͷ νϟοτΠϯλʔϑΣʔεͰ࡞
© PLAID, Incɹ KARTE API Craft - - - 13
© PLAID, Incɹ Ϧιʔε্ݶ 14 ຊ൪ఏڙʹ͓͚Δ੍ ϨΠςϯγʔ GPT-3.5 and GPT-4
API response time measurements - FYI Azure OpenAI Service ͷΫΥʔλͱ੍ݶ ίετ Azure OpenAI Service ͷՁ֨
© PLAID, Incɹ • ͯ͢ΛGPT4 + ϓϩϯϓτΤϯδχΞϦϯάͷྗٕͰղ͜͏ͱ͠ͳ͍ • λεΫΛదͳཻʹׂ͢Δ •
ׂͨ͠λεΫ͝ͱʹUIΛͨͤΔ • LLMΛ͍ͬͯΔ͔Βͱݴͬͯɺશͯࣗવݴޠೖྗ+ LLMʹ͢ߏ ͱ͠ͳ͍ ◦ ηϨΫτϘοΫεɺݕࡧɺݻఆʹର͢ΔબϘλϯͳͲɺదࡐదॴͳΠ ϯϓοτํࣜΛ༻ҙ͢Δ ຊ൪ఏڙʹ͓͚Δ੍ Λ౿·͑ͨ ઃܭͷϙΠϯτ 15
© PLAID, Incɹ 16 εςοϓΛׂ ༷ʑͳΠϯϓοτํࣜ
© PLAID, Incɹ KARTE ར༻ऀ Azure OpenAI GPT4 εςοϓ 2
Azure OpenAI Embeddings/ GPT3.5 Azure Cognitive Search Vector Search - KARTE API Metadata - Craft Functions Metadata - etc… DB - KARTE API Metadata - Craft Functions Metadata - etc… Azure OpenAI Embeddings/ GPT3.5 Azure Cognitive Search Vector Search - KARTE API Metadata - Craft Functions Metadata - etc… DB - KARTE API Metadata - Craft Functions Metadata - etc… Azure OpenAI Embeddings Azure Cognitive Search Vector Search - Craft Functions Trigger Metadata DB - Craft Functions Trigger Metadata 2. σʔλऔಘεςοϓʹ͓͚Δ ࣭/ઃఆ 1.τϦΨʔεςοϓʹ͓͚Δ ࣭/ઃఆ 3.σʔλग़ྗεςοϓʹ͓͚Δ ࣭/ઃఆ τϦΨʔεςοϓʹ͓͚Δ ઃఆσʔλ 4.ίʔυੜ Λࢦࣔ σʔλऔಘεςοϓʹ͓͚Δ ઃఆσʔλ σʔλग़ྗεςοϓʹ͓͚Δ ઃఆσʔλ ֤εςοϓͷઃఆσʔλΛར༻ͯ͠ίʔυੜ Craft Functions Copilot (v 0 . 1 . 0 ) 17
© PLAID, Incɹ • GPT4Λ༗ޮతʹར༻ͨ͠UIʹΑΓ ◦ τʔΫϯ͕60%ݮ ◦ ϨΠςϯγʔ͕65%վળ ◦
ੜ͞ΕΔίʔυͷਫ਼ ◦ Ϣʔβମݧ্ ݁Ռ / ·ͱΊ • Craft Function Copilotv0.1.0ɻײతͰͳ͍෦͕͋Δ • LLMपΓͷϓϩμΫτΛ͏·͘Έ߹ΘͤΕɺ UI/UXͬͱվળग़དྷΔ༨͋Γͦ͏ 18