LLM Meetup Tokyo #2 खଓ͖ΛهԱ͢Δ ίϚϯυܕΤʔδΣϯτͷ࣮૷ @ey_ryunosuke 2023/05/18

ݱࡏ લ৬ גࣜձࣾϝϧΧϦ Microservices Platform CI/CD ࣾ಺ͷ৽CIγεςϜͷ։ൃɾҠߦ @ey_ryunosuke ࣗݾ঺հ Cloudbaseגࣜձࣾ ιϑτ΢ΣΞΤϯδχΞ Ϋϥ΢υηΩϡϦςΟαʔϏεͷ։ൃ AI Labͷ্ཱͪ͛ʢ1ਓʣ ٕज़ελοΫ: Golang, TypeScript, AWS Twitter: @ey_nosukeru

ࣗ཯ܕΤʔδΣϯτͷۀ຿׆༻ʹ޲͚ͯ ● ࣗ཯ܕΤʔδΣϯτ = ༩͑ΒΕͨπʔϧΛ࢖͍ͳ͕Βɺ ࣗ෼Ͱߟ͑ͯ৭ʑ΍ͬͯ͘ΕΔ܅ ○ BabyAGI, AutoGPT ͳͲ͕࿩୊ʹ ● ເͷΑ͏ͳٕज़͕ͩɺ՝୊΋ଟ͍ ○ ಈ࡞ͷෆ҆ఆੑ ■ ظ଴ͨ͠ग़ྗΛग़ͯ͘͠Εͳ͍ ■ ແݶϧʔϓͯ͠Δ ○ ͔͔࣌ؒΓ͗͢ɺτʔΫϯ৯΂͗͢ ○ ίϯςΩετ௕ͷݶք https://github.com/yoheinakajima/babyagi

ࣗ཯ܕΤʔδΣϯτͷۀ຿׆༻ʹ޲͚ͯ ● ·ͩʮ;Θͬͱͨ͠λεΫΛ҆৺ͯ͠೚ͤΒΕΔʯ΄Ͳਫ਼౓͸ߴ͘ͳ͍ ● ͦΕΑΓ΋ɺʮఆܕλεΫΛ࣮֬ʹ͜ͳͯ͘͠ΕΔʯํ͕Ϣʔεέʔε͸ଟ͍ ● ඞͣ͠΋શ෦ࣗ෼Ͱߟ͑ͯ΍ͬͯ͘Εͳͯ͘΋͍͍ ○ Ұ౓ڭ͑ͨ͜ͱΛ֮͑ͯ͘ΕΔ ○ 2ճ໨Ҏ߱ʮ͋Ε΍ͬͱ͍ͯʂʯͰ΍ͬͯ͘ΕΔ

ࣗ཯ܕΤʔδΣϯτͷۀ຿׆༻ʹ޲͚ͯ ● ·ͩʮ;Θͬͱͨ͠λεΫΛ҆৺ͯ͠೚ͤΒΕΔʯ΄Ͳਫ਼౓͸ߴ͘ͳ͍ ● ͦΕΑΓ΋ɺʮఆܕλεΫΛ࣮֬ʹ͜ͳͯ͘͠ΕΔʯํ͕Ϣʔεέʔε͸ଟ͍ ● ඞͣ͠΋શ෦ࣗ෼Ͱߟ͑ͯ΍ͬͯ͘Εͳͯ͘΋͍͍ ○ Ұ౓ڭ͑ͨ͜ͱΛ֮͑ͯ͘ΕΔ ○ 2ճ໨Ҏ߱ʮ͋Ε΍ͬͱ͍ͯʂʯͰ΍ͬͯ͘ΕΔ

Command Agent ● ϕʔε͸ langchainͷΤʔδΣϯτ࣮૷ ○ λεΫͱπʔϧΛ༩͑ͯɺthought, action, action inputΛ܁Γฦ͠ग़ྗͤ͞Δ ● λεΫͱεςοϓΛςϯϓϨʔτԽ͍ͨ͠ → ม਺ͰύϥϝʔλԽ ● Commandͱ͍͏ΞΫγϣϯ୯Ґ (≒ ؔ਺) 1. Ұ࿈ͷखଓ͖ΛύοέʔδԽͨ͠΋ͷ 2. ࣄલఆٛͨ͠֎෦πʔϧ (langchainͷToolͷϥούʔ) ● ίϚϯυͱ࢖͏ม਺ΛܾΊΔPlannning Agentͱɺ࢖͏ม਺͔ΒίϚϯυͷೖྗΛ࡞Δ Command Executor

ྫɿ[URL]ͷ಺༰Λ[NotionDB]ʹอଘ͢Δʢϓϥϯχϯάʣ ● step1: ○ Planning Agentʮ[URL]Λ࢖ͬͯɺGetURLContentΛ࣮ߦʯ ○ Command ExecutorʮGetURLContent(url: [URL])ʯ ● step2: ○ Planning Agentʮ[NotionDB]Λ࢖ͬͯɺSearchNotionDatabaseΛ࣮ߦʯ ○ Command ExecutorʮSearchNotionDatabase(database_name: [NotionDB])ʯ ● step3: ○ Planning Agentʮ[step1.output]ͱ[step2.output]Λ࢖ͬͯɺInsertNotionPageΛ࣮ߦʯ ○ Command ExecutorʮInsertNotionPage(database_id: [step2.output.database_id], content: [step1.output])ʯ ● step 4: ○ Planning Agentʮ[step3.output]Λ࢖ͬͯɺReturnΛ࣮ߦʯ ○ Command ExecutorʮReturn(page_url: step3.output)ʯˠಈ࡞׬ྃ

ྫɿ[URL]ͷ಺༰Λ[NotionDB]ʹอଘ͢ΔʢίϚϯυ࣮ߦʣ ● step1: ○ Planning Agentʮ[URL]Λ࢖ͬͯɺGetURLContentΛ࣮ߦʯ ○ Command ExecutorʮGetURLContent(url: [URL])ʯ ● step2: ○ Planning Agentʮ[NotionDB]Λ࢖ͬͯɺSearchNotionDatabaseΛ࣮ߦʯ ○ Command ExecutorʮSearchNotionDatabase(database_name: [NotionDB])ʯ ● step3: ○ Planning Agentʮ[step1.output]ͱ[step2.output]Λ࢖ͬͯɺInsertNotionPageΛ࣮ߦʯ ○ Command ExecutorʮInsertNotionPage(database_id: [step2.output.database_id], content: [step1.output])ʯ ● step 4: ○ Planning Agentʮ[step3.output]Λ࢖ͬͯɺReturnΛ࣮ߦʯ ○ Command ExecutorʮReturn(page_url: step3.output)ʯˠಈ࡞׬ྃ

Demo

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https://github.com/rynsuke/command-agent