LLM エージェントを使った実験

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1. LLM ΤʔδΣϯτΛ࢖࣮ͬͨݧ @summerwind AI Agent Meetup Tokyo #0
2. @summerwind Software Engineer
3. 🤔 GPTʹ࢓ࣄΛ୅ΘΓʹ΍ͬͯ΋Β͏͜ͱ͕ՄೳͳͷͰ͸…? (ϦϞʔτͰ࢓ࣄΛ͍ͯ͠Δ;ΓΛ͠ͳ͕Βͬͦ͜ΓθϧμΛϓϨΠͰ͖Δͧ…ʁ)
4. gptask • LLM ʹ೚ҙͷίϚϯυͱ Python ίʔυΛ࣮ߦͤ͞Δ CLI • LangChain ͷ ReAct Agent ͕Ͳ͏ಈ͍͍ͯΔͷ͔஌Γͨͯ͘։ൃ • ΤϥʔΛࣗΒमਖ਼ͯ͠λεΫΛ࠶࣮ߦ͢ΔͳͲͷϙςϯγϟϧͷߴ͞ʹڻ͘ $ gptask "AWS Ͱϙʔτ͕શ։์͞Ε͍ͯΔ Security Group ΛϦετΞοϓͯ͠"
5. code-search-agent • ίʔυΛॻ͍ͯ΋Β͏લఏͱͯ͠ɺ·ͣݕࡧΛͰ͖ΔΑ͏ʹͨ͠ LLM ΤʔδΣϯτ • GPT-4 ͱ Language Server Protocol (LSP) Λ૊Έ߹ΘͤͯɺEmbedding ͳͲ͸࢖༻ͤͣʹίʔ υ΍γϯϘϧΛݕࡧͯ͠ճ౴ͯ͠΋Β͏࢓૊Έ • Kubernetes ͷΑ͏ͳڊେͳίʔυϕʔεͰ΋ͦͦ͜͜ͷਫ਼౓Ͱճ౴Ͱ͖Δ͜ͱ͕෼͔ͬͨ $ code-search-agent \ -r github.com/kubernetes/kubernetes \ "Deployment ϦιʔεͷόϦσʔγϣϯΛ΍͍ͬͯΔίʔυΛ୳ͯ͠ɺͦͷ৔ॴͱఆٛ಺༰Λࣔͯ͠ॲཧͷઆ໌Λ͍ͯͩ͘͠͞" The `ValidateDeployment` function in the file `pkg/apis/apps/validation/validation.go` is responsible for validating Deployment resources in Kubernetes. It calls two other validation functions on the deployment object: `apivalidation.ValidateObjectMeta` which validates the metadata of the deployment object, including the deployment name; and `ValidateDeploymentSpec` which validates the spec of the deployment object. These checks ensure that the deployment object is correctly formed and holds valid data, thereby avoiding invalid configurations in the Kubernetes system. ```github.com/kubernetes/kubernetes/pkg/apis/apps/validation/validation.go func ValidateDeployment(obj *apps.Deployment, opts apivalidation.PodValidationOptions) field.ErrorList { allErrs := apivalidation.ValidateObjectMeta(&obj.ObjectMeta, true, ValidateDeploymentName, field.NewPath("metadata")) allErrs = append(allErrs, ValidateDeploymentSpec(&obj.Spec, field.NewPath("spec"), opts)...) return allErrs } ```
6. CotEditor ͔Βͷ LLM ݺͼग़͠ • CotEditor (macOS ༻ΤσΟλ) ʹೖྗͨ͠಺༰ Λͦͷ··ϓϩϯϓτʹͯ͠ LLM Λݺͼग़͢ • ΩʔϘʔυγϣʔτΧοτͰ຋༁΍ςΩετͷ ੔ܗͳͲ͕࣮ߦͰ͖Δͷ͸ศར • CotEditor ଆͷ੍໿ͰετϦʔϛϯάදࣔͰ͖ ͣɺ·ͨಡΈࠐΈதͷ UI ͷදࣔ΋೉͍͠ͷͰ ଴͕ͪ࣌ؒ௕͘ײͯ͡͠·͏
7. ϢʔβʔͷߦಈΛݩʹಈ࡞͢ΔΤʔδΣϯτ • ϒϥ΢βͷϖʔδભҠͳͲΛτϦΨʔʹ LLM Λಈ࡞ͤ͞Δ࣮ݧ • ྫ͑͹ arxiv.org Λ։͘ͱɺͦͷϖʔδͷ࿦จΛղઆͯ͘͠ΕͨΓ͢Δ • ҰఆศརͰ͸͋Δ͕ɺߦಈΑΓ΋ LLM ͷग़ྗͷํ͕஗͍ͷͰ͍ͭग़ྗΛ଴ͬͯ͠·͏ • τϦΨʔͱͦͷΞΫγϣϯΛ૿΍͍ͯ͘͠ͱ໘നͦ͏ͳ༧ײ͸͍ͯ͠Δ
8. • ͍͍ײ͡ͷΠϯλʔϑΣʔεʹ͏·͘ LLM (ΤʔδΣϯτ) Λ૊ΈࠐΉͷ͸೉͍͠ • LLM ͷग़ྗΛ଴ͭඞཁ͕͋ΔΑ͏ͳ࢖͍ํ͸ɺݸਓతʹ͸ͪΐͬͱҧ͏ײ • ʮ͜Ε΍ͬͱ͖·͠ΐ͏͔ʁʯʮ΍ͬͱ͖·ͨ͠ʯ͙Β͍ͷඇಉظతʹ LLM (ΤʔδΣϯτ) ͕ ಈ͍ͯ͘ΕΔͱخ͍͔͠΋͠Εͳ͍ ࣮ݧʹΑΔֶͼ
9. Thank you!