Tsim ib tus neeg sawv cev Kiro | B4N1

Tsim ib tus neeg sawv cev Kiro

3 months ago · b4n1 Read time: 6 min

Leveraging Agentic AI rau DevOps Automation nrog Kiro thiab LangChain

Introduction

Nyob rau niaj hnub no txoj kev txhim kho software nrawm nrawm, pab pawg DevOps tau nrhiav txoj hauv kev los txhim kho kev ua tau zoo thiab kev ntseeg siab ntawm lawv cov kev sib koom ua ke thiab kev xa mus tas li (CI / CD) cov kav dej. Ib txoj hauv kev zoo tshaj plaws yog siv tus neeg sawv cev AI, uas tso cai rau kev tsim cov neeg ua haujlwm ntse uas tuaj yeem ua haujlwm thiab ua kom zoo dua DevOps cov haujlwm. Hauv tsab xov xwm no, peb yuav tshawb nrhiav yuav ua li cas siv AI-powered cov neeg sawv cev siv Kiro thiab LangChain, ob lub ntsiab lus txiav uas tau hloov pauv ntawm DevOps automation.

Agentic AI yog dab tsi?

Agentic AI hais txog ib hom kev txawj ntse uas tsim los ua cov haujlwm ntawm nws tus kheej, zoo li tib neeg tus neeg sawv cev. Hauv cov ntsiab lus ntawm DevOps, tus neeg sawv cev AI tuaj yeem siv los ua haujlwm ua haujlwm xws li kev tsim kho, kev sim, thiab siv cov ntawv thov software. Los ntawm kev siv tshuab kev kawm thiab kev ua cov lus ntuj (NLP) cov tswv yim, cov neeg ua haujlwm AI tuaj yeem kawm los ntawm kev paub dhau los thiab hloov mus rau qhov chaw hloov pauv, ua rau lawv zoo tagnrho rau kev ua haujlwm nyuaj thiab muaj zog DevOps.

Qhia Kiro thiab LangChain

Kiro thiab LangChain yog ob lub ntsiab lus qhib uas tau tsim tshwj xeeb rau kev tsim cov kab ke AI. Kiro yog Rust-based moj khaum uas muab lub platform muaj zog thiab muaj peev xwm tsim tau rau kev tsim cov neeg ua haujlwm txawj ntse, thaum LangChain yog Python-raws li lub hauv paus uas tsom mus rau NLP thiab kev nkag siab lus.

Kiro: Lub Cev-raws li Rust-raws li kev tsim cov neeg ua haujlwm txawj ntse

Kiro yog ib lub moj khaum Rust-raws li niaj hnub uas muab lub platform rau kev tsim cov neeg ua haujlwm ntse. Nrog Kiro, cov neeg tsim khoom tuaj yeem tsim cov neeg sawv cev uas tuaj yeem cuam tshuam nrog ntau lub tshuab, kev pabcuam, thiab cov ntaub ntawv, thiab ua haujlwm xws li:

  • Automating workflows thiab txheej txheem
  • Txheeb xyuas cov ntaub ntawv thiab txiav txim siab
  • Kev sib txuas lus nrog tib neeg thiab lwm lub tshuab

Kiro's architecture yog tsim los ua kom muaj peev xwm ua tau zoo thiab hloov tau, ua rau nws yog qhov kev xaiv zoo tshaj plaws rau DevOps automation tej yaam num loj.

**LangChain: Python-based Framework rau NLP thiab nkag siab lus **

LangChain yog Python-based moj khaum uas tsom rau NLP thiab nkag siab hom lus. Nrog LangChain, cov neeg tsim khoom tuaj yeem tsim cov neeg sawv cev uas tuaj yeem nkag siab thiab tsim cov lus zoo li tib neeg, thiab ua haujlwm xws li:

  • Natural Language processing (NLP)
  • Kev txheeb xyuas cov ntawv nyeem thiab ntsuas kev xav
  • Kev txhais lus thiab tiam

LangChain's architecture yog tsim los ua kom muaj kev hloov pauv thiab nthuav dav, ua rau nws yog qhov kev xaiv zoo tshaj plaws rau kev tsim cov kev cai NLP thiab kev nkag siab ntawm cov lus.

Siv AI-Powered Agents nrog Kiro thiab LangChain

Txhawm rau ua kom pom lub zog ntawm Kiro thiab LangChain, cia peb xav txog ib qho piv txwv yooj yim ntawm kev tsim lub AI-powered tus neeg sawv cev uas automates CI / CD pipeline. Hauv qhov piv txwv no, peb yuav siv Kiro los tsim tus neeg sawv cev uas tuaj yeem cuam tshuam nrog Git repository, tsim thiab sim cov cai, thiab xa daim ntawv thov mus rau huab platform.

Ntawm no yog ib qho yooj yim code thaiv uas qhia tau hais tias yuav ua li cas los tsim ib tug neeg sawv cev Kiro uas automates CI / CD pipeline: `` python import kiro los ntawm langchain import LLAMA

agent = kiro.Agent( name="ci_cd_agent", description="Automate CI/CD pipeline", kev ua =[ kiro.Action( npe = "git_clone", description="Clones lub Git repository", code = """ import git repo = git.Repo.clone("https://github.com/user/repo.git") """ ), kiro.Action( npe="build", description="Tsim lub chaws", code = """ import subprocess subprocess.run(["ua", "build"]) """ ), kiro.Action( npe="test", description="Khiav cov kev xeem", code = """ import subprocess subprocess.run(["ua", "test"]) """ ), kiro.Action( npe="deploy", description="Deploys the application", code = """ import subprocess subprocess.run(["ua", "deploy"]) """ ) ] )

Tsim LangChain LLAMA qauv

llama = LLAMA( npe = "llama_model", description="LLAMA qauv rau kev nkag siab lus", code = """ import langchain model = langchain.LLAMA( npe = "llama_model", description="LLAMA qauv rau kev nkag siab lus", code = """ import langchain model = langchain.LLAMA( npe = "llama_model", description="LLAMA qauv rau kev nkag siab lus", code = """ def process_text(text): # Ua cov ntawv nyeem siv tus qauv LLAMA xa ntawv """ ) """ ) """ )

Tsim tus neeg sawv cev Kiro uas siv tus qauv LangChain LLAMA

agent = kiro.Agent( name="ci_cd_agent", description="Automate CI/CD pipeline", kev ua =[ kiro.Action( npe = "git_clone", description="Clones lub Git repository", code = """ import git repo = git.Repo.clone("https://github.com/user/repo.git") """ ), kiro.Action( npe="build", description="Tsim lub chaws", code = """ import subprocess subprocess.run(["ua", "build"]) """ ), kiro.Action( npe="test", description="Khiav cov kev xeem", code = """ import subprocess subprocess.run(["ua", "test"]) """ ), kiro.Action( npe="deploy", description="Deploys the application", code = """ import subprocess subprocess.run(["ua", "deploy"]) """ ) ], lus_model=llama )

Khiav tus neeg sawv cev

agent.run()

Cov cai thaiv no qhia tau hais tias yuav ua li cas los tsim ib tus neeg sawv cev Kiro uas ua rau CI / CD cov kav dej siv tus qauv LangChain LLAMA rau kev nkag siab lus. Tus neeg sawv cev tuaj yeem cuam tshuam nrog Git repository, tsim thiab sim cov lej, thiab xa daim ntawv thov mus rau huab platform.

** Sab saum toj 5-10 Feem Ntau Siv Cov Lus Qhia/Snippet **

Nov yog cov saum toj kawg nkaus 5-10 feem ntau siv cov lus txib/snippet rau Kiro thiab LangChain:

1. 'kiroutil init': Pib qhov tshiab Kiro project.
2. `kiroutil build`: Tsim ib tus neeg sawv cev Kiro.
3. 'langchain init': Pib qhov project tshiab LangChain.
4. `langchain build`: Tsim ib tug qauv LangChain.
5. `kiroutil run`: Khiav ib tus neeg sawv cev Kiro.
6. 'langchain test': Kuaj ib tus qauv LangChain.
7. 'kiroutil deploy': Deploys tus neeg sawv cev Kiro mus rau huab platform.
8. 'langchain evaluate': Ntsuas tus qauv LangChain.
9. 'kiroutil debug': Debugs ib tus neeg saib xyuas Kiro.
10. 'langchain visualize': Visualizes tus qauv LangChain.

**Visualization**

Nov yog qhov pom ntawm Kiro thiab LangChain architecture siv Chart.js:
``json
{
  "type": "bar",
  "data": {
    "labels": ["Kiro", "LangChain"],
    "datasets": [
      {
        "label": "Architecture",
        "cov ntaub ntawv": [100, 80],
        "backgroundColor": ["#4CAF50", "#FF9800"]
      }
    ]
  },
  "options": {
    "title": {
      "display": tseeb,
      "text": "Kiro thiab LangChain Architecture"
    },
    "lus dab neeg": {
      "display": muaj tseeb
    }
  }
}

Qhov kev pom pom no ua rau pom cov qauv qib siab ntawm Kiro thiab LangChain, qhia txog lawv qhov muaj zog thiab qhov tsis muaj zog.

Qhov xaus

Hauv tsab xov xwm no, peb tau tshawb xyuas lub zog ntawm tus neeg sawv cev AI rau DevOps automation siv Kiro thiab LangChain. Los ntawm kev siv cov txheej txheem kev txiav txim siab no, cov neeg tsim khoom tuaj yeem tsim cov neeg ua haujlwm txawj ntse uas tuaj yeem siv tau thiab ua kom zoo dua CI / CD cov kav dej, txhim kho kev xa khoom software thiab txo qhov kev pheej hmoo ntawm kev ua yuam kev. Nrog Kiro thiab LangChain, cov neeg tsim khoom tuaj yeem tsim kev cai NLP thiab kev nkag siab cov lus, thiab cuam tshuam nrog ntau lub tshuab, kev pabcuam, thiab cov ntaub ntawv. Peb kuj tau muab ib qho yooj yim code thaiv uas qhia tau hais tias yuav ua li cas los tsim ib tug Kiro tus neeg sawv cev uas automates CI / CD pipeline siv lub LangChain LLAMA qauv rau kev nkag siab lus.

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