ZeroOps: Kuwana Autonomous Infrastructure neAgentic AI uye Orchestration Zvishandiso. | B4N1

ZeroOps: Kuwana Autonomous Infrastructure neAgentic AI uye Orchestration Zvishandiso.

7 months ago · b4n1 Read time: 3 min

ZeroOps: Kuwana Autonomous Infrastructure neAgentic AI uye Orchestration Zvishandiso

Introduction

Munzvimbo inogara ichishanduka yeinjiniya yesoftware uye DevOps, iyo pfungwa yeZeroOps yabuda senzira yekuchinja kune manejimendi ezvivakwa. ZeroOps ine chinangwa chekuwana kuzvimiririra zvivakwa, uko masisitimu anogona kuzvirapa, kuzvigadzirisa, uye kuzvigadzirisa pasina kupindira kwevanhu. Chiratidzo ichi chinogoneka nekusangana kweArtificial Intelligence (AI), software engineering, uye DevOps otomatiki. Muchinyorwa chino, tichaongorora mukati memharadzano yematekinoroji aya uye toongorora kuti agentic AI uye maturusi ekuimba seLangChain neDSPy anogona kubatsira sei kuwana ZeroOps mugore uye scalable masisitimu.

Dambudziko neTraditional Infrastructure Management

Chinyakare manejimendi manejimendi anosanganisira manyore kumisikidzwa, kutarisa, uye kugadzirisa matambudziko masisitimu. Iyi nzira inowanzoitika kune zvikanganiso, kusaita, uye scalability nyaya. Sezvo masisitimu anokura mukuoma, kudiwa kwekupindira kwevanhu kunowedzera, zvichikonzera kuwedzera kwemitengo, kuderera, uye kushushikana. Maitiro echinyakare anotadzisawo hunyanzvi, sezvo vagadziri uye vashandisi vakabatikana nemabasa emazuva ose, zvichisiya nguva shoma yezvirongwa zvehurongwa.

Kusimuka kweAgentic AI uye Orchestration Zvishandiso

Agentic AI, chidimbu chehungwaru hwekugadzira, inoreva masisitimu anogona kuzviitira ivo pachavo, kuita sarudzo uye kutora matanho pasina kupindira kwevanhu. Maturusi eOrchestration, kune rumwe rutivi, otomatiki manejimendi eakaomesesa masisitimu nekubatanidza kudyidzana pakati pezvikamu zvakasiyana. Iko kupindirana kweagent AI uye maturusi ekuimba kwakapa kune imwe kirasi nyowani yemasisitimu anogona kuzvibata, kuzvirapa, uye kuzvigadzirisa.

LangChain: Chimiro cheAgentic AI

LangChain ndeye yakavhurika-sosi sisitimu inogonesa vanogadzira kuvaka agent AI masisitimu. Inopa seti yezvishandiso uye maraibhurari ekugadzirwa kwemutauro wechisikigo (NLP), kudzidza muchina (ML), uye kuvandudzwa kwesoftware. LangChain's architecture yakagadzirirwa kufambisa kusikwa kweanozvimiririra masisitimu anogona kudyidzana nevanhu uye mamwe masisitimu nenzira ine musoro.


kubva ku langchain import LLMChain

# Tsanangura iri nyore LLMChain
llm_chain = LLMChain(
    llm_name = "chinyorwa-davinci-003",
    tembiricha=0.7,
    max_length=2048,
    min_length=128,
)

# Shandisa iyo LLMChain kugadzira zvinyorwa
zvinyorwa = llm_chain.run("Nyora nyaya pfupi nezvekatsi")
dhinda(zvinyorwa)

DSPy: A Framework for Orchestration

DSPy inzvimbo yakavhurika-sosi inopa seti yezvishandiso uye maraibhurari ekuvaka orchestration masisitimu. Inogonesa vanogadzira kuti vagadzirise manejimendi eakaomesesa masisitimu nekubatanidza kudyidzana pakati pezvikamu zvakasiyana. DSPy's architecture yakagadzirirwa kufambisa kugadzirwa kweanokasira uye anoshivirira masisitimu.

# Muenzaniso DSPy kodhi
kubva dSpy import Workflow

# Tsanangura nzira iri nyore yekushanda
workflow = Workflow (
    zita = "muenzaniso_workflow",
    mabasa=[
        {"name": "task1", "type": "goko", "command": "echo 'Hello World'"},
        {"name": "task2", "type": "python", "script": "print('Hello World')"},
    ],
)

# Chengetedza hurongwa hwekuita
workflow.run()

Kuwana ZeroOps neAgentic AI uye Orchestration Zvishandiso

Iko kusanganiswa kweagent AI uye maturusi ekuimba seLangChain uye DSPy inoita kuti zvikwanise kuwana ZeroOps mugore uye scalable masisitimu. Nekuita otomatiki manejimendi eakaomesesa masisitimu, vagadziri uye vashandisi vanogona kutarisa pane hurongwa hwekuita, nepo sisitimu inozvitonga, kuzvirapa, uye kuzvigadzirisa.

Benefits dzeZeroOps

Mabhenefiti eZeroOps akawanda:

  • Kuwedzera kushanda zvakanaka: Automated infrastructure management inoderedza zvikanganiso zvemanyorero uye inowedzera chibereko.
  • ** Yakavandudzwa scalability **: Masystem anogona kukwira kumusoro kana kudzika otomatiki, pasina kupindira kwevanhu.
  • ** Kuvimbika kwakawedzerwa **: Kuzviporesa masisitimu anoderedza nguva yekudzikira uye anovandudza kuvimbika kwese kwehurongwa.
  • **Kuderedzwa kwemitengo **: Kuzvigadzirisa kwekugadzirisa zvivakwa kunoderedza kudiwa kwekupindira kwevanhu, zvichikonzera kuchengetedza mari.

Pamusoro 5-10 Inonyanya Kushandiswa Mirairo/Zvidimbu

Heano mamwe emirairo anonyanya kushandiswa uye zvimedu zveLangChain uye DSPy:

LangChain + llm_chain.run("zvinyorwa"): Ita basa rekugadzira zvinyorwa uchishandisa LLMChain. + llm_chain.train("data"): Rovedza modhi yemutauro uchishandisa LLMChain. + llm_chain.evaluate("zvinyorwa"): Ongorora mashandiro emhando yemutauro uchishandisa LLMChain. DSPy + workflow.run(): Mhanya kufambiswa kwebasa uchishandisa iyo DSPy chimiro. + workflow.status(): Tora chimiro chekufamba kwebasa uchishandisa iyo DSPy chimiro. + workflow.log(): Tora irogi rinobuda rekufambiswa kwebasa uchishandisa iyo DSPy chimiro.

Kuona

Heino chati iri nyore kushandisa Chart.js kuona mabhenefiti eZeroOps:

{
  "type": "bha",
  "data": {
    "labels": ["Kuwedzera Kubudirira", "Kuwedzera Kusimba", "Kuvimbika Kwakawedzerwa", "Mari Yakaderedzwa"],
    "datasets": [
      {
        "label": "Benefits of ZeroOps",
        "data": [90, 85, 95, 80],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3", "#009688"],
        "borderColor": ["#4CAF50", "#FF9800", "#2196F3", "#009688"],
        "borderWidth": 1
      }
    ]
  },
  "sarudzo": {
    "zita": {
      "kuratidza": chokwadi,
      "text": "Benefits dzeZeroOps"
    },
    "zvikero": {
      "yAxes": [
        {
          "zvikwekwe": {
            "beginAtZero": chokwadi
          }
        }
      ]
    }
  }
}

Mhedziso

ZeroOps inzira yekuchinja kune manejimendi yezvivakwa inogonesa kuzvitonga masisitimu, kuzvirapa, uye kuzvigadzirisa. Nekusimudzira agent AI uye maturusi ekuimba seLangChain neDSPy, vagadziri uye vashandisi vanogona kuwana yakawedzera kugona, kuvandudza scalability, kuvimbika kwakawedzerwa, uye kuderedzwa mitengo. Sezvo tekinoroji ichiramba ichishanduka, isu tinogona kutarisira kuona zvakatonyanya kuvandudza mashandisirwo eZeroOps mumakore uye scalable masisitimu.


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