ZeroOps: Leveraging Agent AI bakeng sa Ts'ebeliso e Ikemetseng ea Software le DevOps Modernization | B4N1

ZeroOps: Leveraging Agent AI bakeng sa Ts'ebeliso e Ikemetseng ea Software le DevOps Modernization

8 months ago · b4n1 Read time: 5 min

**ZeroOps: E sebelisa Agent AI bakeng sa Phatlalatso e Ikemetseng ea Software le DevOps Modernization **

Selelekela

Sebakeng sa kajeno sa nts'etsopele ea software e potlakileng, tlhokahalo ea ts'ebetso e sebetsang hantle le e ikemetseng ea ho tsamaisa ha e so ka e hatella ho feta. Mokhoa oa setso oa DevOps, o itšetlehileng haholo ka ho kenella ka letsoho le ho ngola, ha o sa lekana ho fihlela litlhoko tsa nts'etsopele ea software ea sejoale-joale. Mona ke moo ZeroOps e kenang - mokhoa oa phetoho o matlafatsang AI ea bo-agent ho iketsetsa phepelo ea software le ntlafatso ea DevOps.

Sengoliloeng sena, re tla hlahloba mateano a liakhente tsa AI, ho bonoa ka bohlale, le boiketsetso ho ntlafatso ea DevOps, re tsepamisitse maikutlo ho kenya ts'ebetsong melaoana ea ZeroOps re sebelisa LangChain le DSPy. Re tla shebisisa likarolo tse sebetsang tsa ho kenya tšebetsong ZeroOps, ho kenyelletsa mehlala ea khoutu le manane a litaelo, hammoho le ho fana ka pono ea melemo ea mokhoa ona.

ZeroOps ke eng?

ZeroOps ke paradigm e ikemiselitseng ho felisa tlhoko ea ho kenella ka letsoho molemong oa phepelo ea software le lits'ebetso tsa DevOps. Ka ho sebelisa liakhente tsa AI, ZeroOps e thusa ho etsa liqeto ka boiketsetso, ho beha leihlo ho sa khaotseng, le ts'ebetso ea nako ea nnete ea lipeipi tsa phepelo ea software. Mokhoa ona o etselitsoe ho fokotsa ho rarahana le kotsi e amanang le mekhoa ea setso ea DevOps, ha e ntse e ntlafatsa lebelo le ho tšepahala ha ho tsamaisoa ha software.

Seabo sa Baemeli ba AI ho ZeroOps

Baemeli ba AI ba bapala karolo ea bohlokoa ho ZeroOps ka ho fana ka pono e bohlale le bokhoni ba ho iketsetsa. Baemeli bana ba ka sekaseka datha ho tsoa mehloling e fapaneng, ho kenyeletsoa litlaleho tsa ts'ebeliso, metrics ea ts'ebetso, le maikutlo a basebelisi, ho tseba mekhoa le liphoso. Ho ipapisitsoe le tlhahlobo ena, moemeli oa AI a ka etsa liqeto tse nang le tsebo mabapi le ho tsamaisoa ha software, joalo ka ho khetha leano le nepahetseng la ho tsamaisa, ho tseba mathata a ka bang teng, le ho khothaletsa liketso tsa tokiso.

LangChain le DSPy: E nolofalletsa ZeroOps

LangChain le DSPy ke meralo e 'meli e tsebahalang e nolofalletsang nts'etsopele ea mahlahana a tsamaisoang ke AI bakeng sa ZeroOps. LangChain ke laebrari ea Python e fanang ka lisebelisoa tsa ho haha ​​​​lihlahisoa tsa AI tsa puisano, ha DSPy e le moralo o thehiloeng ho Rust o nolofalletsang nts'etsopele ea li-AI tse tsamaisoang ke data.

Sehloohong sena, re tla tsepamisa maikutlo ho sebeliseng LangChain le DSPy ho kenya ts'ebetsong melao-motheo ea ZeroOps. Re tla fana ka mehlala ea likhoutu le manane a litaelo ho hlakisa likarolo tse sebetsang tsa ho kenya tšebetsong ZeroOps re sebelisa meralo ena.

Ho kenya tšebetsong ZeroOps ka LangChain le DSPy

Ho kenya tšebetsong ZeroOps ho sebelisa LangChain le DSPy, re tla latela mokhoa oa mohato ka mohato:

  1. Pokello ea Lintlha: Bokella lintlha ho tsoa mehloling e fapaneng, ho kenyeletsoa tlaleho ea lits'ebetso, metrics ea ts'ebetso, le maikutlo a basebelisi.
  2. Tlhahlobo ea Lintlha: Sekaseka lintlha tse bokeletsoeng u sebelisa li-agent tse tsamaisoang ke AI ho tseba mekhoa le liphapang.
  3. Ho Etsa Liqeto: Sebelisa lintlha tse fumanoeng tlhahlobong ea data ho etsa liqeto tse nang le tsebo mabapi le phano ea software.
  4. **Automation **: Iketsetse phepelo ea software ho latela liqeto tse entsoeng ke moemeli oa AI.

Mona ke mohlala o bonolo oa khoutu o sebelisang LangChain le DSPy ho kenya tšebetsong ZeroOps:

import langchain
ho tsoa ho dSpy import Agent


moemeli = Moemeli(
    lebitso = "ZeroOps Agent",
    mohlala="langchain/llama:1.3B",
    prompt="Romela software tikolohong ea tlhahiso",
)

# Bokella data ho tsoa mehloling e fapaneng
lintlha = {
    "application_logs": ["log1", "log2", "log3"],
    "performance_metrics": {"cpu": 80, "memory": 90},
    "user_feedback": ["positive", "negative", "neutral"],
}

# Sekaseka data e bokelletsoeng
tlhatlhobo = agent.analyse(data)

# Etsa liqeto tse nang le tsebo mabapi le phepelo ea software
qeto = moemeli.etsa qeto(tlhahlobo)

# Ho tsamaisoa ha software ka bohona
deployment = moemeli.deploy(qeto)

Mohlala ona oa khoutu o bontša mokhoa oa ho sebelisa LangChain le DSPy ho kenya ts'ebetsong melao-motheo ea ZeroOps. Moemeli oa AI o bokella lintlha ho tsoa mehloling e fapaneng, o sekaseka lintlha, o etsa liqeto tse nang le tsebo mabapi le phepelo ea software, mme o iketsetsa ts'ebetso ea phepelo.

Kaholimo ho 5-10 Litaelo/Lipotlana tse Sebelisitsoeng ka ho Fetisisa

Mona ke tse 5-10 tse sebelisoang ka ho fetesisa tse sebelisoang haholo ho sebelisa ZeroOps ho sebelisa LangChain le DSPy:

  1. langchain.Agent(lebitso = "ZeroOps Agent", model="langchain/llama:1.3B", prompt="Romela software tikolohong ea tlhahiso")
  2. dspy.Agent(lebitso = "ZeroOps Agent", model="langchain/llama:1.3B", prompt="Romela software tikolohong ea tlhahiso")
  3. data = {"application_logs": ["log1", "log2", "log3"], "performance_metrics": {"cpu": 80, "memory": 90}, "user_feedback": ["positive", "negative", "neutral"]}
  4. tlhahlobo = moemeli.hlahlobisisa(data)
  5. qeto = moemeli.etsa qeto(tlhahlobo)
  6. deploy = moemeli.deploy(qeto)
  7. langchain.llama.LlamaModel.load("langchain/llama:1.3B")
  8. dspy.Agent.load("langchain/llama:1.3B")
  9. moemedi.terene(data)
  10. moemedi.boloka("zeroops_agent.pkl")

Pono ya pono

Mona ke pono ea melemo ea ZeroOps e sebelisang Chart.js:

{
  "type": "bar",
  "data": {
    "labels": ["Pelo ka letsoho", "ZeroOps"],
    "lintlha tsa boitsebiso": [
      {
        "label": "Nako ea Tšebeliso",
        "data": [10, 2],
        "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"],
        "borderColor": ["rgba(255, 99, 132, 1)", "rgba(54, 162, 235, 1)"],
        "borderWidth": 1
      },
      {
        "label": "Sekhahla sa Phoso",
        "data": [5, 1],
        "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"],
        "borderColor": ["rgba(255, 99, 132, 1)", "rgba(54, 162, 235, 1)"],
        "borderWidth": 1
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "Melemo ea ZeroOps"
    },
    "makala": {
      "yAxes": [
        {
          "bontša": 'nete,
          "scaleLabel": {
            "bontša": 'nete,
            "labelString": "Boleng"
          }
        }
      ]
    }
  }
}

Ponahalo ena e bonts'a melemo ea ZeroOps, ho kenyelletsa le nako e fokotsehileng ea tšebeliso le sekhahla sa liphoso.

Qetello

ZeroOps ke mokhoa oa phetoho oa sejoale-joale oa DevOps o matlafatsang AI ea agency ho tsamaisa phepelo ea software le ts'ebetso e tsoelang pele ea ho kopanya / ho tsamaisa (CI/CD). Ka ho sebelisa LangChain le DSPy, bahlahisi ba ka kenya ts'ebetsong melao-motheo ea ZeroOps le ho fumana melemo e mengata, ho kenyelletsa le nako e fokotsehileng ea ho tsamaisoa le lebelo la phoso. Ka tlhoko e ntseng e eketseha ea ts'ebeliso e sebetsang le e ikemetseng ea software, ZeroOps e mothating oa ho ba sebapali sa bohlokoa tikolohong ea DevOps.


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