Dala umenzeli omusha we-AI | B4N1

Dala umenzeli omusha we-AI

8 months ago · b4n1 Read time: 3 min

Indawo eyi-ZeroOps: Ukusebenzisa i-Agentic AI ye-Automated API Lifecycle Management

Isingeniso

Isimo sokuthuthukiswa kwesofthiwe sibhekene noshintsho olukhulu, oluqhutshwa ukwamukelwa okwandayo kobuhlakani bokwenziwa (AI), ukufunda ngomshini (ML), kanye nobuchwepheshe bokuzenzakalela. Enye yezindawo ezibalulekile lapho lobu buchwepheshe benza khona umthelela omkhulu kusekulawuleni umjikelezo wokuphila we-API. Kulesi sihloko, sizohlola ukuphambana kwe-ZeroOps, ama-AI Agents, kanye nokuphathwa komjikelezo wokuphila we-API sisebenzisa amathuluzi omculo we-orchestration afana ne-DSPy ne-LangChain, sigxile ekwakhiweni kwesoftware ethuthukisiwe kanye nokwenza isimanje kwe-DevOps.

Yini i-ZeroOps?

I-ZeroOps ipharadigm yokuthuthukisa isoftware ehlose ukuqeda isidingo sokusebenza mathupha nemisebenzi yokulungisa. Isekelwe kumqondo "we-AI ye-agent," lapho ama-agent e-AI esetshenziselwa ukwenza imisebenzi ngokuzenzakalelayo, enze izinqumo, futhi enze izenzo egameni labantu. Kumongo wokuphathwa komjikelezo wokuphila we-API, i-ZeroOps inika amandla ukudalwa kokuziphilisa, ukuzilungiselela, kanye nama-API wokuzilinganisa akwazi ukuzivumelanisa nezimfuneko eziguqukayo nendawo.

Agentic AI kanye ne-API Lifecycle Management

I-Agentic AI inika amandla ukhiye we-ZeroOps ekulawuleni umjikelezo wempilo we-API. Ama-agent e-AI angasetshenziswa ukwenza imisebenzi efana nale:

  1. Ukuthunyelwa kwe-API: Abenzeli be-AI bangenza ngokuzenzakalelayo ukuthunyelwa kwama-API ezindaweni ezihlukahlukene, okuhlanganisa ukuthuthukiswa, ukuhlola, isiteji, nokukhiqiza.
  2. Ukuqapha kwe-API: Abenzeli be-AI bangaqapha ama-API ngokusebenza, ukuphepha, nezinye izinkinga, futhi bathathe isinyathelo sokulungisa njengoba kudingeka.
  3. Ukuthuthukisa i-API: Abenzeli be-AI bangahlaziya amaphethini okusetshenziswa kwe-API futhi bathuthukise ukusebenza kwe-API, ukuqina, nokuphepha.
  4. Ukuvikeleka kwe-API: Abenzeli be-AI bangathola futhi baphendule ezinsongweni zokuphepha, ezifana nokufaka engozini ukhiye we-API noma ukufinyelela okungagunyaziwe.

Amathuluzi e-Orchestration: i-DSPy ne-LangChain

I-DSPy kanye ne-LangChain amathuluzi amabili adumile e-orchestration anika amandla ukudalwa kwezinhlelo ze-AI ze-agent zokuphathwa komjikelezo wokuphila we-API. Womabili amathuluzi ahlinzeka ngohlaka oluguquguqukayo nolukakayo lokwakha ama-ejenti e-AI angakwazi ukwenza imisebenzi ngokuzenzakalelayo, enze izinqumo, futhi enze izenzo.

DSPy

I-DSPy iyithuluzi le-orchestration elisekelwe kuPython elihlinzeka nge-API elula nenembile yokwakha amanxusa e-AI. I-DSPy ivumela abathuthukisi ukuthi bakhe abenzeli be-AI abangasebenzisa amasistimu ahlukahlukene, okuhlanganisa ama-API, imininingwane yolwazi, nolayini bemiyalezo.

LangChain

I-LangChain iyithuluzi le-orchestration elisekelwe ku-Rust elihlinzeka ngohlaka oluthuthuke kakhulu noluguquguqukayo lokwakha ama-agent e-AI. I-LangChain ivumela abathuthukisi ukuthi bakhe ama-agent e-AI akwazi ukusebenzisana nezinhlelo ezihlukahlukene, okuhlanganisa ama-API, imininingwane yolwazi, nolayini bemiyalezo, futhi inikeza uhla lwezici zokwakha izinhlelo ze-AI eziyinkimbinkimbi.

Isibonelo Esisebenzayo: I-Automating API Deployment nge-DSPy

Nasi isibonelo esilula sendlela yokusebenzisa i-DSPy ukwenza ngokuzenzakalelayo ukuthunyelwa kwe-API:

ngenisa i-dspy


i-ejenti = dspy.Agent()

# Chaza iskripthi sokuthunyelwa
def deploy_api():
    # Hambisa i-API endaweni yokuthuthuka
    i-agent.deploy_api("dev")

# Chaza i-trigger yokuthunyelwa
trigger = dspy.Trigger("deploy_api", deploy_api)

# Qala i-ejenti ye-AI
i-agent.start()

# Qalisa iskripthi sokuthunyelwa
trigger.trigger()

Le khodi idala i-ejenti entsha ye-AI, ichaza iskripthi sokuphakelwa esithumela i-API endaweni yokuthuthukisa, futhi ichaza i-trigger yokuphakela ecupha iskripthi sokuphakelwa uma kwenzeka umcimbi othile.

Imiyalo/Amazwibela Aphezulu Okuyi-5-10

Nayi imiyalo/ amazwibela asetshenziswa kakhulu angu-5-10 e-DSPy ne-LangChain:

DSPy

  1. i-agent.deploy_api(env): Isebenzisa i-API endaweni eshiwo.
  2. i-agent.monitor_api(): Iqapha i-API ngokusebenza, ukuphepha, nezinye izinkinga.
  3. i-agent.optimize_api(): Ithuthukisa ukusebenza kwe-API, ukukala, nokuphepha.
  4. i-agent.security_check(): Ihlola i-API ngezinsongo zokuphepha.
  5. i-ejenti.trigger(i-trigger_name, i-func): Icupha umsebenzi othize uma kwenzeka isigameko esithile.

LangChain

  1. i-agent.deploy_api(env): Isebenzisa i-API endaweni eshiwo.
  2. i-agent.monitor_api(): Iqapha i-API ngokusebenza, ukuphepha, nezinye izinkinga.
  3. i-agent.optimize_api(): Ithuthukisa ukusebenza kwe-API, ukukala, nokuphepha.
  4. i-agent.security_check(): Ihlola i-API ngezinsongo zokuphepha.
  5. i-ejenti.trigger(i-trigger_name, i-func): Icupha umsebenzi othize uma kwenzeka isigameko esithile.

Ukubona

Nakhu ukubonwa kwesistimu ye-AI ye-agent yokuphathwa komjikelezo wokuphila we-API usebenzisa i-DSPy ne-LangChain:

{
  "type": "bar",
  "idatha": {
    "labels": ["Deployment", "Monitoring", "Optimization", "Security"],
    "idathasethi": [
      {
        "label": "DSPy",
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "idatha": [10, 15, 7, 12]
      },
      {
        "label": "LangChain",
        "backgroundColor": "rgba(54, 162, 235, 0.2)",
        "borderColor": "rgba(54, 162, 235, 1)",
        "idatha": [8, 12, 9, 10]
      }
    ]
  },
  "izinketho": {
    "isihloko": {
      "Display": iqiniso,
      "text": "Agentic AI System for API Lifecycle Management"
    },
    "izikali": {
      "yAxes": [
        {
          "imikhaza": {
            "beginAtZero": kuyiqiniso
          }
        }
      ]
    }
  }
}

Leli shadi libonisa ukusebenza kwe-DSPy ne-LangChain emisebenzini ehlukahlukene, ehlanganisa ukuthunyelwa, ukuqapha, ukwenza kahle, nokuphepha.

Isiphetho

Kulesi sihloko, sihlole ukuphambana kwe-ZeroOps, ama-AI Agents, kanye nokuphathwa komjikelezo wokuphila we-API sisebenzisa amathuluzi e-orchestration afana ne-DSPy ne-LangChain. Sixoxisane ngezinzuzo ze-AI ye-agent emisebenzini yokuzenzakalela, ukwenza izinqumo, nokuthatha izinyathelo, futhi sanikeza isibonelo esisebenzayo sendlela yokusebenzisa i-DSPy ukwenza ukuthunyelwa kwe-API ngokuzenzakalelayo. Siphinde sabala imiyalo/ amazwibela asetshenziswa kakhulu angu-5-10 we-DSPy ne-LangChain futhi sanikeza ukubonwa kwesistimu ye-AI ye-agent yokuphathwa komjikelezo wokuphila we-API.

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