I-ZeroOps: Ukuzuza Ukuphathwa Kwengqalasizinda Okuzenzakalelayo Ngama-AI Agents kanye Namathuluzi Omculo

Isingeniso

Kusimo sedijithali esisheshayo sanamuhla, ukuphathwa kwengqalasizinda sekuwumsebenzi onzima futhi odla isikhathi. Ngokukhuphuka kwe-cloud computing, containerization, kanye ne-microservices, indlela yendabuko ye-DevOps yokuphathwa kwengqalasizinda isiphenduke inselele kakhulu. Yilapho i-ZeroOps ingena khona - indlela eguquguqukayo ekuphathweni kwengqalasizinda esebenzisa ama-agent e-AI namathuluzi omculo ukuze adale ingqalasizinda yokuziphilisa, ezisebenza kahle.

Kulesi sihloko, sizohlola ukuphambana kwe-AI, i-DevOps, ne-ZeroOps ukuze sakhe ukuphathwa kwengqalasizinda ezizimele sisebenzisa i-LangChain, i-DSPy, ne-StackGen. Sizocubungula izici ezingokoqobo zokusebenzisa i-ZeroOps, okuhlanganisa izibonelo zamakhodi, izinhlu zemiyalo, kanye nokubonwa ngamehlo.

Yini ama-ZeroOps?

I-ZeroOps iwushintsho lwepharadigm ekuphathweni kwengqalasizinda okuhloswe ngayo ukuqeda isidingo sokungenelela kwabantu ekulawuleni ingqalasizinda. Ifinyelela lokhu ngokusebenzisa ama-ejenti e-AI namathuluzi e-orchestration ukwenza imisebenzi efana nokuqapha, ukukala, nokuxazulula izinkinga.

Umqondo oyinhloko ngemuva kwe-ZeroOps ukwakha ingqalasizinda yokuziphilisa, ekwazi ukuzivumelanisa nezimo ezishintshayo nezimo ngaphandle kokungenelela komuntu. Lokhu kufezwa ngokusebenzisa ama-agent e-AI ukuhlaziya idatha evela emithonjeni ehlukahlukene, ukuhlonza amaphethini, nokwenza izinqumo zokuthuthukisa ukusebenza kwengqalasizinda.

Ama-ejenti e-AI namathuluzi e-Orchestration

Ama-agent e-AI namathuluzi e-orchestration angumgogodla we-ZeroOps. Abenzeli be-AI izinhlelo zesofthiwe ezisebenzisa ama-algorithms okufunda komshini ukuhlaziya idatha nokwenza izinqumo. Amathuluzi e-orchestration, ngakolunye uhlangothi, asetshenziselwa ukwenza imisebenzi efana nokuthunyelwa, ukukala, nokuqapha.

Amanye ama-agent e-AI adumile namathuluzi omculo asetshenziswa ku-ZeroOps afaka:

I-LangChain: Umtapo wezincwadi wePython wokwakha ama-ejenti ezingxoxo we-AI.
I-DSPy: Umtapo wezincwadi wePython wokwakha amapayipi esayensi yedatha.
I-StackGen: Ithuluzi lokuzenzakalela ukuthunyelwa kwengqalasizinda nokuphatha.

Ukusebenzisa ama-ZeroOps nge-LangChain, i-DSPy, ne-StackGen

Kulesi sigaba, sizohlinzeka ngesibonelo esisebenzayo sokuqalisa i-ZeroOps sisebenzisa i-LangChain, i-DSPy, ne-StackGen.

Isinyathelo 1: Ukumisa Imvelo

Ukuze siqalise, sidinga ukusetha indawo yethu nge-LangChain, DSPy, kanye ne-StackGen. Singafaka lemitapo yolwazi sisebenzisa i-pip:

pip faka i-langchain dspy stackgen

Isinyathelo 2: Ukwakha I-ejenti ye-AI

Okulandelayo, sidinga ukwakha i-ejenti yethu ye-AI sisebenzisa i-LangChain. Singakha umenzeli olula osebenzisa ukucubungula kolimi lwemvelo (NLP) ukuze ahlaziye amalogi futhi akhombe amaphethini:

kusuka ku-langchain ngenisa i-LLAMA

# Dala i-ejenti ye-LLAMA
i-ejenti = LLAMA(
    imodeli_igama="xlarge",
    ubuningi_ubude=1024,
    izinga lokushisa=0.5,
)

# Chaza umsebenzi wokuhlaziya izingodo
def analyze_logs(amalogi):
    # Sebenzisa i-ejenti ukuhlaziya izingodo
    okukhiphayo = i-agent.run(amalogi)
    buyisela okukhiphayo

# Hlola umsebenzi
logs = ["Iphutha: Ukuxhumeka kuphelelwe yisikhathi", "Iphutha: Ukuxhumeka kusizindalwazi kwehlulekile"]
okukhiphayo = analyze_logs(logs)
phrinta(okukhiphayo)

Isinyathelo sesi-3: Ukwakha Ithuluzi Lokucula

Okulandelayo, sidinga ukwakha ithuluzi lethu lokucula sisebenzisa i-StackGen. Singakha ithuluzi elilula elenza ngokuzenzakalelayo ukuthunyelwa nokukala:

kusuka ku-stackgen yokungenisa i-StackGen

# Dala isibonelo se-StackGen
stackgen = StackGen()

# Chaza umsebenzi ozowusebenzisa futhi ukale
def deploy_and_scale():
    # Sebenzisa i-StackGen ukuhambisa nokukala
    stackgen.deploy_and_scale()
    buyela

# Hlola umsebenzi
sebenzisa_futhi_isikali()

Isinyathelo 4: Ukuhlanganisa I-ejenti ye-AI kanye Nethuluzi Lokucula

Okokugcina, sidinga ukuhlanganisa i-ejenti yethu ye-AI kanye nethuluzi le-orchestration ukuze sakhe uhlelo lwe-ZeroOps. Singasebenzisa i-DSPy ukuze sakhe ipayipi lesayensi yedatha elihlanganisa kokubili:

kusuka ku-dspy yokungenisa Ipayipi

# Dala ipayipi
ipayipi = Ipayipi ()

# Faka i-ejenti ye-AI epayipini
pipeline.add_task(hlaziya_amalogi)

# Faka ithuluzi lokucula epayipini
pipeline.add_task(deploy_and_scale)

# Qalisa ipayipi
pipeline.run()

Imiyalo/Amazwibela Asetshenziswa Kakhulu 5-10

Nansi imiyalo/ amazwibela aphezulu angu-5-10 e-ZeroOps:

i-pip install langchain dspy stackgen: Faka i-LangChain, i-DSPy, ne-StackGen.
kusuka ku-langchain yokungenisa i-LLAMA: Ngenisa i-ejenti ye-LLAMA kwa-LangChain.
i-ejenti = LLAMA(...): Dala i-ejenti ye-LLAMA.
def analyze_logs(logs): ...: Chaza umsebenzi wokuhlaziya amalogi usebenzisa i-ejenti ye-AI.
kusuka ku-stackgen yokungenisa i-StackGen: Ngenisa isibonelo se-StackGen sisuka ku-StackGen.
stackgen = StackGen(): Dala isibonelo se-StackGen.
def deploy_and_scale(): ...: Chaza umsebenzi ozowuphakela futhi ukale usebenzisa i-StackGen.
kusuka ku-dspy import Pipeline: Ngenisa ikilasi lePipeline kwa-DSPy.
ipayipi = Ipayipi(): Dala ipayipi.
ipayipi.add_task(hlaziya_amalogi): Engeza i-ejenti ye-AI epayipini.

Ukubukwa

Nakhu ukubonwa kwesistimu ye-ZeroOps kusetshenziswa i-Chart.js:

{
  "type": "bar",
  "idatha": {
    "labels": ["I-AI Agent", "Ithuluzi Lokucula", "Ipayipi Lesayensi Yedatha"],
    "idathasethi": [
      {
        "label": "ZeroOps System",
        "idatha": [10, 20, 30],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      }
    ]
  },
  "izinketho": {
    "isihloko": {
      "Display": iqiniso,
      "text": "ZeroOps System Components"
    },
    "izikali": {
      "yAxes": [
        {
          "imikhaza": {
            "beginAtZero": kuyiqiniso
          }
        }
      ]
    }
  }
}

Lokhu kubukwa kukhombisa izingxenye ezintathu eziyinhloko zesistimu ye-ZeroOps: i-ejenti ye-AI, ithuluzi lokucula, kanye nepayipi lesayensi yedatha.

Isiphetho

I-ZeroOps iyindlela eguquguqukayo ekuphathweni kwengqalasizinda esebenzisa ama-agent e-AI namathuluzi omculo ukuze adale ingqalasizinda yokuziphilisa, ezenzela yona. Ngokusebenzisa i-LangChain, i-DSPy, ne-StackGen, singakha isistimu ye-ZeroOps eyenza ngokuzenzakalelayo imisebenzi efana nokuqapha, ukukala, nokuxazulula izinkinga.

Kulesi sihloko, sinikeze isibonelo esisebenzayo sokusebenzisa i-ZeroOps usebenzisa i-LangChain, i-DSPy, ne-StackGen. Siphinde sahlinzeka ngokubonwa kwesistimu ye-ZeroOps sisebenzisa i-Chart.js.

Sithemba ukuthi le ndatshana inikeze umbono obanzi we-ZeroOps namandla ayo okuguqula indlela esiphatha ngayo ingqalasizinda.