ZeroOps: Ho Fumana Meaho e Ikemetseng ka Agent AI le Lisebelisoa tsa Orchestration

**ZeroOps: Ho Finyella Meaho e Ikemetseng ka Agent AI le Lisebelisoa tsa Orchestration **

Selelekela

Sebakeng se lulang se fetoha sa boenjineri ba software le DevOps, mohopolo oa ZeroOps o hlahile e le mokhoa oa phetoho taolong ea meaho. ZeroOps e ikemiselitse ho fihlela lits'ebetso tse ikemetseng, moo litsamaiso li ka ipholisang, ho itlhophisa, le ho intlafatsa ntle le ho kenella ha motho. Pono ena e khoneha ka ho kopana ha Artificial Intelligence (AI), software engineering, le DevOps automation. Sehloohong sena, re tla kenella lipakeng tsa mahlale ana mme re hlahlobe hore na lisebelisoa tsa AI le liletsa tsa 'mino tse kang LangChain le DSPy li ka thusa ho fihlela ZeroOps joang ka har'a maru le lits'ebetso tse scalable.

Bothata ka Tsamaiso ya Setso ya Meralo ya Motheo

Tsamaiso ea mekhoa ea mekhoa ea setso e kenyelletsa tlhophiso ea matsoho, ho beha leihlo le ho rarolla mathata a litsamaiso. Mokhoa ona o atisa ho ba le liphoso, ho se sebetse hantle, le mathata a scalability. Ha litsamaiso li ntse li hōla ka mokhoa o rarahaneng, tlhokahalo ea ho kenella ha batho e eketseha, e lebisang ho eketseha ha litšenyehelo, nako ea ho theoha le ho tsieleha. Mokhoa oa setso o boetse o sitisa boqapi, kaha bahlahisi le basebelisi ba imetsoe ke mesebetsi e tloaelehileng, e sieang nako e nyane ea matsapa a leano.

**Ho phahama ha Agent AI le Lisebelisoa tsa Orchestration **

Agentic AI, e leng karoloana ea bohlale ba maiketsetso, e bolela litsamaiso tse ka ikemelang molemong oa tsona, ho etsa liqeto le ho nka mehato ntle le ho kenella ha motho. Ka lehlakoreng le leng, lisebelisoa tsa 'mino oa liletsa li iketsetsa tsamaiso ea litsamaiso tse rarahaneng ka ho hokahanya litšebelisano lipakeng tsa likarolo tse fapaneng. Ho kopana ha li-agent tsa AI le lisebelisoa tsa 'mino oa liletsa ho hlahisitse sehlopha se secha sa litsamaiso tse khonang ho itlhokomela, ho ipholisa le ho iphelisa.

LangChain: Moralo oa Agentic AI

LangChain ke moralo oa mohloli o bulehileng o nolofalletsang batho ba ntlafatsang ho haha litsamaiso tsa AI tsa agent. E fana ka sete ea lisebelisoa le lilaebrari tsa ts'ebetso ea puo ea tlhaho (NLP), ho ithuta ka mochini (ML), le nts'etsopele ea software. Mehaho ea LangChain e etselitsoe ho thusa ho theha mekhoa e ikemetseng e ka sebelisanang le batho le mekhoa e meng ka tsela e utloahalang.


ho tsoa ho langchain ho kenya LLMChain

# Hlalosa LLMChain e bonolo
llm_chain = LLMChain(
    llm_name = "text-davinci-003",
    mocheso=0.7,
    max_length=2048,
    min_length=128,
)

# Sebelisa LLMChain ho hlahisa mongolo
mongolo = llm_chain.run("Ngola pale e khuts'oane ka katse")
hatisa(mongolo)

DSPy: Moralo oa Liletsa tsa Liletsa

DSPy ke moralo o bulehileng o fanang ka lisebelisoa le lilaeborari bakeng sa ho aha litsamaiso tsa 'mino oa liletsa. E thusa bahlahisi ho iketsetsa tsamaiso ea litsamaiso tse rarahaneng ka ho hokahanya litšebelisano lipakeng tsa likarolo tse fapaneng. Mehaho ea DSPy e etselitsoe ho thusa ho theha litsamaiso tse ka senyehang le tse mamellang liphoso.

# Mohlala oa khoutu ea DSPy
ho tsoa ho dSpy import Workflow

# Hlalosa mokhoa o bonolo oa ho sebetsa
Mokhoa oa ho sebetsa = Mokhoa oa ho sebetsa (
    lebitso = "mohlala_mosebetsi",
    mesebetsi=[
        {"name": "task1", "type": "shell", "command": "echo 'Hello World'"},
        {"name": "task2", "type": "python", "script": "print('Hello World')"},
    ],
)

# Kenya ts'ebetso ea ts'ebetso
workflow.run()

Ho fihlella ZeroOps ka Agentic AI le Lisebelisoa tsa Orchestration

Motsoako oa li-AI le lisebelisoa tsa 'mino oa liletsa tse kang LangChain le DSPy li etsa hore ho khonehe ho finyella ZeroOps ka maru le mekhoa e tsitsitseng. Ka ho iketsetsa tsamaiso ea litsamaiso tse rarahaneng, bahlahisi le basebelisi ba ka tsepamisa maikutlo ho matsapa a leano, athe sistimi e khona ho itlhokomela, ho ipholisa, le ho itšebeletsa.

Melemo ea ZeroOps

Melemo ea ZeroOps e mengata:

Keketso e sebetsang: Taolo ea meralo e ikemetseng e fokotsa liphoso tsa matsoho le ho eketsa tlhahiso.
**Scalability e ntlafetseng **: Sistimi e ka ikemela kapa ea theoha ka bo eona, ntle le ho kenella ha motho.
**Botšepehi bo ntlafetseng **: Mekhoa ea ho iphekola e fokotsa nako ea ho fokotsa nako le ho ntlafatsa botšepehi ba tsamaiso ka kakaretso.
Litšenyehelo tse fokotsehileng: Tsamaiso ea mekhoa ea motheo e ikemetseng e fokotsa tlhokahalo ea ho kenella ha batho, e leng se lebisang ho bolokeng litšenyehelo.

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

Mona ke tse ling tsa litaelo le likonopo tse sebelisoang haholo bakeng sa LangChain le DSPy:

LangChain + llm_chain.run("text"): Etsa mosebetsi oa tlhahiso ea mongolo u sebelisa LLMChain. + llm_chain.train("data"): Koetlisa mofuta oa puo u sebelisa LLMChain. + llm_chain.evaluate("text"): Lekola tshebetso ya mmotlolo wa puo o sebedisa LLMChain. DSPy + workflow.run(): Tsamaisa phallo ea mosebetsi u sebelisa moralo oa DSPy. + workflow.status(): Fumana boemo ba phallo ea mosebetsi u sebelisa moralo oa DSPy. + workflow.log(): Fumana tlhahiso ea log ea mosebetsi o sebelisang moralo oa DSPy.

Pono ya pono

Chate e bonolo e sebelisang Chart.js ke ena ho bona melemo ea ZeroOps:

{
  "type": "bar",
  "data": {
    "labels": ["Katleho e Eketsehileng", "Scalability e Ntlafetseng", "Botšepehi bo Ntlafetseng", "Litšenyehelo tse Fokotseng"],
    "lintlha tsa boitsebiso": [
      {
        "label": "Melemo ea ZeroOps",
        "data": [90, 85, 95, 80],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3", "#009688"],
        "borderColor": ["#4CAF50", "#FF9800", "#2196F3", "#009688"],
        "borderWidth": 1
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "Melemo ea ZeroOps"
    },
    "makala": {
      "yAxes": [
        {
          "li-ticks": {
            "beginAtZero": 'nete
          }
        }
      ]
    }
  }
}

Qetello

ZeroOps ke mokhoa oa phetoho oa taolo ea litšebeletso tsa motheo o lumellang litsamaiso tse ikemetseng ho itaola, ho ipholisa le ho intlafatsa. Ka ho sebelisa lisebelisoa tsa AI le liletsa tsa 'mino tse kang LangChain le DSPy, bahlahisi le basebetsi ba ka finyella katleho e eketsehileng, ho ntlafatsa scalability, ho tšepahala ho ntlafetseng, le litšenyehelo tse fokotsehileng. Ha mahlale a ntse a tsoela pele ho fetoha, re ka lebella ho bona lits'ebetso tse ncha tsa ZeroOps ka har'a maru le lits'ebetso tse scalable.

ZeroOps: Ho Fumana Meaho e Ikemetseng ka Agent AI le Lisebelisoa tsa Orchestration

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