**Ho hlophisa li-AI Agents ho liphaephe tsa DevOps bakeng sa ho Tiisa le ho Hlalosa **

Selelekela

Lilemong tsa morao tjena, Artificial Intelligence (AI) e fetohile karolo ea bohlokoa ea nts'etsopele ea software, e nolofalletsang batho ba ntlafatsang ho haha ​​litsamaiso tse bohlale, tse sebetsang hantle le tse ka senyehang. Leha ho le joalo, ha nts'etsopele ea software e tsamaisoang ke AI e ntse e tsoela pele ho hola, ho rarahana ha litsamaiso tsena le hona hoa eketseha, ho etsa hore ho be thata ho etsa bonnete ba ho tiea le ho hlalosa. Sengoliloeng sena se hlahloba mohopolo oa ho hlophisa mahlahana a AI ho liphaephe tsa DevOps bakeng sa ho tiea le ho hlalosoa, ho tsepamisitsoe maikutlo ho kopantseng DSPy le LangChain bakeng sa 'mino o tsoetseng pele le tlhaloso.

Tlhokahalo ea Boiketlo le Tlhaloso ho Ntlafatso ea Software e tsamaisoang ke AI

Ho mamella le ho hlalosa ke lintlha tse peli tsa bohlokoa tsa nts'etsopele ea software e tsamaisoang ke AI. Resilience e bolela bokhoni ba tsamaiso ea ho mamella le ho hlaphoheloa liphosong, ha tlhaloso e bolela bokhoni ba tsamaiso ea ho fana ka lintlha mabapi le mekhoa ea ho etsa liqeto. Boemong ba nts'etsopele ea software e tsamaisoang ke AI, ho tiea le ho hlalosa ho bohlokoa bakeng sa ho netefatsa ho ts'epahala, ho ts'epahala, le ho ts'epahala ha litsamaiso tsa AI.

Seabo sa DSPy le LangChain ho AI Orchestration

DSPy le LangChain ke meralo e 'meli e tsebahalang ea ho aha le ho hlophisa mahlahana a AI. DSPy ke moralo oa Python oa ho haha ​​​​le ho tsamaisa mehlala ea AI, ha LangChain e le moralo oa ho haha ​​​​mahlahana a AI a puisano. Ka ho kopanya DSPy le LangChain, bahlahisi ba ka etsa liphaephe tsa 'mino oa AI tse tsoetseng pele tse nolofalletsang ho beha leihlo, ho rema lifate le ho hlalosoa ka nako ea sebele.

**Ho kopanya DSPy le LangChain bakeng sa 'Mino oa 'Mino o Tsoetseng Pele le oa Tlhaloso **

Sebaka se latelang sa khoutu se bonts'a mokhoa oa ho kopanya DSPy le LangChain bakeng sa 'mino o tsoetseng pele le tlhaloso:

kenya dspy
import langchain


pipeline = dspy.Pipeline(
    mesebetsi=[
        dspy.Task("mohlala", "model.py"),
        dspy.Task("data", "data.py"),
        dspy.Task("evaluation", "evaluation.py")
    ]
)

# Theha moemeli oa LangChain
moemeli = langchain.Agent(
    pipeline=peipi,
    ketane=langchain.Chain(
        mesebetsi=[
            langchain.Task("mohlala", "model.py"),
            langchain.Task("data", "data.py"),
            langchain.Task("evaluation", "evaluation.py")
        ]
    )
)

# Tsamaisa moemeli
agent.run()

Sebaka sena sa khoutu se theha pipeline ea DSPy e nang le mesebetsi e meraro: mohlala, data, le tlhahlobo. Ebe e theha moemeli oa LangChain o sebelisang lipeipi ho hlophisa mesebetsi. Joale moemeli oa tsamaisoa, o nolofalletsa ho beha leihlo ka nako ea sebele, ho rema lifate le ho hlalosa.

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

Mona ke tse 5-10 tse sebelisoang ka ho fetesisa litaelo/likotoana tsa DSPy le LangChain:

1. dspy.Pipeline(tasks=[...]): E etsa pipeline ea DSPy e nang le mesebetsi e boletsoeng.
2. langchain.Agent(pipeline=..., chain=...): E theha moemeli oa LangChain o sebelisang phaephe le ketane tse boletsoeng.
3. dspy.Task(lebitso, mojule): E etsa mosebetsi oa DSPy ka lebitso le mojule o boletsoeng.
4. langchain.Task(lebitso, module): E theha mosebetsi oa LangChain ka lebitso le mojule o boletsoeng.
5. pipeline.run(): E tsamaisa phaephe ea DSPy.
6. agent.run(): E tsamaisa moemeli oa LangChain.
7. dspy.log.info(...): Boloka melaetsa ea tlhahisoleseding ka DSPy.
8. langchain.log.info(...): Boloka melaetsa ea tlhahisoleseling ka LangChain.
9. dspy.metrics(...): E bokella metrics e sebelisa DSPy.
10. langchain.metrics(...): E bokella metrics ho sebelisa LangChain.

Pono ya pono

Chate e latelang e bonts'a tšebetso ea phaephe ea DSPy le LangChain:

{
  "type": "bar",
  "data": {
    "labels": ["Mohlala", "Data", "Avaluation"],
    "lintlha tsa boitsebiso": [
      {
        "label": "DSPy Pipeline",
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "data": [10, 20, 30]
      },
      {
        "label": "LangChain Agent",
        "backgroundColor": "rgba(54, 162, 235, 0.2)",
        "borderColor": "rgba(54, 162, 235, 1)",
        "data": [15, 25, 35]
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "DSPy le LangChain Pipeline Workflow"
    },
    "makala": {
      "yAxes": [
        {
          "li-ticks": {
            "beginAtZero": 'nete
          }
        }
      ]
    }
  }
}

Chate ena e bonts'a mosebetsi oa phaephe ea DSPy le LangChain, e bontšang palo ea mesebetsi e etsoang ke moralo o mong le o mong.

Qetello

ho hlophisa liakhente tsa AI ho liphaephe tsa DevOps bakeng sa botsitso le ho hlalosoa ke karolo ea bohlokoa ea nts'etsopele ea software e tsamaisoang ke AI. Ka ho kopanya DSPy le LangChain, bahlahisi ba ka etsa liphaephe tsa 'mino oa AI tse tsoetseng pele tse nolofalletsang ho beha leihlo, ho rema lifate le ho hlalosoa ka nako ea sebele. Khoutu thibela le chate e fanoeng sehloohong sena e bontša matla a ho kopanya DSPy le LangChain bakeng sa 'mino oa' mino o tsoetseng pele le tlhaloso.