Whakaahua Nga Kaihoko AI i roto i nga Raina Paipa DevOps mo te Maamaa me te Whakamarama

Whakataki

I nga tau tata nei, kua noho te Artificial Intelligence (AI) hei waahanga nui o te whanaketanga rorohiko, e taea ai e nga kaiwhakawhanake te hanga i nga punaha mohio, whai hua, me te tauineine. Heoi, i te mea kei te tipu haere tonu te whanaketanga rorohiko a AI, ka piki ake ano te uaua o enei punaha, na te mea he uaua ki te whakarite i o raatau kaha me te whakamarama. Ka tirotirohia e tenei tuhinga te kaupapa o te whakahaere i nga kaihoko AI i roto i nga pipelines DevOps mo te kaha me te whakamarama, e aro ana ki te whakakotahitanga o DSPy me LangChain mo te whakahiato me te whakamarama.

Ko te Hiahia mo te Maamaa me te Whakamaramatanga i roto i te Whakawhanaketanga Pūmanawa Ahu-Ai

Ko te kaha me te whakamarama e rua nga waahanga nui o te whanaketanga rorohiko a AI. Ko te manahau e pa ana ki te kaha o te punaha ki te tu me te whakaora mai i nga rahunga, engari ko te whakamaarama e pa ana ki te kaha o te punaha ki te whakarato i nga tirohanga ki ana tikanga whakatau. I roto i te horopaki o te whakawhanaketanga rorohiko a AI, he mea nui te whakamaarama me te whakamaarama hei whakarite i te pono, te pono, me te mau tonu o nga punaha AI.

Te Mahi a DSPy me LangChain i roto i te Orchestration AI

Ko DSPy me LangChain e rua nga anga rongonui mo te hanga me te whakarite i nga kaihoko AI. Ko DSPy he anga Python mo te hanga me te tuku tauira AI, ko LangChain he anga mo te hanga i nga kaihoko korero AI. Ma te whakakotahi i te DSPy me te LangChain, ka taea e nga kaiwhakawhanake te hanga i nga paipa whakahiato AI matatau e taea ai te aro turuki, te takiuru me te whakamarama.

Ko te whakakotahi i te DSPy me te LangChain mo te Whakapaipai Ake me te Whakamaramatanga

Ko te poraka waehere e whai ake nei e whakaatu ana me pehea te whakakotahi i te DSPy me te LangChain mo te whakahiato matatau me te whakamarama:

kawemai dspy
kawemai langchain


paipa = dspy.Pipeline(
    mahi=[
        dspy.Task("tauira", "model.py"),
        dspy.Task("raraunga", "data.py"),
        dspy.Task("evaluation", "evaluation.py")
    ]
)

# Waihangahia he kaihoko LangChain
kaihoko = langchain.Agent(
    paipa = pipeline,
    mekameka=langchain.Chain(
        mahi=[
            langchain.Task("tauira", "model.py"),
            langchain.Task("raraunga", "data.py"),
            langchain.Task("evaluation", "evaluation.py")
        ]
    )
)

# Whakahaerehia te kaihoko
agent.run()

Ka hangaia e tenei poraka waehere he paipa DSPy me nga mahi e toru: tauira, raraunga, me te aromatawai. Ka hangaia he kaihoko LangChain e whakamahi ana i te paipa ki te whakarite i nga mahi. Ka whakahaerehia te kaihoko, ka taea te aro turuki i te waa-tūturu, te takiuru, me te whakamarama.

Tiki 5-10 Nga Tono Whakamahinga/Momohipi

Anei nga 5-10 o runga o nga whakahau/snippets e whakamahia ana mo DSPy me LangChain:

dspy.Pipeline(tasks=[...]): Hangaia he paipa DSPy me nga mahi kua tohua.
langchain.Agent(pipeline=..., chain=...): Ka hangaia he kaihoko LangChain e whakamahi ana i te paipa me te mekameka kua tohua.
dspy.Task(ingoa, kōwae): Waihangahia he mahi DSPy me te ingoa me te kōwae kua tohua.
langchain.Task(ingoa, kōwae): Hangaia he mahi LangChain me te ingoa me te kōwae kua tohua.
pipeline.run(): Whakahaerehia te paipa DSPy.
agent.run(): Whakahaerehia te kaihoko LangChain.
dspy.log.info(...): Ka tuhia nga karere korero ma te whakamahi i te DSPy.
langchain.log.info(...): Ka tuhia nga karere korero ma te whakamahi i te LangChain.
dspy.metrics(...): Ka kohikohi inenga ma te whakamahi i te DSPy.
langchain.metrics(...): Ka kohikohi inenga ma te whakamahi i te LangChain.

Whakakitenga

Ko te tūtohi e whai ake nei e whakaatu ana i te rerenga mahi o te paipa DSPy me te LangChain:

{
  "type": "pae",
  "raraunga": {
    "labels": ["Tauira", "Raraunga", "Aromātai"],
    "raunga raraunga": [
      {
        "label": "DSPy Pipeline",
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "raraunga": [10, 20, 30]
      },
      {
        "label": "Agent LangChain",
        "backgroundColor": "rgba(54, 162, 235, 0.2)",
        "borderColor": "rgba(54, 162, 235, 1)",
        "raraunga": [15, 25, 35]
      }
    ]
  },
  "kōwhiringa": {
    "taitara": {
      "whakaatu": pono,
      "text": "DSPy me LangChain Pipeline Rerengamahi"
    },
    "tauine": {
      "yAxes": [
        {
          "tika": {
            "beginAtZero": pono
          }
        }
      ]
    }
  }
}

Ko tenei tūtohi e whakaatu ana i te rerenga mahi o te DSPy me te LangChain pipeline, e whakaatu ana i te maha o nga mahi i mahia e ia angamahi.

Whakamutunga

Hei mutunga, ko te whakarite i nga kaihoko AI i roto i nga paipa DevOps mo te whakamaarama me te whakamaarama he waahanga nui o te whanaketanga rorohiko a AI. Ma te whakakotahi i te DSPy me te LangChain, ka taea e nga kaiwhakawhanake te hanga i nga paipa whakahiato AI matatau e taea ai te aro turuki, te takiuru me te whakamarama. Ko te poraka waehere me te tūtohi e whakaratohia ana i roto i tenei tuhinga e whakaatu ana i te kaha o te whakakotahi i te DSPy me te LangChain mo te whakahiato matatau me te whakamarama.

Waihangahia he paipa DSPy