Kuronga maAI Agents muDevOps Mapaipi eKusimba uye Kutsanangura

Introduction

Mumakore achangopfuura, Artificial Intelligence (AI) yave chikamu chakakosha chekuvandudzwa kwesoftware, zvichiita kuti vanogadzira vagadzire mamwe akangwara, anoshanda, uye anotyisa masisitimu. Nekudaro, sezvo AI-inotyairwa software kuvandudza kuri kuramba kuchikura, kuoma kwemasisitimu aya kunowedzerawo, zvichiita kuti zviome kuve nechokwadi chekusimba kwavo uye kutsanangura. Ichi chinyorwa chinoongorora pfungwa yekuronga maAI agents muDevOps mapaipi ekusimba uye kutsanangurika, achitarisa kusanganiswa kweDSPy neLangChain yekuridza orchestration uye kutsanangura.

**Kudiwa Kwekusimba uye Kutsanangura muAI-Inotyairwa Software Development **

Resilience uye kutsanangura zvinhu zviviri zvakakosha zveAI-inotyairwa software yekuvandudza. Resilience (Resilience) inoreva kugona kwesystem kumira uye kupora kubva mukutadza, ukuwo kutsanangudza kunoreva kugona kwehurongwa hwekupa ruzivo mukuita kwayo sarudzo. Muchirevo cheAI-inotyairwa software yekuvandudza, kusimba uye kutsanangura kwakakosha pakuona kuvimbika, kuvimbika, uye kuchengetedza kweAI masisitimu.

Basa reDSPy neLangChain muAI Orchestration

DSPy uye LangChain maviri ane mukurumbira masisitimu ekuvaka uye orchestrating AI vamiririri. DSPy iPython framework yekuvaka uye kutumira maAI modhi, nepo LangChain iri hurongwa hwekuvaka maAI ekukurukurirana. Nekubatanidza DSPy neLangChain, vagadziri vanogona kugadzira mapaipi epamusoro eAI orchestration anogonesa kutarisa-nguva chaiyo, kutema matanda, uye kutsanangura.

Kubatanidza DSPy neLangChain yeAdvanced Orchestration uye Tsananguro

Iyo inotevera kodhi kodhi inoratidza nzira yekubatanidza DSPy neLangChain yekuridza orchestration uye kutsanangura.

import dspy
import langchain


pombi = dspy.Pipeline(
    mabasa=[
        dspy.Task("modhi", "model.py"),
        dspy.Task("data", "data.py"),
        dspy.Task("evaluation", "evaluation.py")
    ]
)

# Gadzira LangChain mumiriri
mumiririri = langchain.Agent(
    pombi=pombi,
    cheni=langchain.Chain(
        mabasa=[
            langchain.Task("modhi", "model.py"),
            langchain.Task("data", "data.py"),
            langchain.Task("evaluation", "evaluation.py")
        ]
    )
)

# Mhanya mumiririri
agent.run()

Iyi kodhi kodhi inogadzira pombi yeDSPy ine mabasa matatu: modhi, data, uye kuongorora. Inobva yagadzira LangChain mumiriri anoshandisa pombi kuronga mabasa. Mumiririri anobva amhanya, achigonesa chaiyo-nguva yekutarisa, kutema matanda, uye kutsanangura.

Pamusoro 5-10 Inonyanya Kushandiswa Mirairo/Zvidimbu

Heano epamusoro 5-10 anonyanya kushandiswa mirairo/zvimedu zveDSPy uye LangChain:

1. dspy.Pipeline(tasks=[...]): Inogadzira pombi yeDSPy ine mabasa akataurwa.
2. langchain.Agent(pipeline=..., cheni=...): Inogadzira LangChain agent inoshandisa pombi necheni dzakataurwa.
3. dspy.Task(zita, module): Inogadzira basa reDSPy rine zita rakataurwa uye module.
4. langchain.Task(zita, module): Inogadzira basa reLangChain rine zita rakataurwa uye module.
5. pipeline.run(): Inomhanyisa pombi yeDSPy.
6. agent.run(): Inomhanyisa mumiriri weLangChain.
7. dspy.log.info(...): Inochengeta ruzivo rwemashoko uchishandisa DSPy.
8. langchain.log.info(...): Logs mashoko mashoko uchishandisa LangChain.
9. dspy.metrics(...): Inounganidza metrics uchishandisa DSPy.
10. langchain.metrics(...): Inounganidza metrics uchishandisa LangChain.

Kuona

Iyo inotevera chati inoratidza mafambiro ebasa reDSPy neLangChain pombi:

{
  "type": "bha",
  "data": {
    "labels": ["Muenzaniso", "Data", "Avaluation"],
    "datasets": [
      {
        "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]
      }
    ]
  },
  "sarudzo": {
    "zita": {
      "kuratidza": chokwadi,
      "zvinyorwa": "DSPy uye LangChain Pipeline Workflow"
    },
    "zvikero": {
      "yAxes": [
        {
          "zvikwekwe": {
            "beginAtZero": chokwadi
          }
        }
      ]
    }
  }
}

Iyi chati inoratidza kufamba kwepaipi yeDSPy neLangChain, inoratidza nhamba yemabasa anoitwa negadziriro yega yega.

Mhedziso

Mukupedzisa, kuronga maAI vamiririri muDevOps mapaipi ekusimba uye kutsanangura chinhu chakakosha cheAI-inotyairwa software yekuvandudza. Nekubatanidza DSPy neLangChain, vagadziri vanogona kugadzira mapaipi epamusoro eAI orchestration anogonesa kutarisa-nguva chaiyo, kutema matanda, uye kutsanangura. Iyo code block uye chati yakapihwa munyaya ino inoratidza simba rekubatanidza DSPy neLangChain yekuridza orchestration uye kutsanangura.