Kuronga AI-Inofambiswa Software Delivery neDSPy uye LangChain: Yakatarisana neMultimodal Wearable Sensing uye DevSecOps

Kuronga AI-Inotyairwa Software Delivery neDSPy uye LangChain: Yakatarisana neMultimodal Wearable Sensing uye DevSecOps

Introduction

Iko kubatanidzwa kweArtificial Intelligence (AI) neDevSecOps kwakashandura nzira iyo software inogadzirwa, inotumirwa, uye yakachengetedzwa. Muchikamu chino, tichaongorora kushandiswa kweDSPy neLangChain kuronga AI-inotyairwa software kuendesa, tichitarisa pane multimodal wearable sensing uye DevSecOps. Isu tichaongorora munyika yeAI vamiririri, maturusi eDevSecOps, uye zvinopfekwa zvekunzwa, uye kuratidza maitiro avanogona kubatanidzwa kuvandudza kuendesa software uye kuchengetedzeka.

Multimodal Wearable Sensing

Multimodal wearable sensing inoreva kushandiswa kwezvishandiso zvinopfekwa zvinogona kuunganidza nekuongorora data kubva kwakasiyana siyana, senge masaini emuviri, mamiriro ezvakatipoteredza, uye maitiro emushandisi. Midziyo iyi inogona kushandiswa kutarisa uye kufanotaura zvakasiyana-siyana zvine chekuita nehutano, senge kurova kwemoyo, BP, uye kunaka kwekurara.

AI Agents uye DevSecOps

AI vamiririri zvirongwa zvesoftware zvinogona kuita mabasa anowanzoda hungwaru hwevanhu, sekuita sarudzo, kugadzirisa matambudziko, uye kudzidza. DevSecOps seti yemaitiro anosanganisa budiriro, chengetedzo, uye mashandiro kuti ave nechokwadi chakachengeteka uye nemazvo kuendesa software.

Kubatanidza AI Agents neDevSecOps Zvishandiso

Kubatanidza maAI agents neDevSecOps zvishandiso, tinogona kushandisa DSPy uye LangChain. DSPy iraibhurari yePython inopa iri nyore uye inoshanda nzira yekubatanidza AI modhi neDevSecOps maturusi. LangChain iraibhurari yePython inopa hurongwa hwekuvaka AI vamiririri vanogona kudyidzana neDevSecOps zvishandiso.

Kushandisa DSPy uye LangChain yeMultimodal Wearable Sensing

Kuratidza kushandiswa kweDSPy neLangChain kune multimodal wearable sensing, ngatifungei muenzaniso wakapfava. Ngatitii tine mudziyo unopkaka unounganidza ruzivo rwekurova kwemwoyo, BP, uye kunaka kwekurara. Tinoda kushandisa maAI agents kuongorora iyi data uye kufanotaura mamiriro ehutano hwemushandisi.

import langchain
import dspy


muenzaniso = langchain.LLMModel(
    zita = "davinci",
    tembiricha=0.7,
    max_tokens=100,
    min_tokens=10,
    mira=["\n"]
)

# Tsanangura chishandiso cheDevSecOps
mudziyo = dspy.DevSecOpsTool(
    zita = "github",
    api_key="yako_api_kiyi"
)

# Tsanangura iyo inopfekeka mudziyo data
data = {
    "moyo_kuyerwa": 60,
    "blood_pressure": 120,
    "kurara_kunaka": 80
}

# Shandisa iyo AI modhi kuongorora iyo data
ongororo = muenzaniso.predict(data)

# Shandisa iyo DevSecOps chishandiso kuendesa iyo AI modhi
deployment = tool.deploy(analysis)

# Shandisa iyo inopfekeka mudziyo data kufanotaura mamiriro ehutano hwemushandisi
health_status = analysis.predict(data)

dhinda(hutano_mamiriro)

Pamusoro 5-10 Inonyanya Kushandiswa Mirairo/Zvidimbu

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

1. langchain.LLMModel(): Inogadzira mhando itsva yeAI.
2. dspy.DevSecOpsTool(): Inogadzira chishandiso chitsva cheDevSecOps.
3. model.predict(): Inoshandisa AI modhi kuongorora data.
4. tool.deploy(): Inotumira iyo AI modhi uchishandisa DevSecOps chishandiso.
5. analysis.predict(): Inoshandisa AI modhi kufanotaura kukosha.
6. dspy.data.load(): Inotakura data kubva muchigadzirwa chinopfekwa.
7. langchain.chain(): Inogadzira cheni itsva yemhando dzeAI.
8. dspy.devsecops(): Inobatanidza maturusi eDevSecOps nemhando dzeAI.
9. langchain.llm(): Inoshandisa yakadzidziswa AI modhi.
10. dspy.wearable(): Inobatanidza zvishandiso zvinopfekwa nemhando dzeAI.

Kuona

Heino ratidziro yeAI-inotyairwa software yekuburitsa pombi uchishandisa DSPy uye LangChain:

{
  "type": "bha",
  "data": {
    "labels": ["AI Model", "DevSecOps Tool", "Wearable Device"],
    "datasets": [
      {
        "label": "Pipeline",
        "data": [10, 20, 30],
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "borderWidth": 1
      }
    ]
  },
  "sarudzo": {
    "zita": {
      "kuratidza": chokwadi,
      "text": "AI-Driven Software Delivery Pipeline"
    },
    "zvikero": {
      "yAxes": [
        {
          "zvikwekwe": {
            "beginAtZero": chokwadi
          }
        }
      ]
    }
  }
}

Kuona uku kunoratidza pombi yeAI-inotyairwa software kuendesa, ine AI modhi, DevSecOps chishandiso, uye inopfekwa mudziyo sezvinhu zvikuru.

Mhedziso

Muchinyorwa chino, takaongorora kushandiswa kweDSPy neLangChain kuronga AI-inotyairwa software kuendesa, tichitarisa pane multimodal wearable sensing uye DevSecOps. Takaratidza kuti maAI agents anogona kubatanidzwa sei neDevSecOps maturusi ekuvandudza kuendesa software uye kuchengetedzeka. Isu takapawo muenzaniso wakapfava wekushandisa DSPy neLangChain kune multimodal inopfeka sensing uye kuona kweAI-inotyairwa software yekuendesa pombi.

Basa Remangwana

Basa remangwana rinosanganisira:

• Kubatanidza DSPy uye LangChain nemamwe maAI masimusi uye maturusi eDevSecOps.
• Kugadzira mamwe akaomarara eAI modhi uye maturusi eDevSecOps.
• Kuongorora kushandiswa kweDSPy neLangChain mune mamwe maindasitiri, akadai semari uye hutano hwehutano.

Mareferenzi

• [1] LangChain Documentation. (2023). LangChain Documentation.
• [2] DSPy Zvinyorwa. (2023). DSPy Zvinyorwa.
• [3] Zvishandiso Zvinopfekeka. (2023). Zvishandiso Zvinopfekeka.
• [4] DevSecOps. (2023). DevSecOps.

Ongorora: Mareferensi akapihwa ndeekunyepedzera uye nezvinangwa zvekuratidzira chete.