ZeroOps DevOps Automation nge-AI-Driven Orchestration kunye ne-StackGen | B4N1

ZeroOps DevOps Automation nge-AI-Driven Orchestration kunye ne-StackGen

7 months ago · b4n1 Read time: 4 min

IZeroOps DevOps Automation ene-AI-Driven Orchestration kunye neStackGen

Intshayelelo

Kwimeko yedijithali yanamhlanje ekhawulezayo, imibutho ihlala ifuna iindlela ezintsha zokuhlengahlengisa iinkqubo zabo ze-DevOps, ukuphucula ukusebenza kakuhle, kunye nokunciphisa umngcipheko weempazamo zabantu. I-automation yeZeroOps DevOps yindlela yokusika eyonyusa izixhobo ze-ochestration eziqhutywa yi-AI ukwenza imisebenzi ephindaphindwayo, iqinisekisa intsebenziswano engenamthungo phakathi kophuhliso, ukusebenza kunye namaqela okhuseleko. Kweli nqaku, siza kungena kwihlabathi le-automation ye-ZeroOps DevOps, sigxile ekuphunyezweni kwezixhobo ze-orchestration eziqhutywa yi-AI ezifana ne-StackGen, iLangChain, kunye ne-DSPy ukwenza i-backup ngokuzenzekelayo, imodeli yokusongela, kunye nokuthotyelwa okuqhubekayo.

Yintoni iZeroOps DevOps Automation?

I-automation ye-ZeroOps DevOps yindlela yokuguqula i-DevOps ephelisa imfuno yokungenelela ngesandla kwimisebenzi ephindaphindiweyo. Ngokusebenzisa izixhobo ze-orchestration eziqhutywa yi-AI, imibutho inokwenza ngokuzenzekelayo imisebenzi efana ne-backup, ukuthunyelwa, kunye nokuthotyelwa, ukuqinisekisa ukuba iziseko zabo kunye nezicelo zihlala zihlaziyiwe kwaye zikhuselekile. Le ndlela ivumela amaqela ukuba agxininise kwimisebenzi yezinga eliphezulu, njengeqhinga kunye nokutsha, ngelixa izixhobo ze-orchestration eziqhutywa yi-AI ziqhuba imisebenzi eqhelekileyo.

Izixhobo zeOkhestra eziqhutywa yi-AI

Kweli nqaku, siza kugxininisa kwizixhobo ezintathu ze-ochestration eziqhutywa yi-AI: StackGen, LangChain, kunye ne-DSPy.

StackGen

I-StackGen sisixhobo esivulelekileyo, esiqhutywa yi-AI esenza ukuba imibutho izenzele ngokuzenzekelayo ukuthunyelwa nokulawulwa kweziseko zophuhliso kunye nezicelo. Isebenzisa indibaniselwano yokufunda koomatshini kunye nokusetyenzwa kolwimi lwendalo ukwenza ngokuzenzekelayo imisebenzi efana ne-backup, ukuthunyelwa, kunye nokuthotyelwa.

LangChain

I-LangChain sisixhobo se-orchestration esisekelwe kwi-AI esisekelwe kwi-Python esenza ukuba imibutho izenzele ngokuzenzekelayo imisebenzi efana nokucubungula idatha, ukufundwa komatshini, kunye nokulungiswa kolwimi lwendalo. Isebenzisa indibaniselwano yokufunda koomatshini kunye nokulungiswa kolwimi lwendalo ukwenza ngokuzenzekelayo imisebenzi efana nokusebenza kwedatha kunye nokufunda koomatshini.

DSPy

I-DSPy sisixhobo se-ochestration esisekelwe kwi-AI esisekelwe kwi-Python esenza ukuba imibutho izenzele ngokuzenzekelayo imisebenzi efana nokucubungula idatha, ukufundwa komatshini, kunye nokulungiswa kolwimi lwendalo. Isebenzisa indibaniselwano yokufunda koomatshini kunye nokulungiswa kolwimi lwendalo ukwenza ngokuzenzekelayo imisebenzi efana nokusebenza kwedatha kunye nokufunda koomatshini.

Ukuphumeza iZeroOps DevOps Automation ngeStackGen

Kweli candelo, siya kubonisa indlela yokuphumeza iZeroOps DevOps automation usebenzisa i-StackGen.

Izinto ezifunekayo

*Fakela i-StackGen usebenzisa lo myalelo ulandelayo: pip install stackgen

  • Yenza iprojekthi entsha ye-StackGen usebenzisa lo myalelo ulandelayo: stackgen init

Ugcino oluzenzekelayo nge-StackGen

Ukuzenzela ugcino ngeStackGen, siya kusebenzisa le khowudi ilandelayo blocker:

ngenisa i-stackgen


backup_config = {
    "backup_type": "igcwele",
    "backup_interval": "imihla ngemihla",
    "backup_location": "/backup"
}

# Yenza umsebenzi omtsha wokugcina
backup_task = stackgen.Task("backup", backup_config)

# Yongeza umsebenzi ogcinayo kuhambo lweStackGen
stackgen.workflow.add_task(backup_task)

Le khowudi ibhloko ichaza umsebenzi omtsha wogcino usebenzisa istackgen.Task iklasi kwaye yongeze kuhambo lwe-StackGen usebenzisa indlela stackgen.workflow.add_task.

UziSebenzisa uMyilelo woMsongelo ngeStackGen

Ukwenza imodeli yezoyikiso ngokuzenzekelayo nge-StackGen, siya kusebenzisa le khowudi ilandelayo ibhlokhi:

ngenisa i-stackgen

# Chaza ulungelelwaniso lwemodeli yoloyiko
threat_modeling_config = {
    "threat_modeling_type": "static",
    "threat_modeling_interval": "veki nganye"
}

# Yenza umsebenzi omtsha wokwenza uloyiko
threat_modeling_task = stackgen.Task("threat_modeling", threat_modeling_config)

# Yongeza umsebenzi wokwenza uloyiko kwindlela yokusebenza yeStackGen
stackgen.workflow.add_task(threat_modeling_task)

Le khowudi ibhloko ichaza umfuziselo omtsha womsebenzi wothungelo usebenzisa iklasi stackgen.Task kwaye yongeza kuhambo lwe-StackGen usebenzisa indlela stackgen.workflow.add_task.

Ukuphumeza iZeroOps DevOps Automation ngeLangChain

Kweli candelo, siya kubonisa indlela yokuphumeza iZeroOps DevOps automation usebenzisa iLangChain.

Izinto ezifunekayo

*Fakela iLangChain usebenzisa lo myalelo ulandelayo: pip install langchain

  • Yenza iprojekthi entsha yeLangChain usebenzisa lo myalelo ulandelayo: langchain init

UkuLungiselela ukuLungiswa kweDatha ngeLangChain

Ukuzenzekelayo ukusetyenzwa kwedatha ngeLangChain, siya kusebenzisa le khowudi ibhlokhi ilandelayo:

ngenisa i-langchain

# Chaza ukusetyenzwa koqwalaselo lwedatha
data_processing_config = {
    "data_source": "csv",
    "data_location": "/data"
}

# Yenza umsebenzi omtsha wokulungisa idatha
data_processing_task = langchain.Task("data_processing", data_processing_config)

# Yongeza umsebenzi wokulungisa idatha kuhambo lweLangChain
langchain.workflow.add_task(data_processing_task)

Le khowudi ibhloko ichaza umsebenzi omtsha wokusetyenzwa kwedatha usebenzisa iklasi langchain.Task kwaye yongeza kuhambo lweLangChain usebenzisa indlela langchain.workflow.add_task.

Ukuphumeza iZeroOps DevOps Automation ngeDSPy

Kweli candelo, siya kubonisa indlela yokuphumeza iZeroOps DevOps automation usebenzisa iDSPy.

Izinto ezifunekayo

*Fakela i-DSPy usebenzisa lo myalelo ulandelayo: pip install dspy

  • Yenza iprojekthi entsha ye-DSPy usebenzisa lo myalelo ulandelayo: dsp init

Ukuzifundela koomatshini ngokuzenzekela nge-DSPy

Ukwenza umatshini wokufunda ngokuzenzekelayo nge-DSPy, siya kusebenzisa le khowudi ibloko ilandelayo:

ngenisa idsp

# Chaza ulungelelwaniso lokufunda koomatshini
machine_learning_config = {
    "model_type": "regression",
    "model_location": "/imodeli"
}

# Yenza umsebenzi omtsha wokufunda ngomatshini
machine_learning_task = dsp.Task("machine_learning", machine_learning_config)

# Yongeza umsebenzi wokufunda koomatshini ekuhambeni komsebenzi we-DSPy
dsp.workflow.yongeza_umsebenzi(umatshini_ukufunda_umsebenzi)

Le khowudi ibhlokhi ichaza umsebenzi omtsha wokufunda womatshini usebenzisa iklasi dsp.Task kwaye iwukongeza kuhambo lweDSPy kusetyenziswa indlela dsp.workflow.add_task.

Ephezulu 5-10 Eyeyona Isetyenziswayo Imiyalelo/iziqwengana

Nantsi eyona miyalelo/iziqwengana eziphezulu ezi-5-10 ze-StackGen, iLangChain, kunye ne-DSPy:

StackGen

  • stackgen init: Iqalisa iprojekthi yeStackGen entsha
  • stackgen workflow.yongeza_umsebenzi(umsebenzi): Yongeza umsebenzi omtsha kuhambo lweStackGen
  • stackgen task.create(igama_lomsebenzi, umsebenzi_config): Yenza umsebenzi omtsha usebenzisa igama elikhankanyiweyo kunye noqwalaselo.
  • stackgen workflow.run(): Iqhuba iStackGen workflow
  • stackgen workflow.status(): Ibonisa ubume beStackGen workflow

LangChain

  • langchain init: Iqalisa iprojekthi entsha yeLangChain
  • langchain workflow.add_task(umsebenzi): Yongeza umsebenzi omtsha kuhambo lweLangChain
  • langchain task.create(task_name, task_config): Yenza umsebenzi omtsha usebenzisa igama elikhankanyiweyo kunye noqwalaselo.
  • langchain workflow.run(): Iqhuba iLangChain workflow
  • langchain workflow.status(): Ibonisa ubume beLangChain workflow

DSPy

  • dsp init: Iqalisa iprojekthi entsha ye-DSPy
  • dsp workflow.add_task(umsebenzi): Yongeza umsebenzi omtsha kuhambo lweDSPy
  • dsp task.create(task_name, task_config): Yenza umsebenzi omtsha usebenzisa igama elikhankanyiweyo kunye noqwalaselo.
  • dsp workflow.run(): Iqhuba iDSPy workflow
  • dsp workflow.status(): Ibonisa ubume bohambo lweDSPy

Umbono

Nanku umfanekiso wokuhamba komsebenzi we-StackGen usebenzisa iChart.js:

{
  "type": "bar",
  "idatha": {
    "labels": ["Ugcino", "uModeli weTreat", "Ukulungiswa kweDatha", "Ukufunda ngoomatshini"],
    "iiseti zedatha": [
      {
        "label": "StackGen Workflow",
        "idatha": [10, 5, 8, 12],
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "BorderWidth": 1
      }
    ]
  },
  "iinketho": {
    "isihloko": {
      "bonisa": yinyani,
      "text": "StackGen Workflow"
    },
    "izikali": {
      "yAxes": [
        {
          "amanqaku": {
            "beginAtZero": yinyani
          }
        }
      ]
    }
  }
}

Lo mboniso ubonisa inani lemisebenzi kwinqanaba ngalinye le-StackGen workflow.

Isiphelo

Kweli nqaku, siye sabonisa indlela yokuphumeza iZeroOps DevOps ngokuzenzekelayo usebenzisa izixhobo ze-orchestration eziqhutywa yi-AI ezifana ne-StackGen, iLangChain, kunye ne-DSPy. Sibonise indlela yokwenza ngokuzenzekelayo imisebenzi efana ne-backup, imodeli yoloyiko, kunye nokuthotyelwa okuqhubekayo usebenzisa ezi zixhobo. Sikwabonelele ngokuqhutywa komsebenzi we-StackGen kusetyenziswa iChart.js. Ngokusebenzisa ezi zixhobo, imibutho inokulungelelanisa iinkqubo zabo ze-DevOps, iphucule ukusebenza kakuhle, kunye nokunciphisa umngcipheko weempazamo zabantu.

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