ZeroOps DevOps Automation e nang le Orchestration e tsamaisoang ke AI le StackGen

Selelekela

Sebakeng sa kajeno sa dijithale se potlakileng, mekhatlo e lula e batla mekhoa e mecha ea ho tsamaisa lits'ebetso tsa eona tsa DevOps, ho ntlafatsa ts'ebetso, le ho fokotsa kotsi ea liphoso tsa batho. ZeroOps DevOps automation ke mokhoa o hahang o sebelisang lisebelisoa tsa 'mino tse tsamaisoang ke AI ho iketsetsa mesebetsi e pheta-phetoang, ho netefatsa tšebelisano e se nang moeli pakeng tsa nts'etsopele, ts'ebetso le lihlopha tsa ts'ireletso. Sehloohong sena, re tla shebana le lefats'e la li-automation tsa ZeroOps DevOps, re shebane le ts'ebetsong ea lisebelisoa tsa 'mino tse tsamaisoang ke AI tse kang StackGen, LangChain, le DSPy ho iketsetsa bekapo, mohlala oa litšokelo, le ho latela melao e tsoelang pele.

ZeroOps DevOps Automation ke eng?

ZeroOps DevOps automation ke mokhoa oa phetoho ho DevOps o felisang tlhoko ea ho kenella ka letsoho mesebetsing e iphetang. Ka ho sebelisa lisebelisoa tsa 'mino tse tsamaisoang ke AI, mekhatlo e ka iketsetsa mesebetsi e kang ho boloka, ho tsamaisa, le ho latela melao, ho netefatsa hore lisebelisoa tsa bona tsa motheo le lits'ebetso li lula li le nakong ebile li sireletsehile. Mokhoa ona o thusa lihlopha ho tsepamisa maikutlo mesebetsing ea maemo a holimo, joalo ka leano le boqapi, ha lisebelisoa tsa 'mino tse tsamaisoang ke AI li sebetsana le mesebetsi e tloaelehileng.

Lisebelisoa tsa Ochestration tse tsamaisoang ke AI

Sehloohong sena, re tla shebana le lisebelisoa tse tharo tsa 'mino tse tsamaisoang ke AI: StackGen, LangChain, le DSPy.

StackGen

StackGen ke sesebelisoa sa 'mino o bulehileng, se tsamaisoang ke AI se nolofalletsang mekhatlo ho tsamaisa phepelo le taolo ea meaho le lits'ebetso tsa eona. E sebelisa motsoako oa ho ithuta ka mochini le ts'ebetso ea puo ea tlhaho ho iketsetsa mesebetsi e kang bekapo, ho tsamaisa le ho latela melao.

LangChain

LangChain ke Python-based AI-drived orchestration tool e nolofalletsang mekhatlo ho iketsetsa mesebetsi e kang ho sebetsa ha data, ho ithuta ka mochine le ho sebetsa puo ea tlhaho. E sebelisa motsoako oa ho ithuta ka mochini le ts'ebetso ea puo ea tlhaho ho iketsetsa mesebetsi e kang ts'ebetso ea data le ho ithuta ka mochini.

DSPy

DSPy ke sesebelisoa sa 'mino sa Python se tsamaisoang ke AI se nolofalletsang mekhatlo ho iketsetsa mesebetsi e kang ho sebetsa ha data, ho ithuta ka mochine le ho sebetsana le puo ea tlhaho. E sebelisa motsoako oa ho ithuta ka mochini le ts'ebetso ea puo ea tlhaho ho iketsetsa mesebetsi e kang ts'ebetso ea data le ho ithuta ka mochini.

Ho kenya tšebetsong ZeroOps DevOps Automation ka StackGen

Karolong ena, re tla bonts'a mokhoa oa ho kenya tšebetsong li-automation tsa ZeroOps DevOps u sebelisa StackGen.

Litlhoko tse hlokahalang

• Kenya StackGen u sebelisa taelo e latelang: pip install stackgen
• Theha projeke e ncha ea StackGen u sebelisa taelo e latelang: stackgen init

Ho iketsetsa bekapo ka StackGen

Ho iketsetsa bekapo ka StackGen, re tla sebelisa khoutu e latelang:

kenya stackgen


backup_config = {
    "backup_type": "full",
    "backup_interval": "letsatsi le letsatsi",
    "backup_location": "/bekapo"
}

# Theha mosebetsi o mocha oa ho boloka
backup_task = stackgen.Task("bekapo", backup_config)

# Eketsa mosebetsi oa "backup" mosebetsing oa StackGen
stackgen.workflow.add_task(backup_task)

Sebaka sena sa khoutu se hlalosa mosebetsi o mocha oa ho boloka o sebelisa sehlopha sa stackgen.Task 'me o se eketsa ho StackGen workflow o sebelisa mokhoa oa stackgen.workflow.add_task.

Ho etsa Moetso oa Kotsi ka ho iketsa ka StackGen

Ho iketsetsa mohlala oa litšokelo ka StackGen, re tla sebelisa khoutu e latelang:

kenya stackgen

# Hlalosa tlhophiso ea mohlala oa tšokelo
threat_modeling_config = {
    "threat_modeling_type": "static",
    "threat_modeling_interval": "beke le beke"
}

# Theha mosebetsi o mocha oa ho etsa litšokelo
threat_modeling_task = stackgen.Task("threat_modeling", threat_modeling_config)

# Eketsa mosebetsi oa ts'okelo oa ts'okelo mosebetsing oa StackGen
stackgen.workflow.add_task(threat_modeling_task)

Sebaka sena sa khoutu se hlalosa mosebetsi o mocha oa ho etsa mohlala oa ts'okelo o sebelisang sehlopha sa stackgen.Task 'me o o eketsa ho StackGen workflow o sebelisa mokhoa oa stackgen.workflow.add_task.

Ho kenya tšebetsong ZeroOps DevOps Automation ka LangChain

Karolong ena, re tla bonts'a mokhoa oa ho kenya tšebetsong boits'oaro ba ZeroOps DevOps ka LangChain.

Litlhoko tse hlokahalang

• Kenya LangChain u sebelisa taelo e latelang: pip install langchain
• Theha morero o mocha oa LangChain u sebelisa taelo e latelang: langchain init

Ho iketsetsa data ka LangChain

Ho iketsetsa ts'ebetso ea data ka LangChain, re tla sebelisa khoutu e latelang:

import langchain

# Hlalosa tlhophiso ea ts'ebetso ea data
data_processing_config = {
    "data_source": "csv",
    "data_location": "/data"
}

# Theha mosebetsi o mocha oa ho lokisa data
data_processing_task = langchain.Task("data_processing", data_processing_config)

# Eketsa mosebetsi oa ts'ebetso ea data ho LangChain workflow
langchain.workflow.add_task(data_processing_task)

Sebaka sena sa khoutu se hlalosa mosebetsi o mocha oa ho sebetsana le lintlha ka ho sebelisa sehlopha sa langchain.Task 'me se e eketsa mosebetsing oa LangChain ka mokhoa oa langchain.workflow.add_task.

Ho kenya tšebetsong ZeroOps DevOps Automation ka DSPy

Karolong ena, re tla bonts'a mokhoa oa ho kenya tšebetsong boits'oaro ba ZeroOps DevOps ka DSPy.

Litlhoko tse hlokahalang

• Kenya DSPy u sebelisa taelo e latelang: pip install dspy
• Theha projeke e ncha ea DSPy u sebelisa taelo e latelang: dsp init

Ho Ithuta ka Mochini o Itirisang ka DSPy

Ho iketsetsa thuto ea mochini ka DSPy, re tla sebelisa khoutu e latelang:

kenya dsp

# Hlalosa tlhophiso ea ho ithuta mochini
mochini_learning_config = {
    "model_type": "regression",
    "model_location": "/model"
}

# Theha mosebetsi o mocha oa ho ithuta mochini
machine_learning_task = dsp.Task("mochine_learning", machine_learning_config)

# Eketsa mosebetsi oa ho ithuta oa mochini ho tšebetso ea DSPy
dsp.workflow.add_task(mochine_learning_task)

Khoutu ena ea khoutu e hlalosa mosebetsi o mocha oa ho ithuta ka mochini o sebelisang sehlopha sa dsp.Task 'me e e eketsa ho tšebetso ea DSPy o sebelisa mokhoa oa dsp.workflow.add_task.

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

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

StackGen

• stackgen init: E qala morero o mocha oa StackGen
• stackgen workflow.add_task(task): E eketsa mosebetsi o mocha mosebetsing oa StackGen
• stackgen task.create(task_name, task_config): E etsa mosebetsi o mocha o sebelisa lebitso le behiloeng le tlhophiso.
• stackgen workflow.run(): E tsamaisa tšebetso ea StackGen
• stackgen workflow.status(): E bonts'a boemo ba StackGen workflow

LangChain

• langchain init: E qala morero o mocha oa LangChain
• langchain workflow.add_task(task): E eketsa mosebetsi o mocha mosebetsing oa LangChain
• langchain task.create(task_name, task_config): E etsa mosebetsi o mocha o sebelisa lebitso le behiloeng le tlhophiso.
• langchain workflow.run(): E tsamaisa mosebetsi oa LangChain
• langchain workflow.status(): E bonts'a boemo ba LangChain workflow

DSPy

• dsp init: E qala morero o mocha oa DSPy
• dsp workflow.add_task(task): E eketsa mosebetsi o mocha mosebetsing oa DSPy
• dsp task.create(task_name, task_config): E etsa mosebetsi o mocha o sebelisa lebitso le behiloeng le tlhophiso.
• dsp workflow.run(): E tsamaisa tšebetso ea DSPy
• dsp workflow.status(): E bonts'a boemo ba ts'ebetso ea DSPy

Pono ya pono

Mona ke pono ea tšebetso ea StackGen e sebelisang Chart.js:

{
  "type": "bar",
  "data": {
    "labels": ["Backup", "Threat Modeling", "Data Processing", "The Machine Learning"],
    "lintlha tsa boitsebiso": [
      {
        "label": "StackGen Workflow",
        "data": [10, 5, 8, 12],
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "borderWidth": 1
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "StackGen Workflow"
    },
    "makala": {
      "yAxes": [
        {
          "li-ticks": {
            "beginAtZero": 'nete
          }
        }
      ]
    }
  }
}

Pontšo ena e bonts'a palo ea mesebetsi mohatong ka mong oa tšebetso ea StackGen.

Qetello

Sengoliloeng sena, re bonts'itse mokhoa oa ho kenya tšebetsong li-automation tsa ZeroOps DevOps ho sebelisa lisebelisoa tsa 'mino tse tsamaisoang ke AI joalo ka StackGen, LangChain, le DSPy. Re bonts'itse mokhoa oa ho iketsetsa mesebetsi e kang bekapo, mohlala oa litšokelo, le ho latela melao e tsoelang pele u sebelisa lisebelisoa tsena. Re boetse re fane ka pono ea tšebetso ea StackGen re sebelisa Chart.js. Ka ho sebelisa lisebelisoa tsena, mekhatlo e ka nolofatsa lits'ebetso tsa bona tsa DevOps, ea ntlafatsa ts'ebetso, le ho fokotsa kotsi ea liphoso tsa batho.