Autonomous Infrastructure Orchestration le AI Agents le StackGen | B4N1

Autonomous Infrastructure Orchestration le AI Agents le StackGen

3 months ago · b4n1 Read time: 7 min

Kenyelletso

Ha lebelo la lefats'e la lihlomo la AI le ntse le eketseha, tlhoko ea hore Amerika e etelle pele ntlafatsong ea AI e ntse e eketseha. Sebaka se seng sa bohlokoa moo US e ka fumanang molemo o moholo ke ho nts'etsopele ea 'mino oa motheo o ikemetseng o sebelisa liakhente tsa AI. Sehloohong sena, re tla hlahloba khopolo ea ho ikemela ha mekhoa ea mekhoa ea mekhoa ea boipheliso, bohlokoa ba eona ho latela moelelo oa lebelo la libetsa tsa AI, le hore na StackGen, LangChain, le DSPy li ka sebelisoa joang ho kenya ts'ebetsong ea mekhoa ea boipheliso e tsamaisoang ke AI.

Bohlokoa ba 'Mino oa Litšebeletso tsa Motheo o Ikemetseng

Orchestration ea meaho e ikemetseng e bolela ts'ebeliso ea AI le li-algorithms tsa ho ithuta ka mochini ho iketsetsa taolo le ho hlophisoa ha lisebelisoa tsa IT, ho kenyeletsoa leru, libaka le tikoloho e nyalisitsoeng. Mokhoa ona o thusa mekhatlo ho arabela ka potlako litlhoko tsa khoebo tse fetohang, ho fokotsa litšenyehelo, le ho ntlafatsa katleho e akaretsang ea ts'ebetso ea bona ea IT.

Boemong ba lebelo la libetsa tsa AI, ho hlophisoa ha meaho e ikemetseng ho bohlokoa hobane e thusa mekhatlo ho tsamaisa le ho lekanya lits'ebetso tse tsamaisoang ke AI, tse bohlokoa bakeng sa ho nts'etsapele le ho tsamaisa mahlale a AI. Ka ho iketsetsa tsamaiso ea lits'ebetso, mekhatlo e ka lokolla lisebelisoa ho tsepamisa maikutlo ho nts'etsopele le ho tsamaisa lits'ebetso tsa AI, tse ka ba fang monyetla o moholo oa tlholisano.

StackGen: Moralo oa 'Mino oa Litšebeletso tsa Motheo o Ikemetseng

StackGen ke moralo oa mohloli o bulehileng oa 'mino oa motheo o ikemetseng o sebelisang AI le li-algorithms tsa ho ithuta ka mochini ho iketsetsa tsamaiso ea lisebelisoa tsa IT. E fana ka meralo e matla le e atolositsoeng e nolofalletsang mekhatlo ho hokahana le mefuta e mengata e fapaneng ea bafani ba litšebeletso tsa motheo, ho kenyeletsoa leru, meaho le tikoloho e nyalisitsoeng.

StackGen e hahiloe ka holim'a meralo ea modular e nang le likarolo tse 'maloa, ho kenyelletsa:

  • StackGen Core: Ena ke karolo ea mantlha ea moralo oa StackGen, o fanang ka ts'ebetso ea mantlha bakeng sa taolo ea meaho ea boiketsetso.
  • StackGen Agents: Bana ke baemeli ba matla a AI ba ikarabellang bakeng sa ho laola le ho hlophisa lisebelisoa tsa litšebeletso tsa motheo.
  • Bafani ba StackGen: Tsena ke li-plugins tse nolofalletsang StackGen ho ikopanya le mefuta e mengata e fapaneng ea bafani ba litšebeletso tsa motheo.

LangChain: Moralo oa ho Aha Baemeli ba AI

LangChain ke moralo o bulehileng oa ho aha liakhente tsa AI tse ka sebelisoang le StackGen. E fana ka sehlopha sa lilaeborari le lisebelisoa tse nolofalletsang bahlahisi ho aha liakhente tsa AI tse ka sebelisanang le lisebelisoa tsa litšebeletso tsa motheo le ho etsa liqeto tse ipapisitseng le data le mohopolo oa khoebo.

LangChain e hahiloe ka holim'a meralo ea modular e nang le likarolo tse 'maloa, ho kenyelletsa:

  • LangChain Core: Ena ke karolo ea mantlha ea moralo oa LangChain, o fanang ka ts'ebetso ea motheo bakeng sa ho haha ​​mahlahana a AI.
  • LangChain Agents: Bana ke mahlahana a tsamaisoang ke AI a ka sebelisoang ho sebelisana le lisebelisoa tsa meralo ea motheo le ho etsa liqeto tse thehiloeng ho data le mabaka a khoebo.
  • ** LangChain Integrations **: Tsena ke li-plugins tse nolofalletsang LangChain ho kopanya le mefuta e mengata ea bafani ba mekhoa ea litšebeletso le mehloli ea lintlha.

DSPy: Moralo oa ho Aha Liphaephe tsa Boitsebiso tse Matlafatsoang ke AI

DSPy ke moralo o bulehileng oa ho haha ​​liphaephe tsa data tse tsamaisoang ke AI tse ka sebelisoang le StackGen le LangChain. E fana ka sehlopha sa lilaebrari le lisebelisoa tse nolofalletsang baetsi ba lisebelisoa ho haha ​​​​liphaephe tsa data tse ka kenyang, tsa sebetsa le ho hlahloba lintlha tse tsoang mehloling e mengata e fapaneng.

DSPy e hahiloe ka holim'a moralo oa modular o nang le likarolo tse 'maloa, ho kenyelletsa:

  • DSPy Core: Ena ke karolo ea mantlha ea moralo oa DSPy, o fanang ka ts'ebetso ea mantlha ea ho aha lipeipi tsa data.
  • Mehloli ea Boitsebiso ea DSPy: Tsena ke li-plugins tse nolofalletsang DSPy ho ikopanya le mehloli e mengata ea boitsebiso, ho kenyeletsoa leru, libaka le libaka tse nyalisitsoeng.
  • DSPy Data Processing: Tsena ke li-plugins tse nolofalletsang DSPy ho sebetsa le ho sekaseka lintlha tse tsoang mehloling e mengata e fapaneng.

Ho kenya ts'ebetsong ea AI-Driven Infrastructure Automation ka StackGen, LangChain, le DSPy

Ho kenya tšebetsong li-automation tsa meaho tse tsamaisoang ke AI ka StackGen, LangChain, le DSPy, re hloka ho latela mehato ena:

  1. Kenya StackGen: Kenya StackGen tsamaisong ea hau ka ho sebelisa taelo e latelang:
pip kenya stackgen
  1. Kenya LangChain: Kenya LangChain tsamaisong ea hau ka ho sebelisa taelo e latelang:
pip kenya langchain
  1. Kenya DSPy: Kenya DSPy tsamaisong ea hau ka ho sebelisa taelo e latelang:
pip kenya dspy
  1. Etsa Faele ea Tlhophiso ea StackGen: Theha faele ea tlhophiso ea StackGen e hlalosang lisebelisoa tsa litšebeletso tsa motheo le bafani bao u batlang ho ba laola.
kenya stackgen

config = {
    "bafani": [
        {
            "name": "aws",
            "type": "aws",
            "boitsebiso": {
                "access_key": "YOUR_ACCESS_KEY",
                "secret_key": "YOUR_SECRET_KEY"
            }
        }
    ],
    "lisebelisoa": [
        {
            "name": "my_instance",
            "type": "mohlala",
            "provider": "aws",
            "thepa": {
                "image_id": "ami-abc123",
                "instance_type": "t2.micro"
            }
        }
    ]
}

stackgen.config(config)
  1. **Etsa Moemeli oa LangChain **: Etsa moemeli oa LangChain ea ka sebelisanang le lisebelisoa tsa lisebelisoa tsa motheo le ho etsa liqeto tse thehiloeng ho data le logic ea khoebo.
import langchain

moemeli = langchain.Agent(
    lebitso = "moemedi_waka",
    mofani = "aws",
    thepa={
        "image_id": "ami-abc123",
        "instance_type": "t2.micro"
    }
)

langchain.agent(moemedi)
  1. Etsa Phaephe ea Boitsebiso ea DSPy: Etsa phaephe ea data ea DSPy e ka kenyang, ea sebetsa le ho sekaseka lintlha tse tsoang mehloling e mengata e fapaneng.
kenya dspy

pipeline = dspy.Pipeline(
    lebitso = "pipeline" eaka",
    mehloli_ea boitsebiso=[
        {
            "name": "aws",
            "type": "aws",
            "boitsebiso": {
                "access_key": "YOUR_ACCESS_KEY",
                "secret_key": "YOUR_SECRET_KEY"
            }
        }
    ],
    data_processing=[
        {
            "name": "my_processor",
            "type": "processor",
            "thepa": {
                "image_id": "ami-abc123",
                "instance_type": "t2.micro"
            }
        }
    ]
)

dspypipeline(pipeline)

Top 5-10 Litaelo / Linotsoana tse Sebelisitsoeng ka ho Fetisisa

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

  1. StackGen: stackgen.config(config) - Taelo ena e sebelisetsoa ho etsa faele ea tlhophiso ea StackGen.
  2. LangChain: langchain.agent(agent) - Taelo ena e sebelisoa ho theha moemeli oa LangChain.
  3. DSPy: dspypipeline(pipeline) - Taelo ena e sebelisoa ho theha phaephe ea data ea DSPy.
  4. StackGen: stackgen.providers() - Taelo ena e sebelisetsoa ho fumana lenane la bafani ba fumanehang.
  5. LangChain: langchain.providers() - Taelo ena e sebelisetsoa ho fumana lethathamo la bafani ba fumanehang.
  6. DSPy: dspy.data_sources() - Taelo ena e sebelisetsoa ho fumana lethathamo la mehloli ea data e fumanehang.
  7. StackGen: stackgen.resources() - Taelo ena e sebelisetsoa ho fumana lethathamo la lisebelisoa tse fumanehang.
  8. LangChain: langchain.resources() - Taelo ena e sebelisetsoa ho fumana lethathamo la lisebelisoa tse fumanehang.
  9. DSPy: dspy.data_processing() - Taelo ena e sebelisetsoa ho fumana lethathamo la li-plugins tse fumanehang tsa ho sebetsana le data.
  10. StackGen: stackgen.status() - Taelo ena e sebelisetsoa ho fumana boemo ba mohlala oa StackGen.

Ho bona pono

Mona ke pono ea meralo ea StackGen, LangChain, le DSPy e sebelisang Chart.js:

{
  "type": "bar",
  "data": {
    "labels": ["StackGen", "LangChain", "DSPy"],
    "lintlha tsa boitsebiso": [
      {
        "label": "Bafani",
        "data": [10, 5, 2],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      },
      {
        "label": "Resources",
        "data": [20, 10, 5],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      },
      {
        "label": "Mehloli ea Boitsebiso",
        "data": [5, 10, 20],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      },
      {
        "label": "Tlhahiso ea Lintlha",
        "data": [10, 20, 30],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "StackGen, LangChain, le DSPy Architecture"
    },
    "tšōmo": {
      "pontšo": 'nete
    }
  }
}

Pono ena e bonts'a palo ea bafani, lisebelisoa, mehloli ea data, le li-plugins tsa ts'ebetso ea data tse fumanehang bakeng sa moralo o mong le o mong.

Qetello

Boikemisetso ba meaho e ikemetseng ke sebaka sa bohlokoa moo US e ka fumanang monyetla o moholo peisong ea libetsa tsa AI. StackGen, LangChain, le DSPy li fana ka lisebelisoa tse matla tsa lisebelisoa bakeng sa ho kenya ts'ebetsong ea mekhoa ea boipheliso e tsamaisoang ke AI. Ka ho latela mehato e hlalositsoeng sehloohong sena, bahlahisi ba ka etsa faele ea tlhophiso ea StackGen, ba etsa moemeli oa LangChain, 'me ba etsa pipeline ea data ea DSPy. Litaelo / li-snippets tse 5-10 tse sebelisoang haholo bakeng sa StackGen, LangChain, le DSPy le tsona li fanoe. Qetellong, pono ea mohaho oa StackGen, LangChain, le DSPy e fanoa ho sebelisoa Chart.js.

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