I-Autonomous Infrastructure Orchestration enama-AI Agents kanye ne-StackGen | B4N1

I-Autonomous Infrastructure Orchestration enama-AI Agents kanye ne-StackGen

3 months ago · b4n1 Read time: 4 min

Isingeniso

Njengoba umjaho wezikhali we-AI womhlaba wonke ukhula, isidingo sokuthi iMelika ihole ekuthuthukisweni kwe-AI siya ngokuya sicindezela. Indawo eyodwa ebalulekile lapho i-US ingathola khona inzuzo enkulu isekuthuthukisweni kwe-orchestration yengqalasizinda ezimele kusetshenziswa ama-agent e-AI. Kulesi sihloko, sizohlola umqondo we-orchestration yengqalasizinda ezimele, ukubaluleka kwayo kumongo womjaho wezikhali we-AI, nokuthi i-StackGen, i-LangChain, ne-DSPy ingasetshenziswa kanjani ukuze kusetshenziswe ukuzenzekelayo kwengqalasizinda eqhutshwa yi-AI.

Ukubaluleka Kwe-Autonomous Infrastructure Orchestration

Ukuhlelwa kwengqalasizinda okuzenzakalelayo kubhekisela ekusetshenzisweni kwe-AI nama-algorithms okufunda komshini ukuze kuzenzakalelayo ukuphathwa nokuhlelwa kwengqalasizinda ye-IT, okuhlanganisa ifu, indawo, kanye nezindawo eziyingxubevange. Le ndlela yenza izinhlangano ziphendule ngokushesha ezidingweni zebhizinisi ezishintshayo, zehlise izindleko, futhi zithuthukise ukusebenza kahle okuphelele kokusebenza kwazo kwe-IT.

Esimweni somjaho wezikhali we-AI, ukuhlelwa kwengqalasizinda ezimele kubalulekile ngoba kwenza izinhlangano zikwazi ukutshala ngokushesha futhi zilinganise amasistimu anamandla e-AI, abalulekile ekuthuthukiseni nasekusebenziseni ubuchwepheshe be-AI. Ngokuzenzakalela ukuphathwa kwengqalasizinda, izinhlangano zingakhulula izinsiza ukuze zigxile ekuthuthukiseni nasekuthumeleni izinhlelo zokusebenza ze-AI, ezingabanika inzuzo enkulu yokuncintisana.

StackGen: Uhlaka lwe-Autonomous Infrastructure Orchestration

I-StackGen iwuhlaka lomthombo ovulekile lwe-orchestration yengqalasizinda ezimele esebenzisa i-AI kanye nama-algorithms okufunda komshini ukuze kube ngokuzenzakalela ukuphathwa kwengqalasizinda ye-IT. Ihlinzeka ngezakhiwo ezinwebekayo nezinwebekayo ezivumela izinhlangano ukuthi zihlangane nenhlobonhlobo yabahlinzeki bengqalasizinda, okuhlanganisa amafu, indawo, kanye nezindawo eziyingxubevange.

I-StackGen yakhelwe phezu kwesakhiwo semodular esiqukethe izingxenye ezimbalwa, okuhlanganisa:

  • I-StackGen Core: Lena ingxenye eyinhloko yohlaka lwe-StackGen, oluhlinzeka ngokusebenza okuyisisekelo kokuphathwa kwengqalasizinda okuzenzakalelayo.
  • Ama-StackGen Agents: Lawa ama-ejenti anamandla e-AI anesibopho sokuphatha nokuhlela izinsiza zengqalasizinda.
  • Abahlinzeki be-StackGen: Lawa ama-plugin anika amandla i-StackGen ukuthi ihlangane nenhlobonhlobo yabahlinzeki bengqalasizinda.

I-LangChain: Uhlaka Lokwakha Ama-ejenti e-AI

I-LangChain iwuhlaka lomthombo ovulekile lokwakha ama-agent e-AI angasetshenziswa ne-StackGen. Ihlinzeka ngeqoqo lemitapo yolwazi namathuluzi avumela abathuthukisi ukuthi bakhe ama-ejenti e-AI angasebenzisana nezinsiza zengqalasizinda futhi enze izinqumo ngokusekelwe kudatha nengqondo yebhizinisi.

I-LangChain yakhelwe phezu kwesakhiwo semodular esiqukethe izingxenye ezimbalwa, okuhlanganisa:

  • LangChain Core: Lena ingxenye ewumgogodla yohlaka lwe-LangChain, oluhlinzeka ngokusebenza okuyisisekelo kokwakha ama-agent e-AI.
  • Ama-LangChain Agents: Lawa ama-ejenti anamandla e-AI angasetshenziswa ukuxhumana nezinsiza zengqalasizinda futhi enze izinqumo ezisekelwe kudatha nengqondo yebhizinisi.
  • I-LangChain Integrations: Lawa ama-plugin anika amandla i-LangChain ukuthi ihlangane nenhlobonhlobo yabahlinzeki bengqalasizinda kanye nemithombo yedatha.

DSPy: Uhlaka Lokwakha Amapayipi Edatha Anamandla E-AI

I-DSPy iwuhlaka lomthombo ovulekile lokwakha amapayipi edatha anamandla e-AI angasetshenziswa ne-StackGen kanye ne-LangChain. Ihlinzeka ngesethi yamalabhulali namathuluzi avumela abathuthukisi bakhe amapayipi edatha angangenisa, acubungule, futhi ahlaziye idatha esuka ebangeni elibanzi lemithombo.

I-DSPy yakhelwe phezu kwesakhiwo semodular esiqukethe izingxenye ezimbalwa, okuhlanganisa:

  • I-DSPy Core: Lena ingxenye eyinhloko yohlaka lwe-DSPy, oluhlinzeka ngokusebenza okuyisisekelo kokwakha amapayipi edatha.
  • Imithombo Yedatha ye-DSPy: Lawa ama-plugin anika amandla i-DSPy ukuthi ihlanganise nebanga elibanzi lemithombo yedatha, okuhlanganisa amafu, endaweni, kanye nezindawo ezixubile.
  • Ukucutshungulwa Kwedatha ye-DSPy: Lawa ama-plugin anika amandla i-DSPy ukuthi icubungule futhi ihlaziye idatha evela emithonjeni ehlukahlukene.

Ukusebenzisa Ingqalasizinda Ezenzakalelayo Eqhutshwa yi-AI nge-StackGen, i-LangChain, ne-DSPy

Ukuze usebenzise ingqalasizinda ezenzakalelayo eshayelwa yi-AI nge-StackGen, i-LangChain, ne-DSPy, sidinga ukulandela lezi zinyathelo:

  1. Faka i-StackGen: Faka i-StackGen kusistimu yakho ngokusebenzisa umyalo olandelayo:
pip ukufaka stackgen
  1. Faka i-LangChain: Faka i-LangChain ohlelweni lwakho ngokusebenzisa umyalo olandelayo:
pip ufake langchain
  1. Faka i-DSPy: Faka i-DSPy kusistimu yakho ngokusebenzisa umyalo olandelayo:
pip ukufaka dspy
  1. Dala Ifayela Lokucushwa Le-StackGen: Dala ifayela lokumisa le-StackGen elichaza izinsiza zengqalasizinda nabahlinzeki ofuna ukubaphatha.
ngenisa i-stackgen

config = {
    "abahlinzeki": [
        {
            "name": "aw",
            "type": "awu",
            "imininingwane": {
                "access_key": "KEY_YAKHO_YEKUFINYELELA",
                "secret_key": "YOUR_SECRET_KEY"
            }
        }
    ],
    "izinsiza": [
        {
            "name": "my_instance",
            "type": "isibonelo",
            "provider": "aws",
            "izakhiwo": {
                "image_id": "ami-abc123",
                "instance_type": "t2.micro"
            }
        }
    ]
}

stackgen.config(config)
  1. Dala i-LangChain Agent: Dala i-ejenti ye-LangChain engakwazi ukusebenzisana nezinsiza zengqalasizinda futhi yenze izinqumo ezisekelwe kudatha nengqondo yebhizinisi.
ngenisa i-langchain

i-ejenti = langchain.Agent(
    igama="umenzeli_wami",
    umhlinzeki = "aw",
    izakhiwo={
        "image_id": "ami-abc123",
        "instance_type": "t2.micro"
    }
)

langchain.agent(i-ejenti)
  1. Dala Ipayipi Ledatha ye-DSPy: Dala ipayipi ledatha ye-DSPy elingangenisa, licubungule, futhi lihlaziye idatha emithonjeni ehlukahlukene.
ngenisa i-dspy

iphayiphi = dspy.Pipeline(
    igama="ipayipi_lami",
    idatha_source=[
        {
            "name": "aw",
            "type": "awu",
            "imininingwane": {
                "access_key": "KEY_YAKHO_YEKUFINYELELA",
                "secret_key": "YOUR_SECRET_KEY"
            }
        }
    ],
    idatha_processing=[
        {
            "name": "my_processor",
            "type": "processor",
            "izakhiwo": {
                "image_id": "ami-abc123",
                "instance_type": "t2.micro"
            }
        }
    ]
)

i-dspypipeline(ipayipi)

Imiyalo/Amazwibela Aphezulu Okungu-5-10

Nansi imiyalo/izifinyezo ezisetshenziswa kakhulu eziyi-5-10 ze-StackGen, LangChain, ne-DSPy:

  1. StackGen: stackgen.config(config) - Lo myalo usetshenziselwa ukwakha ifayela lokumisa le-StackGen.
  2. LangChain: langchain.agent(i-ejenti) - Lo myalo usetshenziselwa ukwakha i-ejenti ye-LangChain.
  3. DSPy: dspypipeline(pipeline) - Lo myalo usetshenziselwa ukwakha ipayipi ledatha ye-DSPy.
  4. StackGen: stackgen.providers() - Lo myalo usetshenziselwa ukuthola uhlu lwabahlinzeki abatholakalayo.
  5. LangChain: langchain.providers() - Lo myalo usetshenziselwa ukuthola uhlu lwabahlinzeki abatholakalayo.
  6. DSPy: dspy.data_sources() - Lo myalo usetshenziselwa ukuthola uhlu lwemithombo yedatha etholakalayo.
  7. StackGen: stackgen.resources() - Lo myalo usetshenziselwa ukuthola uhlu lwezinsiza ezitholakalayo.
  8. LangChain: langchain.resources() - Lo myalo usetshenziselwa ukuthola uhlu lwezinsiza ezitholakalayo.
  9. DSPy: dspy.data_processing() - Lo myalo usetshenziselwa ukuthola uhlu lwama-plugin okucubungula idatha atholakalayo.
  10. StackGen: stackgen.status() - Lo myalo usetshenziselwa ukuthola isimo sesibonelo se-StackGen.

Ukubukwa

Nakhu ukubuka ngeso kwesakhiwo se-StackGen, i-LangChain, ne-DSPy kusetshenziswa i-Chart.js:

{
  "type": "bar",
  "idatha": {
    "labels": ["StackGen", "LangChain", "DSPy"],
    "idathasethi": [
      {
        "label": "Abahlinzeki",
        "idatha": [10, 5, 2],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      },
      {
        "label": "Izinsiza",
        "idatha": [20, 10, 5],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      },
      {
        "label": "Imithombo Yedatha",
        "idatha": [5, 10, 20],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      },
      {
        "label": "Ukucubungula Idatha",
        "idatha": [10, 20, 30],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      }
    ]
  },
  "izinketho": {
    "isihloko": {
      "Display": iqiniso,
      "text": "StackGen, LangChain, kanye ne-DSPy Architecture"
    },
    "i-legend": {
      "isibonisi": iqiniso
    }
  }
}

Lokhu kuboniswa kubonisa inombolo yabahlinzeki, izinsiza, imithombo yedatha, nama-plugin okucubungula idatha atholakalayo kuhlaka ngalunye.

Isiphetho

I-orchestration yengqalasizinda ezimele iyindawo ebalulekile lapho i-US ingathola khona inzuzo enkulu emjahweni wezikhali we-AI. I-StackGen, i-LangChain, ne-DSPy inikeza isethi enamandla yamathuluzi okusebenzisa ingqalasizinda eqhutshwa yi-AI. Ngokulandela izinyathelo ezichazwe kulesi sihloko, abathuthukisi bangakha ifayela lokumisa le-StackGen, bakhe i-ejenti ye-LangChain, futhi bakhe ipayipi ledatha ye-DSPy. Imiyalo/izinqamuleli ezisetshenziswa kakhulu eziyi-5-10 ze-StackGen, LangChain, ne-DSPy nazo zinikeziwe. Ekugcineni, ukubonwa ngeso kwesakhiwo se-StackGen, LangChain, ne-DSPy kunikezwa kusetshenziswa i-Chart.js.

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