Ukuyila iZibonelelo eziZimeleyo kunye neearhente ze-AI kunye ne-StackGen: I-Technical Deep Dive kwi-Orchestration kunye noManyano | B4N1

Ukuyila iZibonelelo eziZimeleyo kunye neearhente ze-AI kunye ne-StackGen: I-Technical Deep Dive kwi-Orchestration kunye noManyano

7 months ago · b4n1 Read time: 3 min

Intshayelelo

Ukunyuka kweziseko ezingundoqo ezizimeleyo kuye kwayiguqula indlela esiyila ngayo, sihambisa, nokulawula iinkqubo ze-IT. Ngoncedo lwee-arhente ze-AI kunye nezixhobo ze-orchestration, imibutho inokwenza ngokuzenzekelayo ukunikezelwa kweziseko zophuhliso, ukulinganisa, kunye nokulawula, okukhokelela ekusebenzeni okusebenzayo, ukunciphisa iindleko, kunye nokuphucula ukuthembeka. Kule nqaku, siya kukhangela kwiinkcukacha zobuchwepheshe bokuyila iziseko ezizimeleyo usebenzisa i-AI agents kunye ne-StackGen, ngokugxininisekile ekudibaneni kwezi teknoloji kunye nezixhobo zokudibanisa ezifana ne-DSPy kunye neLangChain.

Indima yee-arhente ze-AI kwiZibonelelo eziZimeleyo

Ii-arhente ze-AI zidlala indima ebalulekileyo kwiziseko ezingundoqo ezizimeleyo ngokubonelela ngobukrelekrele nesakhono sokwenza izigqibo ezifunekayo ukuze kubonelelwe ngeziseko zophuhliso ngokuzenzekelayo nolawulo. Ezi arhente zinokuhlalutya idatha kwimithombo eyahlukeneyo, ukuchonga iipateni, kwaye zenze izigqibo ezisekelwe kwimigaqo echazwe kwangaphambili kunye nemigaqo-nkqubo. Kumxholo weziseko ezingundoqo ezizimeleyo, iiarhente ze-AI zinokusetyenziselwa:

  • Ukuzenzekela ubonelelo lweziseko ezingundoqo kunye nokusasazwa
  • Ukubeka iliso kunye nokuhlalutya ukusebenza kweziseko zophuhliso
  • Chonga kwaye uphendule kwizoyikiso zokhuseleko
  • Yandisa ukusetyenziswa kwezixhobo kunye nokwandiswa

Intshayelelo kwi-StackGen

I-StackGen sisixhobo esivulelekileyo esenza ukuba kwenziwe iziseko zophuhliso njengekhowudi (IaC) kusetyenziswa i-syntax echazayo. Ivumela abasebenzisi ukuba bachaze ulungelelwaniso lweziseko ezingundoqo besebenzisa ulwimi olulula nolucacileyo, olunokuthi ke lusetyenziswe ukubonelela nokulawula izixhobo zokusebenza. I-StackGen ixhasa uluhlu olubanzi lwababoneleli beziseko ezingundoqo, kubandakanya i-AWS, iAzure, iLifu likaGoogle, kunye nokunye.

Ukudibanisa iiarhente ze-AI kunye ne-StackGen

Ukudibanisa ii-arhente ze-AI kunye ne-StackGen, sinokusebenzisa indibaniselwano yee-APIs kunye neprogram eqhutywa yisiganeko. Nantsi isishwankathelo somgangatho ophezulu wenkqubo:

  1. Chaza ulungelelwaniso lweziseko zophuhliso usebenzisa i-StackGen's declarative syntax.
  2. Sebenzisa i-arhente ye-AI ukuhlalutya ulungelelwaniso lweziseko zophuhliso kunye nokuchonga imiba enokubakho okanye amathuba okuphucula.
  3. Sebenzisa i-arhente ye-AI ukwenza izigqibo kunye nokuvelisa ukuhlaziywa kwizakhiwo zeziseko.
  4. Sebenzisa i-StackGen ukusebenzisa uhlaziyo kwizibonelelo zeziseko zophuhliso.

Izixhobo zeOkhestra: DSPy kunye neLangChain

I-DSPy kunye neLangChain zizixhobo ezibini ze-orchestration ezidumileyo ezingasetyenziselwa ukuzenzekelayo ukubonelela kunye nokulawula iziseko zophuhliso. I-DSPy sisixhobo esisekwe kwiPython esibonelela nge-API elula necacileyo yokuchaza kunye nokwenza ukuhamba komsebenzi. I-LangChain, kwelinye icala, sisixhobo esisekwe kwiRust esibonelela ngesakhelo se-orchestration esiphucukileyo nesiguquguqukayo.

DSPy Umzekelo

Nanku umzekelo olula wokusebenzisa i-DSPy ukwenza ubonelelo ngeziseko ezingundoqo:

ngenisa dSpy

# Chaza ukuhamba komsebenzi obonelela ngezibonelelo zoncedo
ukuhamba komsebenzi = dspy.Workflow(
    igama="ubonelelo lweziseko ezingundoqo",
    amanyathelo=[
        dspy.Step("provision-ec2", "aws-provision-ec2"),
        dspy.Step("provision-rds", "aws-provision-rds"),
        dspy.Step("provision-elb", "aws-provision-elb")
    ]
)

# Chaza i-trigger eqala ukuhamba komsebenzi xa isicelo esitsha sifunyenwe
i-trigger = dspy.Trigger(
    igama="isicelo esitsha",
    umcimbi="aws-api-gateway-event",
    isibambi="ukuqalisa-ukuqhuba komsebenzi"
)

# Chaza isibambi esiqala ukuhamba komsebenzi xa i-trigger igxothiwe
umphathi = dspy.Handler(
    igama = "ukuqala-ukuhamba komsebenzi",
    ukuhamba komsebenzi=ukuhamba komsebenzi
)

# Yenza umzekelo we-DSPy kwaye wongeze ukuhamba komsebenzi, i-trigger, kunye nesibambi
dspy_instance = dspy.DSPy ()
dspy_instance.add_workflow(workflow)
dspy_instance.add_trigger(trigger)
dspy_instance.add_handler(isibambi)

LangChain Umzekelo

Nanku umzekelo olula wokusebenzisa iLangChain ukwenza ubonelelo ngeziseko ezingundoqo:

sebenzisa langchain::{Agent, Workflow};

// Chaza ukuhamba komsebenzi obonelela ngezibonelelo zoncedo
fn provision_infrastructure() -> Workflow {
    Ukuhamba komsebenzi::entsha("ubonelelo ngeziseko zophuhliso")
        .yongeza_inyathelo("provision-ec2", "aws-provision-ec2")
        .yongeza_inyathelo("provision-rds", "aws-provision-rds")
        .add_step("provision-elb", "aws-provision-elb")
}

// Chaza i-trigger eqala ukuhamba komsebenzi xa isicelo esitsha sifunyenwe
fn new_request(umsitho: &str) -> Ummeli {
    Ummeli::entsha("isicelo esitsha")
        .add_trigger(isiganeko, "start-workflow")
}

// Chaza umphathi oqala ukuhamba komsebenzi xa i-trigger igxothwa
fn start_workflow(iarhente: &Agent) {
    i-agent.start_workflow("i-infrastructure-provisioning");
}

// Yenza umzekelo weLangChain kwaye wongeze ukuhamba komsebenzi, i-trigger, kunye nomphathi
fn eyona () {
    vumela i-arhente = i-Agent::new("ubonelelo ngeziseko zophuhliso");
    arhente.yongeza_ukuhamba komsebenzi(provision_infrastructure());
    agent.add_trigger(new_request("aws-api-gateway-event");
    umenzeli.yongeza_umphathe(ukuqala_ukuhamba komsebenzi);
}

Umboniso

Nantsi imbonakalo yokudityaniswa phakathi kweearhente ze-AI, iStackGen, kunye nezixhobo zookhestra ezifana neDSPy kunye neLangChain:

{
  "type": "dag",
  "iindawo": [
    {
      "id": "i-arhente",
      "ileyibheli": "Iarhente ye-AI",
      "x": 0,
      "y": 0
    },
    {
      "id":"stackgen",
      "label": "StackGen",
      "x": 2,
      "y": 0
    },
    {
      "id": "dspy",
      "label": "DSPy",
      "x": 4,
      "y": 0
    },
    {
      "id": "langchain",
      "label": "LangChain",
      "x": 6,
      "y": 0
    },
    {
      "id": "iinfrastructure",
      "label": "Iinfrastructure",
      "x": 8,
      "y": 0
    }
  ],
  "imiphetho": [
    {
      "source": "ai-arhente",
      "target": "stackgen",
      "label": "Ukudityaniswa"
    },
    {
      "umthombo": "stackgen",
      "target": "dspy",
      "label": "Ukudityaniswa"
    },
    {
      "source": "dspy",
      "target": "iinfrastructure",
      "label": "Ukubonelela"
    },
    {
      "umthombo": "stackgen",
      "target": "langchain",
      "label": "Ukudityaniswa"
    },
    {
      "umthombo": "langchain",
      "target": "iinfrastructure",
      "label": "Ukubonelela"
    }
  ]
}

Top 5-10 Uninzi Imiyalelo / iziqwengana ezisetyenziswayo

Nantsi eyona miyalelo/iziqwengana eziphezulu ezi-5-10 kule teknoloji:

  1. dspy.Workflow(igama = "infrastructure-provisioning", steps=[dspy.Step("provision-ec2", "aws-provision-ec2")])
  2. langchain::Agent::new("infrastructure-provisioning").yongeza_ukuhamba komsebenzi(provision_infrastructure())
  3. stackgen::StackGen::entsha().yongeza_isixhobo("ec2", "aws-provision-ec2")
  4. dspy.Trigger(igama="isicelo-esitsha", umcimbi="aws-api-gateway-event", handler="start-workflow")
  5. langchain::Agent::entsha("infrastructure-provisioning").yongeza_i-trigger(isicelo_esitsha("aws-api-gateway-event"))
  6. stackgen::StackGen::entsha().yongeza_isixhobo("rds", "aws-provision-rds")
  7. dspy.Handler(igama = "ukuqalisa-ukuhamba komsebenzi", ukuhamba komsebenzi=dspy.Workflow(igama="ubonelelo-ngeziseko zoncedo"))
  8. langchain::Agent::new("infrastructure-provisioning").yongeza_isiphathi(ukuqala_ukuhamba)
  9. stackgen::StackGen::entsha().yongeza_isixhobo("elb", "aws-provision-elb")
  10. `dspy.DSPy().yongeza_umqukuqelo(dspy.Workflow(igama="ubonelelo-ngeziseko)

Isiphelo

Ukuyila iziseko zophuhliso ezizimeleyo kunye nee-arhente ze-AI kunye ne-StackGen idinga ukuqonda okunzulu kwe-intersection yale teknoloji kunye nezixhobo ze-orchestration ezifana ne-DSPy kunye ne-LangChain. Ngokudibanisa ii-arhente ze-AI kunye ne-StackGen kunye nezixhobo ze-orchestration, imibutho inokwenza ngokuzenzekelayo ukubonelela kunye nokulawulwa kweziseko zophuhliso, okukhokelela ekwandiseni ukusebenza kakuhle, ukunciphisa iindleko, kunye nokuphucula ukuthembeka. Eli nqaku libonelele ngobunzulu bobuchwephesha bokuntywila ekuyilweni nasekuphunyezweni kweziseko zophuhliso ezizimeleyo kusetyenziswa iiarhente ze-AI kunye ne-StackGen, ngokugxila kwiinkcukacha eziphathekayo zokudibanisa obu buchwepheshe.


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