Naqshadeynta Kaabayaasha iskeed u madax bannaan oo leh Wakiilada AI iyo StackGen: Farsamo qoto dheer oo qoto dheer oo ku jira abaabulka iyo isdhexgalka | B4N1

Naqshadeynta Kaabayaasha iskeed u madax bannaan oo leh Wakiilada AI iyo StackGen: Farsamo qoto dheer oo qoto dheer oo ku jira abaabulka iyo isdhexgalka

7 months ago · b4n1 Read time: 4 min

Hordhac

Kor u kaca kaabayaasha ismaamulku waxa ay wax ka beddeleen habka aan u nakhshadeyno, u dirno, una maamulno nidaamyada IT-ga. Iyada oo la kaashanayo wakiilada AI iyo aaladaha abaabulka, ururadu waxay si toos ah u habeyn karaan bixinta kaabayaasha, cabirida, iyo maamulka, taasoo horseedaysa hufnaan korodhay, kharashyada la dhimay, iyo kalsoonida oo la hagaajiyay. Maqaalkan, waxaan ku dhex dari doonaa faahfaahinta farsamada ee naqshadeynta kaabayaasha madaxbannaan iyadoo la adeegsanayo wakiilada AI iyo StackGen, iyada oo diiradda la saarayo isgoysyada teknoolojiyaddan iyo qalabka orchestration sida DSPy iyo LangChain.

Doorka Wakiilada AI ee Kaabayaasha Ismaamulka

Wakiilada AI waxay door muhiim ah ka ciyaaraan kaabayaasha madaxbannaan iyagoo siinaya sirdoonka iyo awoodaha go'aan qaadashada ee looga baahan yahay inay si toos ah u bixiyaan bixinta iyo maareynta kaabayaasha. Wakiiladani waxay baari karaan xogta ilo kala duwan, aqoonsan karaan qaababka, oo ay gaaraan go'aamo ku salaysan xeerar iyo siyaasado horay loo sii qeexay. Marka la eego kaabeyaasha madaxbannaan, wakiilada AI waxaa loo isticmaali karaa:

  • Si otomaatig ah u bixinta iyo geynta kaabayaasha
  • La socodka iyo falanqaynta waxqabadka kaabayaasha
  • Aqoonso oo ka jawaabo khataraha amniga
  • Kor u qaad ka faa'iidaysiga kheyraadka iyo cabbiridda

Hordhaca StackGen

StackGen waa qalab il furan oo awood u siinaya abuurista kaabayaasha kood ahaan (IaC) iyada oo la adeegsanayo jumlad caddaynaysa. Waxay u ogolaataa isticmaalayaasha inay qeexaan qaabeynta kaabayaasha iyagoo isticmaalaya luqad fudud oo qeexitaan, taas oo markaa loo isticmaali karo bixinta iyo maareynta ilaha kaabayaasha. StackGen waxa ay taageertaa bixiyayaasha kaabayaasha kala duwan, oo ay ku jiraan AWS, Azure, Google Cloud, iyo in ka badan.

Isku dhafka AI Wakiilada StackGen

Si loo dhexgeliyo wakiilada AI StackGen, waxaan isticmaali karnaa isku darka API-yada iyo barnaamijyada ay wadaan dhacdada. Halkan waxaa ah dulmar heer sare ah oo ku saabsan habka:

  1. Qeex qaabaynta kaabayaasha adiga oo isticmaalaya ereyga StackGen's declarative syntax.
  2. Isticmaal wakiilka AI si aad u falanqayso qaabaynta kaabayaasha oo aad u ogaato arrimaha iman kara ama fursadaha hagaajinta.
  3. U adeegso wakiilka AI si aad go'aano u gaadho oo aad u abuurto cusboonaysiinta qaabaynta kaabayaasha.
  4. Isticmaal StackGen si aad ugu dabaqdo cusboonaysiinta ilaha kaabayaasha.

Qalabka Orchestration: DSPy iyo LangChain

DSPy iyo LangChain waa laba qalab oo faneed caan ah oo loo isticmaali karo in lagu farsameeyo bixinta iyo maaraynta kaabayaasha. DSPy waa qalab ku salaysan Python oo bixisa API fudud oo qeexan si loo qeexo loona fuliyo socodka shaqada. LangChain, dhanka kale, waa aalad ku saleysan Rust oo bixisa qaab-dhismeedka orchestration aad u horumarsan oo dabacsan.

Tusaalaha DSPy

Waa kuwan tusaale fudud oo ah adeegsiga DSPy si loo toosiyo bixinta kaabayaasha: `` Python soo dejinta dspy

Qeex socodka shaqo ee bixiya ilaha kaabayaasha

socodka shaqada = dspy. Socodka shaqada ( name="kaabayaasha-bixinta", tallaabooyinka=[ dspy.Tallaabo("provision-ec2", "aws-provision-ec2"), dspy.Tallaabo("provision-rds", "aws-provision-rds"), dspy.Tallaabo("provision-elb", "aws-provision-elb") ] )

Qeex kiciye bilaaba socodka shaqada marka codsi cusub la helo

kicinta = dspy. Kiciyaha ( name="codsi cusub", dhacdo="aws-api-gateway-dhacdada", maamule = "bilowga-socodka shaqada" )

Qeex maamule bilaaba socodka shaqada marka keebka la rido

maamule = dspy.Handler ( name="Bilow-socodka shaqada", workflow=socodka shaqada )

Abuur tusaale DSPy oo ku dar socodka shaqada, kicinta, iyo maamulaha

dspy_instance = dspy.DSPy() dspy_instance.add_socodka shaqada (socodka shaqada) dspy_intance.add_kiciya(kiciya) dspy_instance.add_handler(haye) ``

LangChain Tusaalaha

Waa kuwan tusaale fudud oo ah adeegsiga LangChain si loo toosiyo bixinta kaabayaasha: `` miridhku isticmaal langchain :: {Wakiilka, Socodka Shaqada};

// Qeex socodka shaqo ee bixiya ilaha kaabayaasha fn provision_infrastructure () -> Socodka shaqada { Socodka shaqada::cusub ("kaabayaasha-bixinta") .add_step ("provision-ec2", "aws-provision-ec2") .add_step ("provision-rds", "aws-provision-rds") .add_step ("provision-elb", "aws-provision-elb") }

// Qeex kiciye bilaaba socodka shaqada marka codsi cusub la helo fn new_request (dhacdo: &str) -> Wakiilka { Wakiilka:: cusub ("codsi cusub") .add_trigger (dhacdo, "bilaabida socodka shaqada") }

// Qeex gacan-qabeeyaha bilaabaya socodka shaqada marka keebka la rido fn start_workflow (wakiil: & Wakiil) { agent.start_workflow ("kaab-bixinta kaabayaasha"); }

// Abuur tusaale LangChain oo ku dar socodka shaqada, kicinta, iyo maamulaha fn main() { u daa wakiilka = Wakiilka :: cusub ("kaabayaasha-bixinta"); agent.add_workflow (provision_infrastructure()); agent.add_trigger (codsi_cusub ("aws-api-gateway-event")); wakiilka.add_handler (bilowga_shaqada); } ``

Muuqaalka

Halkan waxaa ah muuqaalka is dhexgalka u dhexeeya wakiilada AI, StackGen, iyo qalabka abaabulka sida DSPy iyo LangChain: shaxda { "type": "dag", "nodes": [ { "id": "ai-agent", "label": "Agent 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": "kaabayaasha", "label": "Kaabayaasha dhaqaalaha", "x": 8, "y": 0 } ], "gees": [ { "source": "ai-agent", "target": "stackgen", "label": "Isdhexgalka" }, { "source": "stackgen", "target": "dspy", "label": "Isdhexgalka" }, { "source": "dspy", "target": "kaabayaasha", "label": " Bixinta" }, { "source": "stackgen", "target": "langchain", "label": "Isdhexgalka" }, { "source": "langchain", "target": "kaabayaasha", "label": " Bixinta" } ] }

5-10ka amar ee ugu badan ee la isticmaalo

Waa kuwan 5-10ka amarrada ugu badan ee loo isticmaalo tignoolajiyadan:

  1. `dspy. Socodka shaqada (magaca = "kaab-bixinta-bixinta", tillaabooyin=[dspy.Tallaabo("provision-ec2", "aws-provision-ec2")])
  2. `langchain:: Wakiilka:: cusub
  3. stackgen:: StackGen:: cusub() .add_resource("ec2", "aws-provision-ec2")
  4. `dspy.Trigger(name="codsi-cusub",dhacdo="aws-api-gateway-event",handle="bilowga-shaqada")
  5. langchain:: Wakiilka:: cusub("kaabayaasha-bixinta").add_trigger(codsi_cusub("aws-api-gateway-event"))
  6. stackgen:: StackGen:: cusub() .ku dar_khayr("rds", "aws-provision-rds")
  7. `dspy.Handler (magaca = "bilowga-shaqada", socodka shaqada=dspy. Socodka shaqada (magaca = "kaabayaasha-bixinta"))
  8. `langchain:: Wakiilka:: cusub ("kaabayaasha-bixinta").add_handler
  9. stackgen:: StackGen:: cusub() .add_resource("xukun", "aws-provision-elb")
  10. `dspy.DSPy () . add_workflow

Gabagabo

Naqshadeynta kaabayaasha madaxbannaan ee wakiilada AI iyo StackGen waxay u baahan tahay faham qoto dheer oo ku saabsan isgoysyada teknoolojiyaddan iyo aaladaha abaabulka sida DSPy iyo LangChain. Marka la isku daro wakiilada AI ee StackGen iyo aaladaha orchestration, ururadu waxay si toos ah u hagaajin karaan bixinta kaabayaasha iyo maaraynta, taasoo horseedaysa hufnaanta korodhka, kharashyada hoos u dhaca, iyo hagaajinta isku halaynta. Maqaalkani waxa uu bixiyay farsamo qoto dheer oo qoto dheer oo farsamo ah oo ku saabsan naqshadaynta iyo hirgelinta kaabayaasha is-maamulka iyada oo la adeegsanayo wakiilada AI iyo StackGen, iyada oo diiradda la saarayo faahfaahinta la taaban karo ee isku dhafka teknoolajiyada.


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