I-ZeroOps: Ukufezekisa uLawulo lweZiseko eziZimeleyo kunye neearhente ze-AI kunye neZixhobo zeOrchestration

Intshayelelo

Kwimeko yedijithali yanamhlanje ekhawulezayo, ulawulo lweziseko zophuhliso lube ngumsebenzi onzima nothatha ixesha. Ngokunyuka kwe-computing yelifu, i-containerization, kunye ne-microservices, indlela ye-DevOps yendabuko kulawulo lweziseko ezingundoqo iye yanzima kakhulu. Kulapho iZeroOps ingena khona - indlela yoguquko yolawulo lweziseko ezingundoqo exhathisa ii-arhente ze-AI kunye nezixhobo zokuyila ukwenza ukuziphilisa, ukuzenzela iziseko zophuhliso.

Kule nqaku, siza kuphonononga i-intersection ye-AI, i-DevOps, kunye ne-ZeroOps ukudala ulawulo lwezakhiwo ezizimeleyo usebenzisa i-LangChain, i-DSPy, kunye ne-StackGen. Siza kungena kwiinkalo eziphathekayo zokuphumeza i-ZeroOps, kuquka imizekelo yekhowudi, uluhlu lwemiyalelo, kunye nokubonwayo.

Yintoni iZeroOps?

I-ZeroOps yi-paradigm shift kulawulo lweziseko ezingundoqo ezijolise ekupheliseni imfuno yokungenelela kwabantu ekulawuleni iziseko zophuhliso. Ifezekisa oku ngokunyusa iiarhente ze-AI kunye nezixhobo zokuyila ukwenza imisebenzi efana nokubeka iliso, ukukala, kunye nokusombulula ingxaki.

Ingcamango engundoqo emva kweZeroOps kukudala ukuziphilisa, ukuzenzela iziseko zophuhliso ezinokuziqhelanisa nokutshintsha kwemithwalo yemisebenzi kunye neendawo ezingqongileyo ngaphandle kokungenelela kwabantu. Oku kuphunyezwa ngokusebenzisa ii-arhente ze-AI ukuhlalutya idatha kwimithombo eyahlukeneyo, ukuchonga iipatheni, kunye nokwenza izigqibo zokuphucula ukusebenza kweziseko zophuhliso.

Iiarhente ze-AI kunye neZixhobo zeOrchestration

Iiarhente ze-AI kunye nezixhobo zomculo zingumqolo weZeroOps. Iiarhente ze-AI ziinkqubo zesoftware ezisebenzisa ialgorithms yokufunda koomatshini ukuhlalutya idatha kunye nokwenza izigqibo. Izixhobo ze-Orchestration, kwelinye icala, zisetyenziselwa ukwenza imisebenzi efana nokusasazwa, ukukala, kunye nokubeka iliso.

Ezinye iiarhente ze-AI ezidumileyo kunye nezixhobo zokucula ezisetyenziswa kwiZeroOps ziquka:

ILangChain: Ithala leencwadi lePython lokwakha ii-arhente zeencoko ze-AI.
I-DSPy: Ithala leencwadi lePython lokwakha imibhobho yenzululwazi yedatha.
I-StackGen: Isixhobo sokuzenzela kunye nolawulo lweziseko ezingundoqo.

Ukusebenzisa iZeroOps ngeLangChain, DSPy, kunye neStackGen

Kweli candelo, siya kunika umzekelo osebenzayo wokuphumeza iZeroOps usebenzisa iLangChain, iDSPy, kunye neStackGen.

Inyathelo loku-1: Ukumisela imo engqongileyo

Ukuqala, kufuneka simise indawo yethu ngeLangChain, DSPy, kunye neStackGen. Sinokufaka la mathala sisebenzisa ipip:

pip ufake langchain dspy stackgen

Inyathelo lesi-2: Ukwakha iArhente ye-AI

Okulandelayo, kufuneka sakhe i-arhente yethu ye-AI usebenzisa iLangChain. Sinokwenza i-arhente elula esebenzisa inkqubo yolwimi lwendalo (NLP) ukuhlalutya iilogi kunye nokuchonga iipatheni:

ukusuka langchain ukungenisa LLAMA

# Yenza iarhente yeLLAMA
iarhente = LLAMA(
    imodeli_igama = "xlarge",
    ubude_ubude=1024,
    iqondo lobushushu=0.5,
)

# Chaza umsebenzi wokuhlalutya izingodo
def analyze_logs(iilogi):
    # Sebenzisa iarhente ukuhlalutya izingodo
    imveliso = agent.run(logs)
    buyisela imveliso

# Vavanya umsebenzi
logs = ["Impazamo: Uqhagamshelo luphelelwe lixesha", "Impazamo: Uqhagamshelo lweData aluphumelelanga"]
imveliso = analyze_logs (logs)
shicilela(imveliso)

Inyathelo lesi-3: Ukwakha isixhobo seOkhestra

Okulandelayo, kufuneka sakhe isixhobo sethu sokucula sisebenzisa iStackGen. Sinokwenza isixhobo esilula esenza ngokuzenzekelayo ukuthunyelwa kunye nokukala:

ukusuka kwi-stackgen yokungenisa i-StackGen

# Yenza umzekelo we-StackGen
stackgen = StackGen()

# Chaza umsebenzi oza kuwusebenzisa kunye nokulinganisa
def deploy_and_scale():
    # Sebenzisa iStackGen ukuhambisa kunye nokukala
    stackgen.deploy_and_scale()
    ukubuya

# Vavanya umsebenzi
deploy_kunye_isikali ()

Inyathelo lesi-4: Ukudibanisa i-Arhente ye-AI kunye nesixhobo seOkhestra

Okokugqibela, kufuneka sidibanise iarhente yethu ye-AI kunye nesixhobo se-orchestration ukwenza inkqubo yeZeroOps. Singasebenzisa i-DSPy ukwenza umbhobho wesayensi wedatha odibanisa ezi zimbini:

ukusuka dspy yokungenisa Pipeline

# Yenza umbhobho
umbhobho = uMbhobho ()

# Yongeza iarhente ye-AI kumbhobho
pipeline.yongeza_umsebenzi(hlalutya_iilogs)

# Yongeza isixhobo se-orchestration kumbhobho
umbhobho.yongeza_umsebenzi(sebenzisa_kunye_nesikali)

# Qhuba umbhobho
pipeline.run()

Top 5-10 Uninzi Imiyalelo / iziqwengana ezisetyenziswayo

Nantsi eyona miyalelo/iziqwengana eziphezulu ezi-5-10 zeZeroOps:

i-pip ufake i-langchain dspy stackgen: Faka i-LangChain, i-DSPy, kunye ne-StackGen.
ukusuka kwi-langchain yokungenisa i-LLAMA: Ngenisa i-arhente ye-LLAMA esuka kwa-LangChain.
i-arhente = LLAMA(...): Yenza i-arhente ye-LLAMA.
def analyze_logs(logs): ...: Chaza umsebenzi wokuhlalutya iilog usebenzisa i-arhente ye-AI.
ukusuka kwi-stackgen yokungenisa i-StackGen: Thatha ngaphandle umzekelo we-StackGen kwi-StackGen.
stackgen = StackGen(): Yenza umzekelo we-StackGen.
def deploy_and_scale(): ...: Chaza umsebenzi wokusasaza kunye nokulinganisa usebenzisa i-StackGen.
ukusuka kwi-dspy yoMbhobho wokungenisa: Thatha ngaphandle iklasi yePipeline esuka kwi-DSPy.
umbhobho = Umbhobho (): Yenza umbhobho.
umbhobho.yongeza_umsebenzi(hlalutya_iilog): Yongeza i-arhente ye-AI kumbhobho.

Umboniso

Nanku umboniso wenkqubo yeZeroOps usebenzisa iChart.js:

{
  "type": "bar",
  "idatha": {
    "labels": ["Iarhente ye-AI", "Isixhobo seOrchestration", "Imibhobho yeNzululwazi yeDatha"],
    "iiseti zedatha": [
      {
        "label": "ZeroOps System",
        "idatha": [10, 20, 30],
        "backgroundColor": ["#4CAF50", "#FF9800", "#2196F3"]
      }
    ]
  },
  "iinketho": {
    "isihloko": {
      "bonisa": yinyani,
      "umbhalo": "ZeroOps System Components"
    },
    "izikali": {
      "yAxes": [
        {
          "amanqaku": {
            "beginAtZero": yinyani
          }
        }
      ]
    }
  }
}

Lo mzobo ubonisa amacandelo amathathu aphambili enkqubo yeZeroOps: i-arhente ye-AI, isixhobo se-orchestration, kunye nombhobho wesayensi yedatha.

Isiphelo

I-ZeroOps yindlela yoguquko yolawulo lweziseko ezingundoqo exhathisa ii-arhente ze-AI kunye nezixhobo zokuyila ukwenza ukuziphilisa, ukuzenzela iziseko zophuhliso. Ngokusebenzisa i-LangChain, i-DSPy, kunye ne-StackGen, sinokwakha inkqubo ye-ZeroOps eyenza ngokuzenzekelayo imisebenzi efana nokubeka iliso, ukukala, kunye nokulungisa iingxaki.

Kule nqaku, sinikeze umzekelo osebenzayo wokuphumeza i-ZeroOps usebenzisa iLangChain, i-DSPy, kunye ne-StackGen. Sikwabonelele ngembonakalo yenkqubo yeZeroOps kusetyenziswa iChart.js.

Siyathemba ukuba eli nqaku libonelele ngombono obanzi weZeroOps kunye namandla ayo okuguqula indlela yokulawula iziseko zophuhliso.