** Hirgelinta Agentic AI ee socodka shaqada ee DevOps ee Orchestration Kaabayaasha Iskeed
hordhac
Isgoysyada Sirdoonka Artificial (AI), DevOps, iyo abaabulka kaabayaasha ayaa kor u qaaday hannaan cusub oo maamulka kaabayaasha ah - abaabulka kaabayaasha madaxbannaan. Habkani wuxuu ka faa'iidaysanayaa AI iyo Barashada Mashiinnada (ML) algorithms si ay u toosiyaan oo ay u wanaajiyaan bixinta kaabayaasha, cabbiridda, iyo maamulka, awood u siinaya horumariyeyaasha inay diiradda saaraan hawlaha heerka sare ah. Maqaalkan, waxaanu sahamin doonaa doorka AI ee wakiilka ah ee kor u qaadista khibradaha horumariyaha iyo hagaajinta miisaanka ee socodka shaqada ee DevOps, iyadoo diirada la saarayo aaladaha sida LangChain, DSPy, iyo StackGen.
Waa maxay AI Agent?
Agentic AI waxaa loola jeedaa nooc ka mid ah AI oo muujiya hab-dhaqan madax-bannaan, go'aanno qaadasho iyo ficillo keligiis ah iyada oo aan faragelin cad oo bini'aadmin ah la helin. Marka la eego macnaha DevOps, AI wakiilka ah waxaa loo isticmaali karaa in si otomaatig ah loogu sameeyo hawlaha sida bixinta kaabayaasha, geynta, iyo cabirka, iyo sidoo kale la socodka iyo cilad-saarka. Habkani wuxuu u sahlayaa horumariyayaashu inay diirada saaraan hawlaha heerka sare ah, sida qorista koodka iyo naqshadaynta codsiyada, halka nidaamka AI uu daryeelayo kaabayaasha hoose.
** LangChain: Qaab-dhismeedka Dhismaha Nidaamyada AI ee AI ***
LangChain waa qaab-dhismeedka isha furan ee lagu dhisayo nidaamyada AI ee wakiilka ah kaas oo la falgali kara isticmaalayaasha, fulin kara hawlaha, oo samayn kara go'aanno. Waxay bixisaa tiro API-yo ah iyo qalab loogu talagalay dhisidda is-dhexgalka wada-hadalka, habaynta luqadda dabiiciga ah (NLP), iyo moodooyinka barashada mashiinka. LangChain waxaa loo isticmaali karaa in lagu dhiso codsiyo kala duwan oo kala duwan, laga bilaabo chatbots iyo kaaliyeyaasha farsamada ilaa nidaamyada kaabayaasha madax-bannaan.
** DSPy: Maktabada Python ee Dhisida Nidaamyada AI Agent
DSPy waa maktabad Python ah oo loogu talagalay in lagu dhiso nidaamyada AI ee wakiilka ah kuwaas oo la falgali kara isticmaalayaasha, qaban kara hawlaha, oo samayn kara go'aanno. Waxay bixisaa tiro API-yo ah iyo qalab loogu talagalay dhisidda is-dhexgalka wada-hadalka, NLP, iyo moodooyinka barashada mashiinka. DSPy waxa loo istcimaali karaa in lagu dhiso codsiyo kala duwan, laga bilaabo chatbots iyo kaaliyeyaasha farsamada ilaa nidaamyada kaabayaasha dhaqaalaha ee madaxbannaan.
**StackGen: Qalabka Dhismaha iyo Maareynta Kaabayaasha ***
StackGen waa qalab lagu dhisayo laguna maareeyo kaabayaasha kood ahaan. Waxay bixisaa tiro APIs ah iyo qalab lagu qeexayo qaabaynta kaabayaasha, bixinta agabka, iyo maaraynta hawlgelinta. StackGen waxa loo isticmaali karaa in lagu dhiso oo lagu maareeyo kaabayaal badan oo kala duwan, laga bilaabo mashiinada farsamada iyo weelasha ilaa hawlaha adeeg la'aanta ah iyo codsiyada asalka u ah daruuraha.
** Hirgelinta Agentic AI ee DevOps Workflows ***
Si loo hirgeliyo AI wakiilka ee socodka shaqada ee DevOps, waxaan isticmaali karnaa isku darka LangChain, DSPy, iyo StackGen. Waa kuwan tusaale ah sida aan ugu isticmaali karno agabkan si aan u dhisno nidaam abaabulka kaabayaasha iskii
`` Python soo dejinta langchain soo dejinta dspy soo dejiso istaajin
kaabayaasha_config = { "sources": [ {"name": "web-server", "nooca": "EC2", "gobolka": "us-west-2"}, {"name": "database", "nooca": "RDS", "gobolka": "us-west-2"} ] }
Qeex habaynta geynta
deployment_config = { "Adeegyada": [ {"name": "web-server", "image": "nginx: latest", "dekedda": 80}, {"name": "database", "image": "mysql: latest", "dekedda": 3306} ] }
Abuur wakiilka LangChain
wakiilka = langchain. Wakiil ( name="kaabayaasha-abooriyaha", description="Nidaamka abaabulka kaabayaasha dhaqaalaha" )
Samee nooc DSPy ah
model = dspy.Model ( name="kaabayaasha-abooriyaha", description="Habka saadaalinta shuruudaha kaabayaasha" )
Samee xirmo StackGen ah
xirmo = xirmo. name="kaabayaasha-abooriyaha", description="Qorshaha maaraynta kaabayaasha dhaqaalaha" )
Qeex socodka shaqada AI ee wakiilka
socodka shaqada = [ {"step": "predict_infrastructure_requirements", "model": model}, {"step": "provision_infrastructure", "stack": raso}, {"step": "deploy_services", "deployment_config": deployment_config} ]
Ku socodsii socodka shaqada AI ee wakiilka
agent.run (socodka shaqada) ``
Xeerkani waxa uu qeexayaa nidaamka abaabulka kaabayaasha iskeed u madaxbannaan kaas oo isticmaala LangChain, DSPy, iyo StackGen si loo saadaaliyo shuruudaha kaabayaasha, agabka bixinta, iyo geynta adeegyada.
** 5-10ka ugu sarreeya amarada/Qodobka ugu Isticmaalka badan**
Waa kuwan 5-10-ka amarrada ugu badan ee la isticmaalo ee LangChain, DSPy, iyo StackGen:
| Qalabka | Taliska/Qodobka | Sharaxaada |
|---|---|---|
| LangChain | langchain.Wakiil.abuur() |
Wuxuu abuuraa wakiil cusub oo LangChain |
| LangChain | langchain.Agent.sharax() |
Soo celisa sharraxaadda wakiilka LangChain |
| DSPy | dspy.Model.abuur() |
Wuxuu abuuraa nooc cusub oo DSPy ah |
| DSPy | dspy.Model.sharax() |
Soo celisa sharraxaadda qaabka DSPy |
| StackGen | stackgen.Stack.create() |
Wuxuu abuuraa xirmo cusub oo StackGen ah |
| StackGen | stackgen.Stack.sharax() |
Soo celisa sharraxaadda kaydka StackGen |
| LangChain | langchain.Agent.run() |
Wuxuu wadaa wakiilka LangChain |
| DSPy | dspy.Model. saadaalin() |
Wuxuu saadaaliyaa shuruudaha kaabayaasha iyadoo la isticmaalayo qaabka DSPy |
| StackGen | stackgen.Stack.provision() |
Waxay bixisaa kaabayaasha iyadoo la isticmaalayo StackGen stack |
| StackGen | stackgen.Stack.deploy() |
Wuxuu hawlgeliyaa adeegyada isagoo isticmaalaya StackGen stack |
Muuqaalka
Halkan waxaa ah sawiridda socodka shaqada AI ee wakiilka iyadoo la adeegsanayo Chart.js:
json { "type": "bar", "xogta": { "labels": ["Sharuudaha Kaabayaasha Saadaasha", "Kaabayaasha Bixinta", "Adeegyada Gelida"], "datasets": [ { "label": "Agent AI Workflow", "xogta": [10, 20, 30], "backgroundColor": "rgba(255, 99, 132, 0.2)", "BorderColor": "rgba(255, 99, 132, 1)", "BorderWidth": 1 } ] }, "ikhtiyaar": { "ciwaan": { "muujin": run, "text": "Agent AI Workflow" }, "Miisaanka": { "yAxes": [ { "ticks": { "beginAtZero": run } } ] } } }
Aragtidani waxay muujinaysaa socodka shaqada AI ee wakiilka ah sida jaantuska bar, oo leh saddexda tallaabo ee saadaalinta shuruudaha kaabayaasha, bixinta kaabayaasha, iyo geynta adeegyada.
** Gabagabo**
Maqaalkan, waxaan ku sahamiyay doorka AI ee wakiilka ah ee kor loogu qaadayo khibradda horumariyaha iyo hagaajinta miisaanka ee socodka shaqada ee DevOps. Waxaan soo bandhignay LangChain, DSPy, iyo StackGen sidii qalab loogu talagalay dhisidda nidaamyada AI ee wakiilka ah, waxaanan soo bandhignay sida loo isticmaalo qalabkan si loo dhiso nidaamka abaabulka kaabayaasha madaxbannaan. Waxaan sidoo kale bixinay muuqaal ah socodka shaqada AI ee wakiilka anagoo adeegsanayna Chart.js. Iyaga oo ka faa'iidaysanaya AI wakiilka ah, horumariyayaashu waxay diiradda saari karaan hawlaha heerka sare ah, sida qorista koodka iyo naqshadaynta codsiyada, halka nidaamka AI uu daryeelayo kaabayaasha hoose.