Abaabulka Nidaamyada Software-ka ee AI-Driven oo leh LangChain iyo DSPy: quusin qoto dheer xagga dhismaha iyo Automation DevOps | B4N1

Abaabulka Nidaamyada Software-ka ee AI-Driven oo leh LangChain iyo DSPy: quusin qoto dheer xagga dhismaha iyo Automation DevOps

5 months ago · b4n1 Read time: 5 min

Hordhac

Qaadashada degdega ah ee Intelligence Artificial (AI) ee horumarinta kombuyuutarku waxay keentay isbeddelo la taaban karo oo ku saabsan habka aan u naqshadeyno, u dhisno, oo aan u ilaalino nidaamyada software. Maaddaama AI ay si sii kordheysa ugu dhex milmay horumarinta software, baahida loo qabo habaynta wax ku oolka ah ee wax ku oolka ah ee nidaamyada AI ay wado ayaa koray. Maqaalkani, waxaanu sahamin doonaa isgoyska AI, injineernimada software, iyo DevOps, iyada oo xoogga la saarayo isticmaalka LangChain iyo DSPy si loo habeeyo falanqaynta sababaha asaasiga ah loona hagaajiyo fahamka nidaamka software.

Kor u kaca Nidaamyada Software-ka ee AI-Driven

AI waxay wax ka beddeshay muuqaalka horumarinta software, taasoo u sahlaysa horumariyayaasha inay dhisaan habab aad u adag oo caqli badan. Si kastaba ha ahaatee, dhibaatadan korodhay waxay sidoo kale keentay caqabado cusub, sida:

** Falanqaynta sababaha xididka ***: Aqoonsiga sababaha hoose ee arrimaha nidaamyada AI ay wado way adkaan kartaa, gaar ahaan marka lala tacaalayo moodooyinka barashada mashiinka adag. ** Fahamka nidaamka softiweerka ***: Marka AI uu ku sii milmo nidaamyada softiweerka, waxay noqon kartaa mid adag in la fahmo sida qaybaha kala duwan ay u falgalaan oo ay isu saameeyaan.

  • ** DevOps Automation ***: Automation-ka geynta, la socodka, iyo dayactirka nidaamyada AI ay wado waxay u baahan tahay qalab iyo khibrad gaar ah.

LangChain: Qaab-dhismeedka Nidaamyada Software-ka ee AI-Driven

LangChain waa qaab-dhismeedka isha furan ee lagu dhisayo nidaamyada software-ka ee AI ay wado. Waxay bixisaa qalabyo iyo maktabado loogu talagalay dhisidda, geynta, iyo maareynta moodooyinka AI, iyo sidoo kale isku-dhafka iyaga iyo qaybaha kale ee software. LangChain waxaa loogu talagalay in lagu fududeeyo dhismaha iyo dayactirka nidaamyada AI ee kakan, iyadoo sidoo kale la siinayo heerar sare oo dabacsanaan iyo habeyn.

Astaamaha ugu muhiimsan ee LangChain

** Maareynta moodeelka ***: LangChain wuxuu bixiyaa qalabyo lagu maareeyo moodooyinka AI, oo ay ku jiraan qaabaynta, la socodka, iyo dayactirka. ** Is-dhexgalka ***: LangChain waxay u ogolaataa horumariyeyaasha inay ku daraan moodooyinka AI qaybaha kale ee software, sida xogta macluumaadka, API-yada, iyo safafka fariimaha.

  • Automation: LangChain waxa ay bixisa qalab otomaatig ah oo loogu talagalay in lagu habeeyo hawlaha, sida habaynta xogta, tababarka moodeelka, iyo geynta.

DSPy: Qaab-dhismeedka Automation-ka DevOps

DSPy waa qaab-dhismeedka isha furan ee DevOps automation. Waxay bixisa qalabyo iyo maktabado si otomaatig ah loogu diro, la socodka, iyo dayactirka nidaamyada software. DSPy waxaa loogu talagalay inay fududayso in si toos ah loo sameeyo hawlaha adag, iyadoo sidoo kale bixinaysa dabacsanaan iyo habayn heer sare ah.

Astaamaha Muhiimka ah ee DSPy

  • ** Automation Deployment ***: DSPy waxa ay bixisa qalabyo kala duwan oo si otomaatig ah loogu diro nidaamyada software, oo ay ku jiraan weel, habaynta, iyo maamulka qaabaynta.
  • ** Kormeerka iyo gaynta ***: DSPy waxay bixisaa qalabyo kala duwan oo loogu talagalay la socodka iyo gaynta nidaamyada software, oo ay ku jiraan uruurinta cabbirka, gaynta, iyo digniinta.
  • Automation: DSPy waxa ay bixisa qalab automation ah oo loogu talagalay in lagu habeeyo hawlaha, sida habaynta xogta, tababarka moodeelka, iyo geynta.

Abaabulka Nidaamyada Software-ka ee AI-Driven ee LangChain iyo DSPy

Si loo habeeyo nidaamyada software-ka AI ay wado ee LangChain iyo DSPy, waxaan u baahanahay inaan isku darno labada qaab-dhismeed. Tan waxaa lagu samayn karaa iyada oo la adeegsanayo LangChain API si loo maareeyo moodooyinka AI, iyo DSPy API si loo habeeyo hawlgelinta, la socodka, iyo dayactirka.

Koodhka Tusaalaha

Halkan waxaa ah tusaale koodhka oo muujinaya sida loo isticmaalo LangChain iyo DSPy si loo habeeyo falanqaynta sababta asaasiga ah loona hagaajiyo fahamka nidaamka software: `` Python soo dejinta langchain ka soo dejinta dspy geyn, kormeer

Abuur moode LangChain

model = langchain.Model ( name="my_model", nooca = "qoraalka kala soocida", config={ "model_name": "bert-base-uncased", "dhererka ugu badan": 512, "nambar_calaamadaha": 2, }, )

Geli qaabka adoo isticmaalaya DSPy

deploy.deploy_model (qaabka)

La soco moodalka adoo isticmaalaya DSPy

Monitor.monitor_model (qaabka)

Si otomaatig ah u falanqeynaya sababaha xididka adoo isticmaalaya LangChain

def analysis_issue(arrin): # Isticmaal LangChain si aad u falanqeyso arrinta falanqaynta = langchain.analyze_issue(arrin) soo noqoshada falanqaynta

Si otomaatig ah u fahan nidaamka software adoo isticmaalaya LangChain

def understand_system(nidaamka): # Isticmaal LangChain si aad u fahanto nidaamka faham = langchain.understand_system (nidaamka) fahamka soo noqda ``

5-10ka amar ee ugu badan ee la isticmaalo

Waa kuwan 5-10-ka amarrada ugu badan ee la isticmaalo ee LangChain iyo DSPy:

LangChain

  • langchain.Model (name="my_model", type="text_classification", config={"model_name": "bert-base-uncased", "max_length": 512, "num_labels": 2}) : Samee nooc cusub oo LangChain ah.
  • langchain. falanqaynta_arrinta(arrinta): Falanqee arrinta addoo isticmaalaya LangChain.
  • langchain.understand_system(nidaamka): Faham nidaamka software adoo isticmaalaya LangChain.
  • langchain.deploy_model(model): Gey model LangChain adoo isticmaalaya DSPy.
  • langchain.monitor_model(model): La soco qaabka LangChain adoo isticmaalaya DSPy.

DSPy

  • dspy.deploy.deploy_model(model): Geli nidaamka software adoo isticmaalaya DSPy.
  • dspy.monitor.monitor_model(model): La soco nidaamka software adigoo isticmaalaya DSPy.
  • dspy.automation.automate_task(hawl): Si otomaatig ah hawsha adoo isticmaalaya DSPy.
  • dspy.config.config_system(nidaamka): Ku samee nidaamka software adoo isticmaalaya DSPy.
  • dspy.log.log_event(dhacdo): Gali dhacdo addoo isticmaalaya DSPy.

Muuqaalka

Halkan waxaa ah muuqaalka LangChain iyo naqshadaha DSPy iyadoo la adeegsanayo Chart.js: json { "type": "bar", "xogta": { "labels": ["LangChain", "DSPy"], "datasets": [ { "label": "Maareynta Model", "xogta": [10, 5], "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"] }, { "label": "Isdhexgalka", "xogta": [8, 6], "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"] }, { "label": "Automation", "xogta": [12, 9], "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"] } ] }, "ikhtiyaar": { "ciwaan": { "muujin": run, "text": "LangChain iyo DSPy Architecture" }, "Miisaanka": { "yAxes": [ { "ticks": { "beginAtZero": run } } ] } } } Aragtidani waxay muujinaysaa qaybaha kala duwan ee dhismaha LangChain iyo DSPy, oo ay ku jiraan maaraynta moodeelka, isdhexgalka, iyo automationka.

Gabagabo

Maqaalkani, waxaanu sahaminay isgoyska AI, injineernimada software, iyo DevOps, iyada oo xooga la saarayo isticmaalka LangChain iyo DSPy si loo habeeyo falanqaynta sababaha asaasiga ah loona hagaajiyo fahamka nidaamka software. Waxaan sidoo kale bixinay tusaale faahfaahsan oo ku saabsan sida loo isticmaalo LangChain iyo DSPy si loo abaabulo nidaamyada software-ka ee AI-driven, iyo sidoo kale muuqaalka dhismaha LangChain iyo DSPy. Isticmaalka LangChain iyo DSPy, horumariyayaashu waxay dhisi karaan si hufan oo waxtar leh nidaamyada software AI-driven, iyagoo sidoo kale hagaajinaya fahamkooda hababka software ee adag.

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