Hordhac
Dhinaca injineerinka softiweerka, Automation DevOps wuxuu noqday arrin muhiim ah oo hubinta si habsami leh oo hufan u diritaan, la socodka, iyo dayactirka codsiyada. Si kastaba ha ahaatee, marka kakanaanta nidaamyada casriga ah ee software-ka ay koraan, baahida loo qabo faragelinta gacanta iyo kormeerka bini'aadamka ayaa noqda mid sii kordhaya oo culus. Tani waa halka ay fikradda ZeroOps ka timaaddo - aragti halka wakiilada AI ay abaabulaan oo ay toosiyaan hawlaha adag, oo ka xoreeya horumarinta aadanaha hawlaha caadiga ah iyo kuwa soo noqnoqda.
Maqaalkan, waxaan ku baari doonaa isgoyska AI, injineernimada software, iyo DevOps automation si loo gaaro ZeroOps. Waxaan hoos u dhigi doonaa doorka LangChain iyo DSPy si ay awood ugu yeeshaan aragtidan oo aan bixinno tusaalooyin wax ku ool ah oo ku saabsan sida tignoolajiyadan loo isticmaali karo si otomaatig ah hawlaha adag.
Dhibaatada Automation-ka DevOps ee Dhaqanka
Automation-ka caadiga ah ee DevOps wuxuu si weyn ugu tiirsan yahay qorista iyo qaabeynta gacanta ee aaladaha sida Jenkins, Macquul ah, iyo Docker. Iyadoo qalabyadani ay ahaayeen kuwo muhiim u ah hagaajinta habka horumarinta iyo hawlgelinta, waxay inta badan u baahan yihiin khibrad iyo waqti si loo habeeyo loona ilaaliyo.
Waxaa intaa dheer, marka codsiyadu noqdaan kuwo aad u adag oo loo qaybiyo, baahida loo qabo la socodka wakhtiga dhabta ah iyo jawaab celinta ayaa noqda mid sii kordheysa oo muhiim ah. Tani waa halka ay wakiilada AI ka soo galaan - waxay falanqeyn karaan xogta ilo kala duwan, aqoonsan karaan qaababka, oo ay go'aannada u gaaraan si madaxbannaan.
Kor u kaca wakiilada AI ee DevOps Automation
Wakiilada AI waxay awood u leeyihiin inay wax ka bedelaan otomaatiga DevOps iyagoo siinaya la socodka wakhtiga dhabta ah, ogaanshaha cilladaysan, iyo go'aan qaadasho toos ah. Iyaga oo ka faa'iidaysanaya algorithms barashada mashiinka iyo habaynta luqadda dabiiciga ah, wakiilada AI waxay falanqeyn karaan diiwaannada, cabbirada, iyo ilaha kale ee xogta si ay u aqoonsadaan arrimaha suurtagalka ah ka hor inta aysan noqon mid muhiim ah.
LangChain iyo DSPy waa laba teknooloji oo safka hore kaga jira kacaankan. LangChain waa maktabad Python ah oo awood u siinaya abuurista wakiillada AI ee wada sheekaysiga, halka DSPy ay tahay maktabad Rust ah oo bixisa is-dhexgal heer sare ah oo loogu talagalay dhisidda iyo geynta moodooyinka AI.
LangChain: Maktabad Python ah oo loogu talagalay Wakiilada AI Wadahadalka
LangChain waa maktabad Python ah oo awood u siinaya abuurista wakiillada AI wada-hadalka. Waxay siisaa API fudud oo dareen leh oo loogu talagalay dhisidda iyo geynta chatbots-ka, caawiyayaasha codka, iyo is-dhexgalka kale ee wada hadalka.
Mid ka mid ah sifooyinka muhiimka ah ee LangChain waa awoodda ay u leedahay in ay la mid noqoto noocyo kala duwan oo AI ah, oo ay ku jiraan qaababka luqadda, garaafyada aqoonta, iyo geedaha go'aanka. Tani waxay awood u siinaysaa horumariyeyaasha inay abuuraan qulqulo wada hadal oo adag iyo caqli-gal go'aan qaadasho oo si fudud loo geyn karo lana ilaalin karo.
Waa kuwan tusaale ku saabsan sida loo abuuro chatbot fudud iyadoo la adeegsanayo LangChain: `` Python soo dejinta langchain
Samee qaab luqadeed
model = langchain.LMModel("distilbert-base-uncased")
Samee garaafka aqoonta
garaafka = langchain.KnowledgeGraph("my_garaafka")
Samee chatbot
chatbot = langchain.Chatbot (qaab, garaaf)
Qeex socodka wada hadalka
socodka = [ {"input": "hello", "output": "hello!"}, {"input": "side are you", "output": "Wanaagsanahay, mahadsanid!"}, ]
Geli chatbot-ka
chatbot.deploy( socodka) ``
DSPy: Maktabadaha Daxalaystay ee Dhisida iyo Geyrinta Moodooyinka AI
DSPy waa maktabad Rust ah oo bixisa isdhexgal heer sare ah oo loogu talagalay dhisidda iyo geynta moodooyinka AI. Waxay awood u siinaysaa horumariyeyaasha inay abuuraan oo tababaraan moodooyinka barashada mashiinka iyagoo isticmaalaya algorithms iyo qaab-dhismeedka kala duwan, oo ay ku jiraan TensorFlow iyo PyTorch.
Mid ka mid ah astaamaha muhiimka ah ee DSPy waa awooda ay ku dhex milmi karto ilo xogeed oo kala duwan, oo ay ku jiraan xog-ururinta, API-yada, iyo nidaamyada faylka. Tani waxay awood u siinaysaa horumariyeyaasha inay abuuraan dhuumaha xogta adag iyo socodka shaqada kuwaas oo si fudud loo geyn karo lana ilaalin karo.
Waa kuwan tusaale ku saabsan sida loo abuuro qaab barasho mashiinka fudud iyadoo la adeegsanayo DSPy: `` miridhku isticmaal dspy:: {Model, Dataset};
// Abuur xog-ururin let dataset = Dataset :: cusub("my_dataset");
// Samee nooc ha model = Model :: cusub ("my_model");
// Tababar qaabka model.train (dataset);
// Samee qaabka model.deploy(); ``
Abaabulka Wakiilada AI ee LangChain iyo DSPy
Hadda oo aan aragnay sida LangChain iyo DSPy loogu isticmaali karo si loo abuuro wakiillada AI ee wada-hadalka ah iyo moodooyinka barashada mashiinka, aan sahamno sida tignoolajiyadan loo isticmaali karo in lagu abaabulo wakiilada AI.
Mid ka mid ah caqabadaha ugu muhiimsan ee Automation DevOps waa isku-darka qalabyo iyo adeegyo badan si loo abuuro shaqo isku xiran oo toos ah. Tani waa halka ay LangChain iyo DSPy ka soo galaan - waxay bixiyaan is-dhexgal heer sare ah oo loogu talagalay dhisidda iyo geynta wakiilada AI kuwaas oo ku dhex dari kara qalab iyo adeegyo kala duwan.
Waa kuwan tusaale ah sida loo abaabulo wakiilada AI iyadoo la adeegsanayo LangChain iyo DSPy: `` Python soo dejinta langchain soo dejinta dspy
Samee qaab luqadeed
model = langchain.LMModel("distilbert-base-uncased")
Samee garaafka aqoonta
garaafka = langchain.KnowledgeGraph("my_garaafka")
Samee chatbot
chatbot = langchain.Chatbot (qaab, garaaf)
Samee qaabka barashada mashiinka
ml_model = dspy.Model ("my_model")
Qeex socodka wada hadalka
socodka = [ {"input": "hello", "output": "hello!"}, {"input": "side are you", "output": "Wanaagsanahay, mahadsanid!"}, ]
Geli chatbot-ka
chatbot.deploy( socodka)
Tababar qaabka barashada mashiinka
ml_model.train("my_dataset")
Geli qaabka barashada mashiinka
ml_model.deploy() ``
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.LMModel("distilbert-base-uncased"): Wuxuu abuuraa qaab luqadeed isagoo isticmaalaya Algorithm DistilBERT.langchain.KnowledgeGraph("my_graph"): Wuxuu abuuraa garaafka aqoonta isagoo isticmaalaya garaafka la cayimay.langchain.Chatbot(model, graph): Wuxuu abuuraa chatbot isagoo isticmaalaya qaabka luqadda iyo garaafka aqoonta.dspy.Model("my_model"): Wuxuu abuuraa qaabka barashada mashiinka iyadoo la isticmaalayo qaabka la cayimay.dspy.Dataset("my_dataset"): Wuxuu abuuraa xog-ururin isagoo isticmaalaya xog-ururinta la cayimay.model.train(dataset): Wuxuu tababaraa qaabka barashada mashiinka isagoo isticmaalaya xogta la cayimay.- `model.deploy()': Waxa ay dejisaa qaabka barashada mashiinka.
chatbot.deploy(flow): Wuxuu hawlgeliyaa chatbotka isagoo isticmaalaya socodka wada hadalka ee la cayimay.- `graph.add_node("node1", "node2")': Wuxuu ku daraa noodhka garaafka aqoonta.
- `graph.add_edge("node1", "node2")': Wuxuu ku daraa gees garaafka aqoonta.
Muuqaalka
Halkan waxaa ah muuqaalka LangChain iyo naqshadaha DSPy iyadoo la adeegsanayo Chart.js:
json { "type": "bar", "xogta": { "labels": ["LangChain", "DSPy"], "datasets": [ { "label": "Wakiilada AI ee wada sheekeysiga", "xogta": [10, 5], "backgroundColor": ["#4CAF50", "#FF9800"] }, { "label": "Models Learning Machine", "xogta": [5, 10], "backgroundColor": ["#2196F3", "#9C27B0"] } ] }, "doorashooyinka": { "ciwaan": { "muujin": run, "text": "LangChain iyo DSPy Architecture" }, "halyeey": { "muujin": run } } }
Aragtidaani waxay muujinaysaa qaybinta wakiillada AI wada hadalka iyo moodooyinka barashada mashiinka ee u dhexeeya LangChain iyo DSPy.
Gabagabo
Maqaalkan, waxaan ku sahamiyay isgoyska AI, injineernimada software, iyo DevOps automation si loo gaaro ZeroOps. Waxaan aragnay sida LangChain iyo DSPy loo isticmaali karo si loo abuuro wakiilo AI wada hadal ah iyo moodooyinka barashada mashiinka, iyo sida tignoolajiyadan loo isticmaali karo in lagu abaabulo wakiilada AI.
Iyaga oo ka faa'iidaysanaya awooda AI iyo otomatiga, horumariyayaashu waxay abuuri karaan qulqulo shaqo oo adag oo hufan oo si fudud loo geyn karo lana ilaalin karo. Haddii aad tahay horumariye khibrad leh ama hadda bilaabay, LangChain iyo DSPy waxay bixiyaan is-dhexgal awood leh oo dareen leh oo lagu dhisayo laguna hawlgelinayo wakiilada AI.
Maaddaama adduunka injineernimada softiweerku uu sii socdo horumarka, baahida otomaatigga iyo AI waxay sii wadi doontaa oo keliya inay koraan. Iyadoo la aqbalayo tignoolajiyadan, horumariyayaashu waxay abuuri karaan habab wax ku ool ah, la cabbiri karo, oo la joogteyn kara kuwaas oo la qabsan kara isbeddelka shuruudaha iyo deegaanka.
Maqaalka soo socda, waxaanu sahamin doonaa mawduucyo aad u horumarsan oo ku yaal LangChain iyo DSPy, oo ay ku jiraan sida loogu daro qalabka iyo adeegyada kale, iyo sida loo abuuro moodooyinka AI ee caadiga ah iyo socodka shaqada. La soco!