** Mepee ike nke AI na DevOps: nyocha nka nka nke LangChain na ntinye DSPy ***
** Okwu mmalite**
Odida obodo DevOps na-agbanwe ngwa ngwa, na-ebute ya site n'ịchọwanye ngwa ngwa, ntụkwasị obi na nnyefe ngwanrọ. Otu n'ime isi ihe na-eme mgbanwe a bụ njikọ nke Artificial Intelligence (AI) na Machine Learning (ML) n'ime DevOps workflows. N'isiokwu a, anyị ga-enyocha echiche nke Agentic AI na DevOps, na-elekwasị anya na ntinye nke LangChain na DSPy, ngwá ọrụ abụọ dị ike nke na-eme ka ọ bụrụ ihe na-eme ka ọ bụrụ ihe na-eme ka ọ bụrụ ihe na-eme ka ọ dị mma.
** Gịnị bụ AI na DevOps?**
AI Agentic dị na DevOps na-ezo aka na iji ndị ọrụ AI na-arụ ọrụ ma kwalite ọrụ DevOps. Ndị ọrụ ndị a nwere ike ịrụ ọrụ dị ka nlekota oru, ịdebanye aha, na ntinye, na-ahapụ ndị mmadụ maka ọrụ atụmatụ na ihe okike. Ụkpụrụ bụ isi nke AI Agentic na DevOps bụ Context Engineering na ZeroOps.
** Injinia ihe omimi ***
Context Engineering bụ usoro nke ịmepụta nghọta na-ekerịta gburugburu ebe ọrụ DevOps na-arụ ọrụ. Nke a gụnyere ịkọwapụta iwu, mgbochi, na ebumnuche na-achịkwa omume nke ndị ọrụ AI na usoro ọrụ DevOps. Injinia Context na-enyere ndị nnọchi anya AI aka ịme mkpebi mara mma wee mee omume dabara na ebumnuche na ebumnobi ọgbakọ.
ZeroOps
ZeroOps bụ ụkpụrụ DevOps nke na-achọ iwepụ mkpa ọ dị maka itinye aka mmadụ na ọrụ DevOps. A na-enweta nke a site n'ịmepụta usoro ọgwụgwọ onwe onye, nke na-eme ka ọ dịkwuo mma, na-echekwa onwe ya nke nwere ike ịchọpụta ma meghachi omume na mgbanwe na gburugburu ebe obibi na-enweghị enyemaka mmadụ. A na-eme ka ZeroOps kwe omume site n'iji ndị ọrụ AI nwere ike nyochaa, nyochaa na zaghachi mgbanwe na sistemụ.
** Njikọ LangChain na DSPy ***
LangChain na DSPy bụ ngwá ọrụ egwu egwu abụọ dị ike nke na-eme ka njikọ nke Agentic AI dị na DevOps. LangChain bụ ọbá akwụkwọ Python nke na-enye usoro maka iwulite mkparịta ụka AI ndị nnọchi anya, ebe DSPy bụ ọbá akwụkwọ dabeere na Rust nke na-enye usoro maka iwulite usoro kesara.
Site na ijikọ LangChain na DSPy, ndị mmepe nwere ike ịmepụta scalable na echekwabara ụkpụrụ ụlọ ọrụ nke na-enye ike nke AI Agentic. Nke a bụ ọmụmaatụ otu enwere ike isi nweta njikọ a:
"Python
mbubata langchain si langchain.chat_models bubata ChatOpenAI si langchain.llms bubata LLMOpenAI
Kọwaa ụdị nkata na LLM
chat_model = ChatOpenAI() llm = LLMOpenAI()
Kọwaa onye nnọchi anya LangChain
onye nnọchi anya = langchain.Agent ( yinye = langchain. Chain ( lm=llm, chat_model=chat_model ) )
Kọwaa onye nnọchi anya DSPy
dsp_agent = dspy.Agent( aha = "my_agent", nkọwa = "Onye ọrụ DSP m" )
Jikọta ndị nnọchi anya LangChain na DSPy
langchain_agent = langchain.Agent( yinye = langchain. Chain ( lm=llm, chat_model=chat_model, dsp_agent=dsp_agent ) )
Jiri onye nnọchi anya agbakwunyere rụọ ọrụ
langchain_agent.execute("Tinye ngwa na mmepụta") ``
** Iwu 5-10 Kachasị Eji mee ihe
Nke a bụ iwu/snippets 5-10 kacha eji eme ihe maka LangChain na DSPy:
- ** LangChain Agent Creation**:
langchain.Agent(chain=langchain.Chain(llm=llm, chat_model=chat_model)) - ** DSPy Agent Creation ***:
dspy.Agent (aha = "my_agent", nkọwa = "My DSPy onye nnọchi anya") - ** LangChain Agent Execute ***: `langchain_agent.execute("Tinye ngwa na mmepụta")'
- ** DSPy Agent Execute**: `dsp_agent.execute("Tinye ngwa na mmepụta")'
- ** Nkọwa Chaịnụ LangChain**:
langchain.Chain(llm=llm, chat_model=chat_model) - ** DSPy Chain Nkọwa **:
dspy.Chain (aha = "my_chain", nkọwa = "My DSPy yinye") - ** Ndebanye aha onye nnọchi anya LangChain **:
langchain_agent.register() - ** Ndebanye aha onye nnọchi anya DSPy **:
dsp_agent.register() - ** LangChain Agent Unregistration **:
langchain_agent.unregister() - ** Ndebanye aha onye nnọchi anya DSPy **:
dsp_agent.unregister()
** Nlegharị anya ***
Nke a bụ nleba anya nke njikọta LangChain na DSPy site na iji Chart.js:
Json { "ụdị": "ogwe", "data": { "labels": ["LangChain", "DSPy"], "datasets": [ { "label": "Okike onye nnọchite anya", "data": [10, 5], "backgroundColor": ["#4CAF50", "#FF9800"] }, { "label": "Egbu onye nnọchite anya", "data": [8, 6], "backgroundColor": ["#2196F3", "#9C27B0"] }, { "label": "Nkọwa Chain", "data": [12, 4], "backgroundColor": ["#8BC34A", "#3F51B5"] } ] }, "Nhọrọ": { " aha": { "ngosi": eziokwu, "ederede": "LangChain na DSPy Integration" }, "akụkọ": { "ngosi": eziokwu } } } ``
Mkpebi
Njikọ nke LangChain na DSPy na-enyere aka ịmepụta ihe nhazi ngwanrọ na nchekwa nke na-eme ka ike Agentic AI dị na DevOps. Site n'iji Context Engineering na ụkpụrụ ZeroOps, ndị mmepe nwere ike ịmepụta usoro ọgwụgwọ onwe onye, nhazi onwe ya, na nchekwa onwe onye nke nwere ike ịchọpụta ma meghachi omume na mgbanwe na gburugburu ebe obibi na-enweghị enyemaka mmadụ. A na-enye 5-10 kachasị iwu / snippets maka LangChain na DSPy, yana nleba anya nke njikọta site na iji Chart.js.