Okwu mmalite
Njikọ nke ọgụgụ isi Artificial (AI), nhazi ngwanrọ, na DevOps ewepụtala usoro ọhụrụ na mmepe ngwanrọ: AI Agentic. AI Agentic na-ezo aka n'iji akpaaka AI na-akwalite iji kwalite arụmọrụ na arụmọrụ nke usoro ọrụ DevOps. N'isiokwu a, anyị ga-enyocha echiche nke Agentic CI / CD na otu esi eme ya site na iji DSPy na LangChain.
Kedu ihe bụ Agent CI/CD?
Agentic CI / CD bụ usoro ọrụ DevOps nke na-eme ka akpaaka AI na-ebugharị iji kwalite usoro ntinye aka na-aga n'ihu na ntinye aka na-aga n'ihu. Usoro a na-eji algọridim mmụta igwe iji nyochaa data sitere na isi mmalite dị iche iche, dị ka ebe nchekwa koodu, wuo sava, na ngwaọrụ nleba anya, iji chọpụta ụkpụrụ na ihe adịghị mma nke nwere ike ịkọwa mkpebi.
Emebere Agentic CI/CD iji kwalite arụmọrụ na arụmọrụ nke usoro ọrụ DevOps site na:
- ** Ịmepụta ọrụ ugboro ugboro ***: Automation AI-drive nwere ike ịrụ ọrụ dịka nyocha koodu, nyocha, na ntinye, na-ahapụ ndị mmepe mmadụ ka ha lekwasị anya na ọrụ dị elu.
- ** Ịmata ihe ndị nwere ike ime ***: Algọridim mmụta igwe nwere ike nyochaa data sitere na isi mmalite dị iche iche iji chọpụta nsogbu ndị nwere ike tupu ha aghọ nnukwu nsogbu.
- ** Ịmepụta usoro ọrụ na-arụ ọrụ ***: Agent CI / CD nwere ike ịkwalite usoro ọrụ site n'ịchọpụta ụzọ kachasị mma maka ntinye koodu na ibelata oge nkwụsị.
Na-eme Agentic CI/CD na DSPy na LangChain
DSPy na LangChain bụ usoro abụọ ewu ewu maka iwulite sistemụ AI Agent. DSPy bụ ọba akwụkwọ Python maka iwulite sistemu ekesa, ebe LangChain bụ usoro maka iwulite sistemụ mkparịta ụka AI.
Iji mejuputa Agentic CI/CD na DSPy na LangChain, anyị ga-eji ihe ndị a:
- ** DSPy ***: Anyị ga-eji DSPy wuo usoro kesara nke nwere ike ijikwa nnukwu data ma rụọ mgbakọ mgbagwoju anya.
- ** LangChain ***: Anyị ga-eji LangChain wulite usoro mkparịta ụka AI nke nwere ike ịmekọrịta na ndị mmepe ma nye nghọta na usoro CI / CD.
Nke a bụ ọmụmaatụ dị mfe nke otu esi eji DSPy na LangChain mejuputa Agentic CI/CD: "Python mbubata dspy si langchain mbubata LLM
Kọwaa ụyọkọ DSPy
ụyọkọ = dspy.Cluster()
Kọwaa LangChain LLM
llm = LLM ("ederede-davinci-003")
Kọwaa usoro ọrụ CI / CD
def ci_cd_workflow(koodu): # Nyochaa koodu site na iji DSPy analysis = cluster.analyze(koodu)
# Jiri LangChain nye nghọta
nghọta = llm.generate_insights(nyocha)
# Weghachite nghọta
laghachi nghọta
Nyochaa usoro ọrụ CI/CD
koodu = "bipụta ('Ndewo Ụwa!')" nghọta = ci_cd_workflow(koodu) ebipụta(nnyochaa) `` Usoro a na-akọwa usoro ọrụ CI / CD na-eji DSPy nyochaa koodu na LangChain iji nye nghọta. Ọrụ 'ci_cd_workflow' na-ewere koodu dị ka ntinye, nyochaa ya site na iji DSPy, wee jiri LangChain mepụta nghọta. A na-eweghachite nghọta ndị ahụ dị ka mmepụta.
Top 5-10 Iwu/Snippets kacha eji
Nke a bụ iwu/snippets 5-10 kacha eji eme ihe maka DSPy na LangChain:
DSPy
- `dspy.Cluster()': Na-emepụta ụyọkọ DSPy.
cluster.analyze(koodu): Na-enyocha koodu site na iji DSPy.cluster.deploy(koodu): Na-ebunye koodu site na iji DSPy.cluster.monitor(koodu): Nyochaa koodu iji DSPy.dspy.utils.log(level, ozi): Dekọọ ozi na ọkwa akọwapụtara.
LangChain
- `LLM("ederede-davinci-003")': Na-emepụta LangChain LLM.
lm.generate_insights(analysis): Na-ewepụta nghọta site na iji LangChain.lm.interact(analysis): Mmekọrịta ya na ndị mmepe na-eji LangChain.- `langchain.utils.log(larịị, ozi)': Dekọọ ozi na ọkwa akọwapụtara.
langchain.utils.tokenize(ederede): Tokenize ederede site na iji LangChain.
Nlere anya
Nke a bụ nleba anya nke ọrụ Agentic CI/CD na-eji Chart.js: Json { "ụdị": "ogwe", "data": { "labels": ["Ntụle koodu", "Ọgbọ Insight", "Nkwanye"], "datasets": [ { "label": "DSPy", "data": [10, 20, 30], "backgroundColor": ["#FF6384", "#36A2EB", "#FFCE56"] }, { "label": "LangChain", "data": [20, 30, 40], "backgroundColor": ["#FF6384", "#36A2EB", "#FFCE56"] } ] }, "Nhọrọ": { " aha": { "ngosi": eziokwu, "ederede": "Agenttic CI/CD Workflow" }, "ọnụego": { "yAxes": [ { "akara aka": { "beginAtZero": eziokwu } } ] } } } `` Ọhụụ a na-egosi usoro ọrụ Agentic CI/CD dị ka eserese mmanya, yana DSPy na LangChain nọchitere anya dị ka datasets iche.
Mmechi
N'isiokwu a, anyị nyochara echiche nke Agentic CI / CD na otu esi eme ya site na iji DSPy na LangChain. Anyị tụlere uru nke Agentic CI/CD, gụnyere ọrụ ugboro ugboro na-akpaghị aka, ịchọpụta okwu ndị nwere ike ime, yana ịkwalite usoro ọrụ. Anyị nyekwara ihe atụ dị mfe nke otu esi eji DSPy na LangChain mejuputa Agentic CI / CD, yana 5-10 kachasị iwu / snippets maka DSPy na LangChain. N'ikpeazụ, anyị tinyere nleba anya nke ọrụ Agentic CI/CD na-eji Chart.js.
Site n'ịkwalite DSPy na LangChain, ndị mmepe nwere ike wulite sistemụ AI Agent nke na-eme ka arụmọrụ na arụmọrụ nke DevOps rụọ ọrụ. Ma ị bụ onye nrụpụta nwere ahụmahụ ma ọ bụ na ị na-amalite, Agentic CI/CD bụ ubi na-atọ ụtọ ma na-agbanwe ngwa ngwa nke kwesịrị inyocha.