Okwu mmalite
Odida obodo mmepe ngwanrọ na-agbanwe ngwa ngwa, yana AI na akpaaka na-arụ ọrụ na-ewu ewu na usoro DevOps. Teknụzụ isi abụọ na-eme mgbanwe a bụ LangChain na StackGen. LangChain bụ usoro mepere emepe maka iwulite ndị ọrụ na-akwado AI, ebe StackGen bụ ngwá ọrụ maka ịhazi nhazi akụrụngwa. N'isiokwu a, anyị ga-enyocha ka enwere ike iji teknụzụ abụọ a mepụta ọkpọkọ automation DevOps nke AI na-ebugharị, na-enye ike nke GPT-5.5 maka nyocha koodu ọgụgụ isi na ntụnye.
Ihe ịma aka nke DevOps Automation
DevOps automation bụ ọrụ dị mgbagwoju anya nke chọrọ ijikọ ọtụtụ ngwaọrụ na teknụzụ iji kwalite mmepe ngwanrọ, nnwale na mbugharị. Ụzọ ọdịnala na-adaberekarị na usoro ntuziaka, nke nwere ike iduga njehie, igbu oge, na adịghị arụ ọrụ. Mbilite nke AI na akpaaka na-enye ngwọta na-ekwe nkwa, ma ọ chọrọ nghọta miri emi nke teknụzụ ndị dị n'okpuru na ntinye ha.
LangChain: onye nnọchi anya nhazi maka DevOps kwadoro AI
LangChain bụ usoro mepere emepe maka iwulite ndị ọrụ AI nwere ike ịrụ ọrụ dị iche iche, site na nhazi data na nyocha koodu. Ikike orchestration onye nnọchi anya ya na-enyere ndị mmepe aka ịmepụta usoro ọrụ dị mgbagwoju anya na-ejikọta ọtụtụ ụdị AI na ngwaọrụ. Emebere ihe owuwu LangChain ka ọ bụrụ nnukwu modular na enwere ike ịgbatị ya, na-eme ka ọ bụrụ ezigbo nhọrọ maka iwupụta pipeline akpaaka DevOps.
LangChain Architecture
Ihe owuwu LangChain nwere ihe atọ bụ isi:
- ** Ndị ọrụ ***: Ndị a bụ isi ihe dị na LangChain framework, na-ahụ maka ịrụ ọrụ kpọmkwem dị ka nhazi data, nyochaa koodu, na ule.
- ** Usoro ọrụ ***: Ndị a bụ usoro nke ọrụ ndị ọrụ na-arụ iji nweta otu ebumnuche, dị ka iwulite na ibuga ngwa ngwanrọ.
- ** Orchestrator ***: Nke a bụ akụkụ nke na-achịkwa usoro ọrụ, na-ahụ na a na-arụ ọrụ n'usoro ziri ezi yana na-edozi njehie ọ bụla nke ọma.
Koodu Ọmụmaatụ: Ịmepụta onye nnọchi anya LangChain
Nke a bụ ọmụmaatụ dị mfe nke ịmepụta onye nnọchi anya LangChain nke na-eme nyocha koodu site na iji GPT-5.5: "Python mbubata langchain si langchain.chains bubata gpt5_5
Mepụta onye nnọchi anya GPT-5.5
onye nnọchi anya = gpt5_5.GPT5_5Agent()
Kọwaa usoro nyocha koodu na-arụ ọrụ
usoro ọrụ = langchain. Usoro ọrụ ( aha = "koodu_review", ọrụ =[ { "ụdị": "ederede", "input": "Biko nyochaa koodu a", "output": "code_review" }, { "ụdị": "ederede", "input": "code_review", "output": "reviewed_code" } ] )
Mepụta onye nnọchi anya LangChain na-arụ ọrụ nyocha koodu
onye nnọchi anya = langchain.Agent (usoro ọrụ = usoro ọrụ, onye nnọchi anya = onye nnọchi anya)
Mepụta usoro nyocha koodu na-arụ ọrụ
nsonaazụ = agent.run(ntinye = "Biko nyochaa koodu na-esonụ") ebipụta(result.output) `` Koodu a na-emepụta onye nnọchi anya LangChain nke na-eme nyocha koodu site na iji GPT-5.5. A kọwapụtara onye ọrụ ahụ dị ka usoro ọrụ nke nwere ọrụ abụọ: otu na-akpali onye ọrụ inye koodu maka nyocha, yana ọzọ na-enyocha koodu ahụ site na iji GPT-5.5.
StackGen: Nhazi akụrụngwa maka akpaaka DevOps
StackGen bụ ngwa eji arụ ọrụ nhazi akụrụngwa, na-eme ka ọ bụrụ ezigbo nhọrọ maka pipeline akpaaka DevOps. Emebere ihe owuwu ya ka ọ bụrụ modular nke ukwuu na enwere ike ịgbatị ya, na-enye ndị mmepe ohere ịmepụta nhazi akụrụngwa omenala maka ngwa ha.
StackGen Architecture
Ihe owuwu StackGen nwere ihe atọ bụ isi:
- ** Ndị na-enye ***: Ndị a bụ ihe ndị na-ahụ maka akụrụngwa akụrụngwa, dị ka AWS ma ọ bụ GCP.
- **Nhazi ***: Ndị a bụ nkọwa nke akụrụngwa akụrụngwa, dị ka igwe mebere ma ọ bụ ọdụ data.
- ** Orchestrator ***: Nke a bụ akụkụ nke na-ahụ maka nhazi nhazi, na-ahụ na e mepụtara akụrụngwa akụrụngwa na emelite nke ọma.
Koodu Ọmụmaatụ: Ịmepụta nhazi StackGen
Nke a bụ ọmụmaatụ dị mfe nke ịmepụta nhazi StackGen maka igwe mebere: `` nchara jiri stackgen :: config;
// Kọwaa nhazi igwe mebere ka vm_config = nhazi :: VMConfig { aha: "my_vm".to_string(), onye na-eweta: "aws".to_string(), mpaghara: "us-west-2".to_string(), example_type: "t2.micro".to_string(), image_id: "ami-abc123".to_string(), };
// Mepụta nhazi StackGen ka config = nhazi :: Config { aha: "my_config".to_string(), onye na-eweta: "aws".to_string(), mpaghara: "us-west-2".to_string(), akụrụngwa: vec![vm_config], };
// Chekwaa nhazi na faịlụ config.save ("my_config.yaml"); `` Koodu a na-emepụta nhazi StackGen maka igwe mebere site na iji 'stackgen' crate. A kọwapụtara nhazi ahụ dị ka struct 'VMConfig', nke gụnyere akụrụngwa dịka aha, onye na-eweta, mpaghara, ụdị ihe atụ, na NJ onyonyo.
Na-ejikọta LangChain na StackGen maka Automation DevOps Achụpụrụ AI
Iji mepụta pipeline akpaaka DevOps nke AI, anyị kwesịrị ijikọ LangChain na StackGen. Nke a gụnyere ịmepụta usoro ọrụ nke na-eji ndị ọrụ LangChain rụọ ọrụ dị ka nyocha koodu na ule, yana StackGen iji jikwaa akụrụngwa akụrụngwa.
Koodu Ọmụmaatụ: Ijikọ LangChain na StackGen
Nke a bụ ọmụmaatụ dị mfe nke ijikọ LangChain na StackGen iji mepụta pipeline akpaaka DevOps nke AI na-anya: "Python mbubata langchain si langchain.chains bubata gpt5_5 mbubata stackgen
Mepụta onye nnọchi anya GPT-5.5
onye nnọchi anya = gpt5_5.GPT5_5Agent()
Kọwaa usoro nyocha koodu na-arụ ọrụ
usoro ọrụ = langchain. Usoro ọrụ ( aha = "koodu_review", ọrụ =[ { "ụdị": "ederede", "input": "Biko nyochaa koodu a", "output": "code_review" }, { "ụdị": "ederede", "input": "code_review", "output": "reviewed_code" } ] )
Mepụta onye nnọchi anya LangChain na-arụ ọrụ nyocha koodu
onye nnọchi anya = langchain.Agent (usoro ọrụ = usoro ọrụ, onye nnọchi anya = onye nnọchi anya)
Kọwaa nhazi StackGen
vm_config = stackgen.config.VMConfig { aha: "my_vm".to_string(), onye na-eweta: "aws".to_string(), mpaghara: "us-west-2".to_string(), example_type: "t2.micro".to_string(), image_id: "ami-abc123".to_string(), }
Mepụta nhazi StackGen
config = stackgen.config.Config { aha: "my_config".to_string(), onye na-eweta: "aws".to_string(), mpaghara: "us-west-2".to_string(), akụrụngwa: vec![vm_config], }
Chekwaa nhazi na faịlụ
config.save ("my_config.yaml");
Mepụta usoro nyocha koodu na-arụ ọrụ
nsonaazụ = agent.run(ntinye = "Biko nyochaa koodu na-esonụ") ebipụta(result.output)
Jiri nhazi StackGen mepụta akụrụngwa akụrụngwa
stackgen.create_resources(nhazi) `` Koodu a jikọtara LangChain na StackGen iji mepụta pipeline akpaaka DevOps na-anya AI. Pipeline na-eji onye nnọchi anya LangChain mee nyocha koodu site na iji GPT-5.5, yana nhazi StackGen iji jikwaa akụrụngwa akụrụngwa.
Top 5-10 Iwu/Snippets kacha eji
Nke a bụ iwu/snippets 5-10 kacha eji eme ihe maka LangChain na StackGen:
- `langchain.Agent (workflow = workflow, agent = Agent)': Na-emepụta onye ọrụ LangChain na-arụ ọrụ na-arụ ọrụ site na iji otu onye ọrụ.
- `stackgen.config.VMConfig(...)': Na-akọwa nhazi igwe mebere site na iji StackGen.
- `langchain.Workflow(...)': Na-akọwa usoro ọrụ site na iji LangChain.
- `stackgen.create_resources(config)': Na-emepụta akụrụngwa akụrụngwa site na iji nhazi StackGen.
- `langchain.Agent.run(ntinye = "...")": Na-arụ ọrụ LangChain nwere ntinye aka.
- `stackgen.config.save("...")": Na-echekwa nhazi StackGen na faịlụ.
- `langchain.Workflow.tasks(...)': Akọwapụta ọrụ na usoro ọrụ LangChain.
- `stackgen.config.resources(...)': Na-akọwa akụrụngwa na nhazi StackGen.
- `langchain.Agent.agent(...)': Na-enweta onye nnọchi anya ya na onye nnọchi anya LangChain.
- `stackgen.config.provider(...)': Na-enweta onye na-eweta ya na nhazi StackGen.
Nlere anya
Nke a bụ nleba anya nke ụlọ ọrụ LangChain na StackGen na-eji Chart.js: Json { "ụdị": "ogwe", "data": { "labels": ["LangChain", "StackGen"], "datasets": [ { "label": "Components", "data": [3, 3], "backgroundColor": ["#4CAF50", "#FF9800"] }, { "label": "Ọrụ", "data": [5, 5], "backgroundColor": ["#2196F3", "#9C27B0"] } ] }, "Nhọrọ": { " aha": { "ngosi": eziokwu, "ederede": "LangChain na StackGen Architecture" }, "akụkọ": { "ngosi": eziokwu } } } `` Ọhụụ a na-egosi ọnụọgụ nke akụrụngwa na ọrụ dị na ụlọ ọrụ LangChain na StackGen.
Mmechi
N'ime edemede a, anyị enyochala ka enwere ike iji LangChain na StackGen mepụta pipeline akpaaka DevOps na-anya AI. Anyị ahụla ka enwere ike iji ikike nhazi onye nnọchi anya LangChain rụọ ọrụ dị ka nyocha koodu na nnwale, yana otu esi eji ikike nhazi akụrụngwa StackGen jikwaa akụrụngwa akụrụngwa. Anyị ahụwokwa ka esi ejikọta teknụzụ abụọ a iji mepụta pipeline akpaaka DevOps enweghị nkebi.