Ịmepụta akụrụngwa kwụụrụ onwe ya na ndị nnọchi anya AI na StackGen: Nka na ụzụ miri emi n'ime nhazi na njikọta | B4N1

Ịmepụta akụrụngwa kwụụrụ onwe ya na ndị nnọchi anya AI na StackGen: Nka na ụzụ miri emi n'ime nhazi na njikọta

7 months ago · b4n1 Read time: 5 min

Okwu mmalite

Mmụba akụrụngwa nke kwụụrụ onwe ya agbanweela ụzọ anyị si hazie, ibugharị, na jikwaa sistemụ IT. Site n'enyemaka nke ndị ọrụ AI na ngwá ọrụ ndị na-akụ egwú, òtù dị iche iche nwere ike ịmepụta akụrụngwa, nhazi, na njikwa, na-eduga n'ịrụ ọrụ nke ọma, belata ọnụ ahịa, na ntụkwasị obi ka mma. N'isiokwu a, anyị ga-enyocha nkọwa teknụzụ nke ịmepụta akụrụngwa kwụụrụ onwe site na iji ndị ọrụ AI na StackGen, na-elekwasị anya na njikọ nke teknụzụ ndị a na ngwa orchestration dị ka DSPy na LangChain.

Ọrụ ndị ọrụ AI na akụrụngwa kwụụrụ onwe ya

Ndị ọrụ AI na-arụ ọrụ dị mkpa na akụrụngwa kwụụrụ onwe site n'inye ọgụgụ isi na ikike ime mkpebi achọrọ iji rụọ ọrụ inye na njikwa akụrụngwa. Ndị ọrụ ndị a nwere ike nyochaa data sitere na isi mmalite dị iche iche, chọpụta usoro, wee mee mkpebi dabere na iwu na atumatu akọwara. N'ihe gbasara akụrụngwa kwụụrụ onwe ya, ndị ọrụ AI nwere ike iji:

  • Mepụta akụrụngwa akụrụngwa na mbugharị
  • Nyochaa ma nyochaa arụmọrụ akụrụngwa
  • Chọpụta ma zaghachi ihe iyi egwu nchekwa
  • Kwalite ojiji akụrụngwa yana scaling

Okwu Mmalite StackGen

StackGen bụ ngwá ọrụ mepere emepe nke na-enyere aka ịmepụta akụrụngwa dịka koodu (IaC) site na iji syntax nkwupụta. Ọ na-enye ndị ọrụ ohere ịkọwapụta nhazi akụrụngwa site na iji asụsụ dị mfe ma na-egosipụta, nke enwere ike iji nye na jikwaa akụrụngwa akụrụngwa. StackGen na-akwado ọtụtụ ndị na-eweta akụrụngwa, gụnyere AWS, Azure, Google Cloud, na ndị ọzọ.

Na-ejikọ ndị nnọchi anya AI na StackGen

Iji jikọta ndị ọrụ AI na StackGen, anyị nwere ike iji nchikota API na mmemme na-akwalite. Nke a bụ ntụle ọkwa dị elu nke usoro a:

  1. Kọwaa nhazi akụrụngwa site na iji stackGen's declarative syntax.
  2. Jiri onye ọrụ AI nyochaa nhazi akụrụngwa ma chọpụta ihe nwere ike ime ma ọ bụ ohere maka njikarịcha.
  3. Jiri onye ọrụ AI mee mkpebi na ịmepụta mmelite na nhazi akụrụngwa.
  4. Jiri StackGen tinye mmelite na akụrụngwa akụrụngwa.

Ngwa Orchestration: DSPy na LangChain

DSPy na LangChain bụ ngwá ọrụ egwu egwu abụọ ama ama nke enwere ike iji rụọ ọrụ inye na njikwa akụrụngwa. DSPy bụ ngwa ọrụ Python nke na-enye API dị mfe ma na-egosipụta maka ịkọwapụta na imezu usoro ọrụ. LangChain, n'aka nke ọzọ, bụ ngwá ọrụ dabeere na Rust nke na-enye usoro nhazi nhazi dị elu na mgbanwe.

Ihe Nlereanya DSPy

Nke a bụ ọmụmaatụ dị mfe nke iji DSPy rụọ ọrụ inye akụrụngwa: "Python mbubata dspy

Kọwaa usoro ọrụ na-enye akụrụngwa akụrụngwa

usoro ọrụ = dspy. Usoro ọrụ ( aha = "ihe akụrụngwa-inye", nzọụkwụ=[ dspy.Step("nkwado-ec2", "aws-provision-ec2"), dspy.Step("provision-rds", "aws-provision-rds"), dspy.Step("provision-elb", "aws-provision-elb") ] )

Kọwaa ihe mkpalite na-amalite usoro ọrụ mgbe enwetara arịrịọ ọhụrụ

mkpata = dspy.Na-akpalite( aha = "arịrịọ ọhụrụ", emume = "aws-api-gateway-mmemme", onye njikwa = "usoro mmalite-ọrụ" )

Kọwaa onye njikwa na-amalite usoro a na-arụ ọrụ mgbe agbapụrụ ihe mkpali ahụ

onye njikwa = dspy.Handler( aha = "usoro mmalite-ọrụ", workflow = usoro ọrụ )

Mepụta ihe atụ DSPy wee gbakwunye usoro ọrụ, kpalite na onye njikwa

dspy_instance = dspy.DSPy() dspy_instance.add_workflow(usoro ọrụ) dspy_instance.add_trigger(akpalite) dspy_instance.add_handler(onye njikwa) ``

Ihe atụ LangChain

Nke a bụ ọmụmaatụ dị mfe nke iji LangChain na-arụ ọrụ mmepụta akụrụngwa: `` nchara jiri langchain :: {Agent, Workflow};

// Kọwaa usoro ọrụ na-enye akụrụngwa akụrụngwa fn provision_infrastructure () -> Ọrụ ọrụ { Usoro ọrụ :: ọhụrụ ("ihe akụrụngwa na-enye") .add_step("provision-ec2", "aws-provision-ec2") .add_step("provision-rds", "aws-provision-rds") .add_step("provision-elb", "aws-provision-elb") }

// Kọwaa ihe mkpalite na-amalite usoro ọrụ mgbe enwetara arịrịọ ọhụrụ fn new_request (omume: &str) -> onye nnọchi anya { Onye nnọchi anya:: ọhụrụ("arịrịọ ọhụrụ") .add_trigger (mmemme, "mmalite-arụ ọrụ") }

// Kọwaa onye njikwa na-amalite usoro a na-arụ ọrụ mgbe a na-agbanye ihe mkpali fn start_workflow (onye nnọchi anya: & Agent) { agent.start_workflow ("ịkwado akụrụngwa"); }

// Mepụta ihe atụ LangChain wee gbakwunye usoro ọrụ, kpalite na onye njikwa isi () { ka onye nnọchi anya = Agent :: ọhụrụ ("ihe akụrụngwa-inye"); agent.add_workflow(provision_infrastructure()); agent.add_trigger (ọhụrụ_request("aws-api-gateway-emeven"); agent.add_handler (start_workflow); } ``

Nlere anya

Nke a bụ nleba anya nke njikọta n'etiti ndị ọrụ AI, StackGen, na ngwa ọrụ nhazi dị ka DSPy na LangChain: chaatị { "ụdị": "dag", "ọnụ": [ { "id": "ai-agent", "label": "AI onye nnọchite anya", "x": 0, "y": 0 }, { "id": "stackgen", "label": "StackGen", "x": 2, "y": 0 }, { "id": "dspy", "label": "DSPy", "x": 4, "y": 0 }, { "id": "langchain", "label": "LangChain", "x": 6, "y": 0 }, { "id": "akụrụngwa", "label": "Ihe akụrụngwa", "x": 8, "y": 0 } ], "ọnụ": [ { "source": "ai-agent", "target": "stackgen", "label": "Mmekọrịta" }, { "source": "stackgen", "target": "dspy", "label": "Mmekọrịta" }, { "source": "dspy", "target": "akụrụngwa", "label": "Nkwado" }, { "source": "stackgen", "target": "langchain", "label": "Mmekọrịta" }, { "source": "langchain", "target": "akụrụngwa", "label": "Nkwado" } ] }

Top 5-10 Iwu/Snippets kacha eji

Nke a bụ iwu/snippets 5-10 kacha eji eme ihe maka teknụzụ a:

  1. `dspy.Workflow(aha = "ịkwado akụrụngwa", nzọụkwụ = [dspy.Step("provision-ec2", "aws-provision-ec2")])'
  2. langchain :: Agent :: ọhụrụ ("ihe akụrụngwa-inye") .add_workflow (provision_infrastructure ())
  3. `stackgen:: StackGen:: ọhụrụ() .add_resource("ec2", "aws-provision-ec2")``
  4. `dspy.Trigger(aha = "arịrịọ ọhụrụ", ihe omume = "aws-api-gateway-event", onye njikwa = "mbido-arụ ọrụ")'
  5. `langchain :: Agent :: ọhụrụ ("ihe akụrụngwa-inye") .add_trigger(arịrịọ ọhụrụ("aws-api-gateway-event"))'
  6. stackgen :: StackGen :: ọhụrụ() .add_resource("rds", "aws-provision-rds")
  7. dspy.Handler (aha = "mmalite-workflow", workflow=dspy.Workflow (aha = "ihe akụrụngwa-inye"))
  8. langchain :: Agent :: ọhụrụ ("ihe akụrụngwa na-enye") .add_handler(start_workflow)
  9. stackgen :: StackGen :: ọhụrụ() .add_resource("elb", "aws-provision-elb")
  10. dspy.DSPy() .add_workflow(dspy.Workflow (aha = "akụrụngwa-inye"))

Mmechi

Ịmepụta akụrụngwa kwụụrụ onwe ya na ndị nnọchi anya AI na StackGen chọrọ nghọta miri emi nke njikọ nke teknụzụ ndị a na ngwa ngwa ndị dị ka DSPy na LangChain. Site na ijikọ ndị ọrụ AI na StackGen na ngwa orchestration, òtù dị iche iche nwere ike rụọ ọrụ inye na njikwa akụrụngwa, na-eduga n'ịrụ ọrụ nke ọma, belata ọnụ ahịa, yana ntụkwasị obi ka mma. Edemede a enyela nyocha miri emi nke teknụzụ n'ime imepụta na mmejuputa akụrụngwa kwụụrụ onwe site na iji ndị ọrụ AI na StackGen, na-elekwasị anya na nkọwa bara uru nke ijikọ teknụzụ ndị a.

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