Iji LangChain na DSPy na-ahazi sistemụ sọftụwia AI-chụpụrụ: Mmikpu miri emi n'ime ihe owuwu na akpaaka. | B4N1

Iji LangChain na DSPy na-ahazi sistemụ sọftụwia AI-chụpụrụ: Mmikpu miri emi n'ime ihe owuwu na akpaaka.

3 months ago · b4n1 Read time: 5 min

Okwu mmalite

N'ime odida obodo dijitalụ na-agba ọsọ taa, sistemụ ngwanrọ na-adịwanye mgbagwoju anya, na-enwe mkpa na-eto eto maka akpaaka na nhazi nke ọma. Mwekota nke Artificial Intelligence (AI) na Machine Learning (ML) agbanweela ka anyị si chepụta na mejuputa usoro ngwanrọ. Otú ọ dị, ka usoro ndị a na-etolite n'ọtụtụ na mgbagwoju anya, ijikwa ha na-aghọ ọrụ siri ike.

Nke a bụ ebe LangChain na DSPy na-abata. LangChain bụ ọba akwụkwọ Eke Ọgba nke na-enyere aka ịmepụta sistemu sọftụwia AI na-achị, ebe DSPy bụ usoro nchara maka iwulite ụlọ ọrụ ngwanrọ nwere ike ịgbatị na nke kwụụrụ onwe ya. N'isiokwu a, anyị ga-abanye n'ime ụwa nke LangChain na DSPy, na-enyocha otú e si emepụta ma mejuputa usoro nhazi ngwanrọ na-enweghị atụ na nke kwụụrụ onwe ya site na iji ndị ọrụ AI, LangChain, na DSPy maka ịrụ ọrụ nke ọma na automation na orchestration na nnukwu usoro ngwanrọ.

Kedu ihe bụ LangChain?

LangChain bụ ọba akwụkwọ Python nke na-enye otu ngwaọrụ na API maka iwulite sistemụ ngwanrọ AI na-achụ. Ọ na-enyere ndị mmepe aka ịmepụta usoro ọrụ AI dị mgbagwoju anya, jikọta ọtụtụ ụdị AI, yana rụọ ọrụ ọrụ site na iji API dị mfe ma nwee nghọta. LangChain na-akwado ụdị AI dịgasị iche iche, gụnyere nhazi asụsụ eke (NLP), ọhụụ kọmputa, na mmụta nkwado.

Ụfọdụ njiri mara nke LangChain gụnyere:

  • ** AI Workflow Management ***: LangChain na-enye API dị mfe ma nwee nghọta maka ịmepụta usoro ọrụ AI siri ike, na-enyere ndị mmepe aka ijikọ ọtụtụ ụdị AI na arụ ọrụ akpaaka.
  • ** Mgbakwunye Model ***: LangChain na-akwado ụdị AI dị iche iche, gụnyere NLP, ọhụụ kọmputa, na mmụta nkwado. ** Automation ***: LangChain na-enyere ndị mmepe aka ịmegharị ọrụ site na iji ụdị AI, na-ebelata mkpa enyemaka aka.

Gịnị bụ DSPy?

DSPy bụ usoro dabere na nchara maka iwulite ụlọ nrụpụta sọftụwia nwere ike ịgbatị na nke kwụụrụ onwe ya. Ọ na-enye otu ngwaọrụ na API maka ịmepụta sistemu sọftụwia dị mgbagwoju anya, gụnyere sistemu AI na-anya. Emebere DSPy iji jikwaa sistemụ sọftụwia buru ibu, na-enye atụmatụ dịka:

  • ** Scalability ***: Ezubere DSPy iji jikwaa sistemụ sọftụwia buru ibu, na-enye atụmatụ dị ka nha nha na nha nhata. ** Nchekwa onwe ***: DSPy na-enyere ndị mmepe aka ịmepụta sistemu ngwanrọ kwụụrụ onwe ya, na-ebelata mkpa enyemaka aka.
  • ** Njikọ AI ***: DSPy na-enye usoro API maka ijikọ ụdị AI, na-enyere ndị mmepe aka ịmepụta sistemụ ngwanrọ AI na-anya.

Na-eji LangChain na DSPy na-emebe ihe nhazi sọftụwia nwere ike ịgbatị na nke kwụụrụ onwe ya

Iji chepụta ụlọ ọrụ ngwanrọ nwere ike ịgbatị na nke kwụụrụ onwe ya site na iji LangChain na DSPy, anyị kwesịrị ịgbaso usoro nzọụkwụ site na nzọụkwụ. Nke a bụ ntụle ọkwa dị elu nke usoro a:

  1. ** Kọwaa ihe ndị a chọrọ ***: Chọpụta ihe achọrọ nke usoro ngwanrọ, gụnyere ọrụ ndị dị mkpa na-akpaghị aka na ụdị AI dị mkpa iji jikọta.
  2. ** Họrọ AI Models ***: Họrọ ụdị AI nke a ga-eji na sistemụ ngwanrọ, na-eburu n'uche ihe ndị dị ka izi ezi, scalability, na ịnọgide na-enwe ike.
  3. ** Chepụta AI Workflow ***: Chepụta usoro ọrụ AI site na iji LangChain, na-ejikọta ọtụtụ ụdị AI na arụ ọrụ na-akpaghị aka dị ka ọ dị mkpa.
  4. ** Mejuputa AI Workflow ***: Jiri LangChain rụọ ọrụ AI, jiri ụdị AI a họọrọ na API.
  5. ** Tinye DSPy ***: Tinye DSPy n'ime usoro ngwanrọ, na-enye atụmatụ dị ka scalability na nnwere onwe.
  6. ** Nnwale na Deploy ***: Nyochaa ma tinye usoro ngwanrọ, hụ na ọ na-emezu ihe ndị a chọrọ ma bụrụ nke nwere ike ime ma kwụ ọtọ.

Koodu Ọmụmaatụ ##: Iji LangChain na-arụ ọrụ AI

Nke a bụ ihe atụ ngọngọ koodu na-egosi otu esi emejuputa usoro ọrụ AI site na iji LangChain: "Python mbubata langchain si langchain.chains bubata LLMChain

Kọwaa ụdị AI

nlp_model = langchain.load_model("nlp_model") cv_model = langchain.load_model("cv_model")

Kọwaa usoro ọrụ AI

usoro ọrụ = LLMChain input_model=nlp_model, mmepụta_model=cv_model, Quick="Tụgharịa ederede wee wepụta nchịkọta" )

Gbaa usoro ọrụ AI

nsonaazụ = workflow.run ("Nke a bụ ihe atụ ederede")

Bipụta nsonaazụ ya

ebipụta(nsonaazụ) `` Ihe ngọngọ koodu a na-egosiputa otu esi akọwapụta ọrụ AI site na iji LangChain, na-ejikọta ọtụtụ ụdị AI na arụ ọrụ akpaaka dị ka ọ dị mkpa.

Top 5-10 Iwu/Snippets kacha eji

Nke a bụ iwu/snippets 5-10 kacha eji eme ihe maka LangChain na DSPy:

  1. ** langchain.load_model()**: Na-ebu ụdị AI site na iji LangChain. "Python nlp_model = langchain.load_model("nlp_model") ``
  2. LLMChain (): Na-akọwa usoro ọrụ AI site na iji LangChain. "Python usoro ọrụ = LLMChain input_model=nlp_model, mmepụta_model=cv_model, Quick="Tụgharịa ederede wee wepụta nchịkọta" ) ``
  3. ** workflow.run ()**: Na-eji LangChain arụ ọrụ AI. "Python nsonaazụ = workflow.run ("Nke a bụ ihe atụ ederede") ``
  4. dspy.init(): Na-ebido DSPy. "Python dspy.init() ``
  5. ** dspy.create_agent ()**: Na-emepụta onye nnọchi anya AI site na iji DSPy. "Python onye nnọchi anya = dspy.create_agent ("nlp_model") ``
  6. ** dspy.create_workflow ()**: Na-akọwapụta usoro ọrụ AI site na iji DSPy. "Python usoro ọrụ = dspy.create_workflow ( input_model=nlp_model, mmepụta_model=cv_model, Quick="Tụgharịa ederede wee wepụta nchịkọta" ) ``
  7. ** dspy.run_workflow ()**: Na-eji DSPy arụ ọrụ AI. "Python N'ihi = dspy.run_workflow (usoro ọrụ, "Nke a bụ ihe atụ ederede") ``
  8. ** langchain.chain ()**: Na-akọwa usoro nke ụdị AI site na iji LangChain. "Python yinye = langchain.chain ( nlp_model, cv_model, Quick="Tụgharịa ederede wee wepụta nchịkọta" ) ``
  9. ** langchain.run_chain ()**: Na-eji LangChain na-agba ọsọ nke ụdị AI. "Python nsonaazụ = langchain.run_chain (agbụ, "Nke a bụ ederede nlele") ``
  10. ** dspy.create_cluster ()**: Na-emepụta ụyọkọ nke ndị ọrụ AI na-eji DSPy. "Python ụyọkọ = dspy.create_cluster("nlp_model") ``

Nlere anya

Nke a bụ nleba anya nke usoro ọrụ AI na-eji Chart.js: Json { "ụdị": "ogwe", "data": { "labels": ["Nlebaanya NLP", "CV Model", "AI Workflow"], "datasets": [ { "label": "Izizi Model", "data": [0.9, 0.8, 0.95], "backgroundColor": ["#FF6384", "#36A2EB", "#FFCE56"] } ] }, "Nhọrọ": { " aha": { "ngosi": eziokwu, "ederede": "Izizi usoro ọrụ AI" }, "ọnụego": { "yAxes": [ { "akara aka": { "beginAtZero": eziokwu } } ] } } } `` Ọhụụ a gosipụtara izi ezi nke ụdị NLP, ụdị CV na usoro AI.

Mmechi

N'isiokwu a, anyị nyochara ụwa nke LangChain na DSPy, ngwá ọrụ abụọ dị ike maka ịmepụta ụlọ ọrụ ngwanrọ na-enweghị atụ na nke kwụụrụ onwe ya site na iji ndị ọrụ AI. Anyị haziri ma mejuputa ihe nrụpụta ngwanrọ nwere ike ịgbatị na nke kwụụrụ onwe ya site na iji LangChain na DSPy, na-egosipụta otu esi ejikọta ọtụtụ ụdị AI na akpaaka ọrụ site na iji API dị mfe na nghọta. Anyị nyekwara setịpụ nke 5-10 kacha eji iwu / snippets maka LangChain na DSPy, yana nhụta nke ọrụ AI na-eji Chart.js. Site na LangChain na DSPy, ndị mmepe nwere ike ịmepụta usoro ngwanrọ AI na-arụ ọrụ nke ọma na nke na-egbo mkpa nke usoro ngwanrọ buru ibu.

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