Sistemụ AI na-ahazi Multi-Agent maka Mmepụta Ngwanrọ Mmepe Iji DSPy na LangChain | B4N1

Sistemụ AI na-ahazi Multi-Agent maka Mmepụta Ngwanrọ Mmepe Iji DSPy na LangChain

7 months ago · b4n1 Read time: 5 min

Okwu mmalite

Usoro mmepe sọftụwia abụrụla nke siriwanye ike, yana ọtụtụ ndị metụtara, ọrụ, na teknụzụ gụnyere. N'ihi ya, ndị mmepe na-eche nnukwu nsogbu ihu na ijikwa na ịhazi ihe ndị a dị iche iche iji wepụta ngwanrọ dị elu n'oge. Otu ụzọ na-ekwe nkwa iji gboo nsogbu ndị a bụ iji sistemụ AI ọtụtụ ndị nnọchite anya, nke nwere ike imezigharị na ịhazi usoro mmepe. N'isiokwu a, anyị ga-enyocha mmejuputa teknụzụ nke ọtụtụ ihe nnọchianya AI orchestration ngwá ọrụ dị ka DSPy na LangChain, na-elekwasị anya n'ikike ha iji melite arụmọrụ mmepe software.

Kedu ihe bụ Multi-Agent AI Systems?

Sistemụ onye nnọchi anya AI nwere ọtụtụ ndị ọrụ kwụụrụ onwe ha na-emekọrịta ihe iji nweta otu ebumnuche. Ndị ọrụ ndị a nwere ike ịbụ mmemme ngwanrọ, mmadụ, ma ọ bụ ngwakọta nke ha abụọ. Onye ọrụ ọ bụla nwere ikike, ihe ọmụma, na ebumnuche nke ya, nke a na-ahazi site na gburugburu ebe obibi ma ọ bụ usoro nzikọrịta ozi. Ndị ọrụ ahụ nwere ike ịmụta ihe n'aka ibe ha, mee mgbanwe n'ọnọdụ ndị na-agbanwe agbanwe, ma mee mkpebi dabere na ihe ọmụma ha n'otu n'otu na mkpokọta.

Gịnị bụ DSPy?

DSPy bụ ọba akwụkwọ Python maka iwulite na ijikwa sistemụ AI ọtụtụ ndị nnọchite anya. Ọ na-enye API dị mfe ma nwee nghọta maka ịmepụta ndị ọrụ, ịkọwapụta omume ha, na ịhazi mmekọrịta ha. Emebere DSPy ka ọ bụrụ nke ukwuu na-agbanwe agbanwe na nha, na-ekwe ka ndị mmepe wuo usoro mgbagwoju anya n'ụzọ dị mfe. Ụfọdụ njiri mara nke DSPy gụnyere:

** Ihe okike onye nnọchite ***: DSPy na-enye ndị mmepe ohere ịmepụta ndị ọrụ nwere omume omenala, ihe ọmụma na ebumnuche. ** Nchikota ndị nnọchite anya ***: DSPy na-enye usoro maka ndị ọrụ iji kparịta ozi na ịhazi omume ha. ** Scalability ***: Emebere DSPy ka ọ na-ejikwa ọnụ ọgụgụ dị ukwuu nke ndị nnọchi anya yana sistemụ siri ike.

Kedu ihe bụ LangChain?

LangChain bụ ọba akwụkwọ Python maka iwulite na ijikwa sistemụ AI ọtụtụ ndị nnọchite anya site na iji usoro nhazi asụsụ eke (NLP). Ọ na-enye ọtụtụ ngwaọrụ na API maka ịmepụta ndị ọrụ nwere ike ịghọta ma mepụta asụsụ mmadụ. Emebere LangChain ka ọ bụrụ nke ukwuu na-agbanwe agbanwe ma na-agbanwe agbanwe, na-enye ndị mmepe ohere ịmepụta usoro mgbagwoju anya n'ụzọ dị mfe. Ụfọdụ njiri mara nke LangChain gụnyere:

  • ** Nghọta asụsụ okike ***: LangChain na-enye API maka ndị nnọchi anya ịghọta asụsụ mmadụ wee wepụta ozi dị mkpa.
  • ** Ọgbọ asụsụ okike ***: LangChain na-enye API maka ndị nnọchi anya imepụta asụsụ dị ka mmadụ ma soro ndị ọrụ ndị ọzọ kparịta ụka.
  • ** Scalability ***: LangChain emebere ya ka ọ na-ejikwa nnukwu data asụsụ yana sistemụ dị mgbagwoju anya.

Mmejuputa nka nka

Iji gosipụta mmejuputa teknụzụ nke DSPy na LangChain, ka anyị tụlee ihe atụ dị mfe nke ọtụtụ ihe nnọchiteanya AI maka mmepe ngwanrọ. N'ọmụmaatụ a, anyị ga-emepụta ndị nnọchi anya abụọ: ** Onye Mmepụta *** na ** Onye njikwa ọrụ **.

Onye Mmepụta

Onye nrụpụta ihe na-ahụ maka ide koodu, nnwale na ngwa nbipu. Ọ na-eji DSPy mepụta usoro omume na-akọwapụta omume ya na mmekọrịta ya na ndị ọrụ ndị ọzọ.

"Python mbubata dspy

Mepụta onye nrụpụta ihe

developer_agent = dspy.Agent( aha = "Onye Mmepụta", omume =[ dspy. Omume( aha = "dee_code", action=dspy.Action("write_code", {"code": "def hello_world(): ebipụta ('Ndewo Ụwa!')"}), ọnọdụ=[dspy.Condition("project_manager_assigned_task")] ), dspy. Omume( aha = " test_code", action=dspy.Action("test_code", {"test_cases": ["test_hello_world"]}), ọnọdụ =[dspy.Condition("code_written")] ) ] ) ``

Onye nnọchi anya onye njikwa ọrụ

Onye na-ahụ maka njikwa ọrụ bụ ọrụ maka ikenye ọrụ, nyochaa ọganihu, na ijikwa usoro mmepe. Ọ na-eji LangChain mepụta usoro omume na-akọwapụta omume ya na mmekọrịta ya na ndị ọrụ ndị ọzọ.

"Python mbubata langchain

Mepụta onye nnọchi anya njikwa ọrụ

project_manager_agent = langchain.Agent( aha = "Onye njikwa ọrụ", omume =[ langchain. Omume( aha = "ekenye_task", action=langchain.Action("assign_task", {"ọrụ": "Mejuputa ọrụ nbanye"), ọnọdụ =[langchain.Ọnọdụ ("onye nrụpụta_dị adị")] ), langchain. Omume( aha = "track_progress", action=langchain.Action("track_progress", {"oganihu": "50%"}), ọnọdụ=[langchain.Condition("developer_made_progress")] ) ] ) ``

Top 5-10 Iwu/Snippets kacha eji

Nke a bụ ụfọdụ iwu na snippets a na-ejikarị na DSPy na LangChain:

DSPy

  • dspy.Agent(aha = "Agent", omume =[...]): Mepụta onye nnọchite anya nke nwere aha na omume enyere.
  • `dspy.Behavior(name="Behavior", action=dspy.Action("Action", {...}))": Mepụta omume ọhụrụ site na aha na omume enyere.
  • dspy.Condition(name="Condition", predicate=dspy.Predicate("Predicate", {...})): Mepụta ọnọdụ ọhụrụ site na aha enyere na predicate.
  • `dspy.Action(aha = "Action", {...})': Mepụta ihe ọhụrụ na aha enyere na parampat.
  • dspy.Predicate(name="Predicate", {...}): Mepụta predicate ọhụrụ nwere aha enyere na paramita.

LangChain

  • langchain.Agent (aha = "Agent", omume =[...]): Mepụta onye nnọchite ọhụrụ nwere aha na omume enyere.
  • `langchain.Behavior(name="Behavior", action=langchain.Action("Action", {...}))": Mepụta omume ọhụrụ site na aha na omume enyere.
  • langchain.Condition(name="Condition", predicate=langchain.Predicate("Predicate", {...})): Mepụta ọnọdụ ọhụrụ site na aha enyere na predicate.
  • `langchain.Action(name="Action", {...})': Mepụta ihe ọhụrụ na aha enyere na parampat.
  • `langchain.Predicate(name="Predicate", {...})': Mepụta predicate ọhụrụ na aha enyere na parampat.

Nlere anya

Iji jiri anya nke uche hụ usoro AI nke ọtụtụ ndị nnọchite anya, anyị nwere ike iji eserese na-anọchite anya ndị nnọchi anya, omume, na mmekọrịta. Nke a bụ ọmụmaatụ nke eserese na-eji Chart.js:

Json { "ụdị": "achịcha", "data": { "labels": ["Onye nrụpụta ihe", "Onye njikwa ọrụ"], "datasets": [ { "label": "Ụdị omume", "data": [3, 2], "backgroundColor": ["#4CAF50", "#FF9800"] } ] }, "Nhọrọ": { " aha": { "ngosi": eziokwu, "ederede": "Otu Agent AI Sistemu" }, "akụkọ": { "ngosi": eziokwu } } } ``

Chaatị a na-egosi ndị nnọchi anya abụọ ahụ, Onye Mmepụta Agent na Onye njikwa njikwa ọrụ, yana omume ha dị iche iche. Enwere ike ịhazi eserese ahụ iji gosipụta ozi ndị ọzọ, dị ka ọnụọgụ mmekọrịta dị n'etiti ndị ọrụ ma ọ bụ mgbagwoju anya nke omume.

Mmechi

N'isiokwu a, anyị nyochara mmejuputa teknụzụ nke ọtụtụ ihe nnọchi anya AI orchestration ngwaọrụ dị ka DSPy na LangChain na mmepe ngwanrọ. Anyị gosipụtara otu esi eji ngwaọrụ ndị a mepụta usoro mgbagwoju anya nwere ọtụtụ ndị ọrụ, omume, na mmekọrịta. Anyị nyekwara ihe atụ dị mfe nke usoro AI ọtụtụ ihe maka mmepe ngwanrọ ma gosipụta ụfọdụ iwu na snippets ndị a na-ejikarị na DSPy na LangChain. N'ikpeazụ, anyị na-ahụ anya usoro AI nke multi-angent site na iji chaatị na-anọchite anya ndị ọrụ, omume, na mmekọrịta.

Ọrụ Ọdịnihu

Enwere ọtụtụ mpaghara maka ọrụ ga-eme n'ọdịnihu na ngwa ọrụ nhazi AI nke ọtụtụ ndị nnọchi anya dị ka DSPy na LangChain. Ụfọdụ mpaghara nwere ike ịgụnye:

** Scalability ***: Ngwá ọrụ na-emepe emepe nke nwere ike ijikwa ọnụ ọgụgụ dị ukwuu nke ndị ọrụ na sistemụ mgbagwoju anya. ** Mgbanwe ***: Ịmepụta ngwaọrụ nwere ike ịhazi ngwa ngwa yana ịgbatị iji gboo mkpa ụfọdụ. ** Mmekọrịta na-arụ ọrụ ***: Ịmepụta ngwaọrụ nwere ike ijikọ na sistemụ na teknụzụ ndị ọzọ. ** Nkọwa ***: Ịmepụta ngwaọrụ ndị nwere ike inye nghọta na usoro ịme mkpebi nke ndị ọrụ na usoro n'ozuzu ya.

Site n'ịgbasa mpaghara ndị a, anyị nwere ike imeziwanye arụmọrụ na ịdị irè nke usoro mmepe ngwanrọ ma mepụta usoro mgbagwoju anya na ọkaibe.

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