Abaabulka Nidaamyada Wakiilada Badan ee AI ee Waxtarka Horumarinta Software-ka ee La Horumariyay Isticmaalka DSPy iyo LangChain | B4N1

Abaabulka Nidaamyada Wakiilada Badan ee AI ee Waxtarka Horumarinta Software-ka ee La Horumariyay Isticmaalka DSPy iyo LangChain

3 months ago · b4n1 Read time: 5 min

Hordhac

Habka horumarinta software-ku wuxuu noqday mid aad u adag, oo leh daneeyayaal badan, hawlo, iyo teknooloji oo ku lug leh. Natiijo ahaan, horumariyayaashu waxay la kulmaan caqabado waaweyn oo ku saabsan maaraynta iyo isku dubaridka qaybahan kala duwan si ay u keenaan software tayo sare leh waqtigii loogu talagalay. Mid ka mid ah hab rajo leh oo wax looga qabanayo caqabadahan waa isticmaalka nidaamyada AI ee wakiillada badan, kuwaas oo toosin kara oo hagaajin kara hababka horumarinta. Maqaalkani, waxaanu sahamin doonaa hirgelinta farsamada ee qalabka isku-dhafka AI ee wakiillada badan sida DSPy iyo LangChain, oo diiradda saaraya awooddooda si loo hagaajiyo waxtarka horumarinta software.

Waa maxay Agent Multi-Agent AI Systems?

Nidaamyada wakiillada badan ee AI waxay ka kooban yihiin wakiillo badan oo madax-bannaan kuwaas oo is-dhexgalka midba midka kale si loo gaaro yool guud. Wakiiladani waxay noqon karaan barnaamijyo software, bini'aadan, ama isku darka labadaba. Wakiil kastaa waxa uu leeyahay awood u gaar ah, aqoon, iyo yoolal u gaar ah, kuwaas oo la isku duwo iyada oo loo marayo deegaan la wadaago ama hab-maamuuska isgaarsiinta. Wakiiladu way is baran karaan, la qabsan karaan duruufaha isbedelaya, waxayna go'aan ka gaadhi karaan aqoontooda qof ahaaneed iyo mid wadareedba.

Waa maxay DSPy?

DSPy waa maktabad Python loogu talagalay dhisidda iyo maaraynta nidaamyada AI ee wakiillada badan. Waxay siisaa API fudud oo dareen leh si loo abuuro wakiilada, qeexida hab-dhaqankooda, iyo isku dubaridka isdhexgalkooda. DSPy waxaa loogu talagalay inay noqoto mid aad u dabacsan oo la miisaami karo, taasoo u oggolaanaysa horumariyeyaasha inay dhisaan nidaamyo adag si fudud. Qaar ka mid ah astaamaha muhiimka ah ee DSPy waxaa ka mid ah:

  • **Abuuritaanka wakiilka ***: DSPy waxay u ogolaataa horumariyeyaasha inay abuuraan wakiilo leh dabeecado caado ah, aqoon, iyo yoolal. ** Isuduwidda Wakiilka ***: DSPy waxay siisaa habab ay wakiillada u xiriiraan oo ay isku duba ridaan falalkooda. ** Miisaanka ***: DSPy waxaa loogu talagalay inay qabato tiro badan oo wakiillo ah iyo nidaamyo adag.

Waa maxay LangChain?

LangChain waa maktabad Python ah oo loogu talagalay dhisidda iyo maareynta nidaamyada AI ee wakiillada badan leh iyadoo la adeegsanayo farsamooyinka habaynta luqadda dabiiciga ah (NLP). Waxay siisaa qalabyo kala duwan iyo API-yo loogu talagalay abuurista wakiillo fahmi kara oo dhalin kara luqad bini'aadam u eg. LangChain waxaa loogu talagalay inuu noqdo mid aad u dabacsan oo la miisaami karo, taasoo u oggolaanaysa horumariyeyaasha inay dhisaan nidaamyo adag si fudud. Qaar ka mid ah astaamaha muhiimka ah ee LangChain waxaa ka mid ah:

** Fahamka luqadda dabiiciga ah ***: LangChain waxay siisaa API-yada wakiillada si ay u fahmaan luqadda aadanaha oo ay u soo saaraan macluumaadka khuseeya.

  • ** Jiilka luqadda dabiiciga ah ***: LangChain waxay siisaa API-yada wakiillada si ay u abuuraan luqad aadanaha oo kale ah oo ay ula xiriiraan wakiilada kale.
  • ** Scalability ***: LangChain waxaa loogu talagalay in lagu xakameeyo tiro badan oo ah xogta luqadda iyo nidaamyada adag.

Hirgelinta Farsamada

Si loo muujiyo hirgelinta farsamada ee DSPy iyo LangChain, aan tixgelinno tusaale fudud oo ah nidaamka AI ee wakiillada badan ee horumarinta software. Tusaalahan, waxaanu ku abuuri doonaa laba wakiil: Wakiilka Horumarineed iyo Wakiilka Maareeyaha Mashruuca.

Wakiilka Horumarinta

Wakiilka Horumarinta ayaa ka mas'uul ah qorista koodka, tijaabinta, iyo khaladka software-ka. Waxay isticmaashaa DSPy si ay u abuurto hab-dhaqanno qeexaya ficiladeeda iyo la macaamilka wakiilada kale.

`` Python soo dejinta dspy

Samee Wakiil Horumarineed

developer_agent = dspy.Agent( name="Developer", dabeecadaha=[ dspy.Dabeecada name="qor_code", action=dspy.Action("write_code", {"code": "def hello_world(): daabac('Hello World!')"}), shuruudaha=[dspy.Condition("project_manager_assigned_task")] ), dspy.Dabeecada name="tijaabada_code", action=dspy.Action("test_code", {"test_cases": ["test_hello_world"]}), shuruudaha=[dspy.Condition("code_written")] ) ] ) ``

Wakiilka Maareeyaha Mashruuca

Wakiilka Maareeyaha Mashruuca ayaa mas'uul ka ah meelaynta hawlaha, la socodka horumarka, iyo maaraynta habka horumarinta. Waxay isticmaashaa LangChain si ay u abuurto hab-dhaqanno qeexaya ficilladeeda iyo isdhexgalka wakiilada kale.

`` Python soo dejinta langchain

Samee wakiilka Maareeyaha Mashruuca

project_manager_agent = langchain. Wakiil ( name="Maamulaha Mashruuca", dabeecadaha=[ langchain.Dabeecada magac = "aqoonsi_hawleed", action=langchain.Action("assign_task", {"hawl":"Dhaqdhaqaaqa galitaanka"}), shuruudaha=[langchain. Xaalad("horumariye_la heli karo")] ), langchain.Dabeecada name="track_progress", action=langchain.Action("track_progress", {"horumar": "50%"}), xaaladaha=[langchain. Xaalad("horumar_sameyey_progress")] ) ] ) ``

5-10ka amar ee ugu badan ee la isticmaalo

Waa kuwan qaar ka mid ah amarada sida caadiga ah loo isticmaalo iyo qayb yar oo ka mid ah DSPy iyo LangChain:

DSPy

  • dspy.Agent(name="Agent", behaviors=[...]): Samee wakiil cusub oo wata magaca iyo dabeecadaha.
  • dspy.Behavior(name="Behavior", action=dspy.Action("Ficil", {...})): Samee dhaqan cusub oo leh magaca iyo ficilka la bixiyay.
  • dspy.Condition(name="Condition", predicate=dspy.Predicate("Predicate", {...})): Samee xaalad cusub oo leh magaca la bixiyay iyo saadaashii.
  • dspy.Action(name="Action", {...}): Samee fal cusub oo leh magaca iyo cabirrada la bixiyay.
  • dspy.Predicate(name="Predicate", {...}): Abuur saadal cusub oo leh magaca iyo cabbirrada la bixiyay.

LangChain

  • langchain.Agent (name = "Agent", behaviors=[...]): Samee wakiil cusub oo leh magaca iyo dabeecadaha la bixiyay.
  • `langchain.Behavior(name="Behavior", action=langchain.Action("Ficil", {...}))": Samee dhaqan cusub oo leh magaca iyo ficilka la bixiyay.
  • langchain.Condition(name="Condition", predicate=langchain.Predicate("Predicate", {...})): Samee xaalad cusub oo leh magaca la bixiyay iyo saadaashii.
  • `langchain.Action(name="Action", {...}): Abuur fal cusub oo leh magaca iyo cabirrada la bixiyay.
  • langchain.Predicate(name="Predicate", {...}): Samee saadaalayaal cusub oo wata magaca iyo cabbirrada la bixiyay.

Muuqaalka

Si loo sawiro nidaamka AI ee wakiilada badan, waxaan isticmaali karnaa jaantus si aan u matalo wakiilada, dabeecadaha, iyo isdhexgalka. Waa kan tusaale jaantuska isticmaalaya Chart.js:

json { "type": "pie", "xogta": { "labels": ["Wakiilka Horumarinta", "Wakiilka Maareeyaha Mashruuca"], "datasets": [ { "label": "Dabeecadaha", "xogta": [3, 2], "backgroundColor": ["#4CAF50", "#FF9800"] } ] }, "ikhtiyaar": { "ciwaan": { "muujin": run, "text": "Agent Multi-Agent AI System" }, "halyeey": { "muujin": run } } }

Shaxdani waxa ay tusinaysaa labada wakiil, Wakiilka Horumarinta iyo Wakiilka Maareeyaha Mashruuca, oo leh dabeecadahooda. Shaxda waxaa loo habeyn karaa si loo muujiyo macluumaad dheeri ah, sida tirada isdhexgalka wakiilada ama kakanaanta dabeecadaha.

Gabagabo

Maqaalkan, waxaan sahaminay hirgelinta farsamada ee qalabka isku dhafka AI ee wakiillada badan sida DSPy iyo LangChain ee horumarinta software. Waxaan soo bandhignay sida qalabkan loo isticmaali karo si loo abuuro habab adag oo leh wakiilo badan, dabeecado, iyo isdhexgal. Waxaan sidoo kale bixinnay tusaale fudud oo ah nidaamka AI-wakiilada badan ee horumarinta software waxaanan muujinnay qaar ka mid ah amarada inta badan la isticmaalo iyo qaybo yaryar ee DSPy iyo LangChain. Ugu dambeyntii, waxaanu ku sawirnay nidaamka AI ee wakiilada badan iyadoo la adeegsanayo jaantus si aan u matalo wakiilada, dabeecadaha, iyo isdhexgalka.

Shaqada mustaqbalka

Waxaa jira dhowr meelood oo loogu talagalay shaqada mustaqbalka ee qalabyada abaabulka AI ee wakiillada badan sida DSPy iyo LangChain. Meelaha suurtagalka ah qaarkood waxaa ka mid ah:

** Miisaanka ***: Samaynta aalado xakameyn kara tiro badan oo wakiillo ah iyo nidaamyo adag. ** Dabacsanaan ***: Abuuritaanka aaladaha si fudud loo habeyn karo loona kordhin karo si loo daboolo baahiyaha gaarka ah.

  • **Is-dhex-galka ***: Horumarinta aaladaha ku dhex milmi kara nidaamyada iyo teknoolojiyadda kale.
  • **Sharaxaad ***: Abuuritaanka qalab bixin kara fikrado ku saabsan hababka go'aan qaadashada ee wakiilada iyo nidaamka guud.

Markaan wax ka qabanno meelahaas, waxaan sii wanaajin karnaa hufnaanta iyo waxtarka hababka horumarinta software iyo abuurista habab aad u adag oo casri ah.

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