Ho hlophisa Maemeli a AI ka LangChain le DSPy bakeng sa Mehaho e Matlafalitsoeng ea Software

Ho hlophisa li-AI Agents tse nang le LangChain le DSPy bakeng sa meralo e ntlafalitsoeng ea software

Selelekela

Sebakeng sa kajeno sa dijithale se potlakileng, lits'ebetso tsa software li ntse li rarahana le ho feta, ka ho kopanngoa ha bokhoni ba Artificial Intelligence (AI) le Machine Learning (ML). Ka lebaka leo, ho rala lits'ebetso tse scalable le tse tsitsitseng tse ka hlophisang mahlahana a AI ka nepo e se e le taba e kholo ho baenjiniere ba software. Sengoliloeng sena se hlahloba marang-rang a AI, boenjiniere ba software, le lisebelisoa tsa 'mino oa liletsa ho rala meralo e sebetsang ea software, ho tsepamisitsoe maikutlo ho kenyeng tšebetsong mahlahana a AI a sebelisang LangChain le DSPy.

Tlhokahalo ea AI Orchestration

Mekhoa ea setso ea mananeo hangata e entsoe ka mohaho oa monolithic, moo likarolo tsohle li kopantsoeng ka thata 'me li sebetsa hammoho ka mokhoa o tloaelehileng. Leha ho le joalo, ka ho fihla ha AI le ML, litsamaiso tsa software li ntse li ata le ho aroloa ka bongata, ka baemeli ba bangata ba sebetsang hammoho ho fihlela sepheo se le seng. Sena se lebisitse tlhokehong ea 'mino oa AI, e kenyelletsang ho rala litsamaiso tse ka laolang le ho hokahanya litšebelisano lipakeng tsa liakhente tse ngata tsa AI.

LangChain: Moralo oa ho Aha Baemeli ba AI

LangChain ke moralo oa Python oa ho haha mahlahana a AI a khonang ho sebelisana le mekhoa ea ka ntle. E fana ka lisebelisoa tse ngata le lilaeborari tse nolofalletsang bahlahisi ho etsa li-agent tse ka behang mabaka, tsa ithuta le ho ikamahanya le maemo a fetohang. LangChain e hahiloe ka holim'a puo ea lenaneo la Rust mme e fana ka API ea boemo bo phahameng bakeng sa ho haha mahlahana a AI.

DSPy: Moralo oa Liletsa tsa Liletsa

DSPy ke moralo oa Python oa ho aha litsamaiso tse ajoang tse ka hlophisang liakhente tse ngata tsa AI. E fana ka lisebelisoa tse ngata le lilaebrari tse nolofalletsang batho ba ntlafatsang ho rala le ho sebelisa mekhoa e tsitsitseng le e tsitsitseng e ka laolang likamano tse rarahaneng pakeng tsa baemeli ba bangata. DSPy e hahiloe ka holim'a tsamaiso ea melaetsa ea Apache Kafka 'me e fana ka API ea boemo bo phahameng bakeng sa ho haha litsamaiso tse ajoang.

Ho kenya tšebetsong liakhente tsa AI ka LangChain le DSPy

Ho kenya tšebetsong liakhente tsa AI ho sebelisa LangChain le DSPy, re hloka ho latela mehato ena:

Hlalosa Moralo oa Moemeli: Hlalosa meralo ea moemeli oa AI, ho kenyeletsoa lintho tse kenang, tse hlahisoang, le litšebelisano le liakhente tse ling.
Ho Phethahatsa Logic ea Moemeli: Kenya ts'ebetsong mohopolo oa moemeli oa AI ho sebelisa LangChain, ho kenyelletsa le mekhoa ea ho beha mabaka, ho ithuta le ho ikamahanya le maemo.
Hlophisa Litšebelisano tsa Moemeli: Sebelisa DSPy ho hlophisa litšebelisano pakeng tsa liakhente tse ngata tsa AI, ho kenyeletsoa mekhoa ea puisano le mekhoa ea phapanyetsano ea data.
Tlosa Sistimi: Tsamaisa sistimi ka ho sebelisa sethala sa maru kapa moralo oa setshelo, joalo ka Docker.

Mohlala oa Khoutu: Ho kenya tšebetsong Moemeli ea bonolo oa AI ka LangChain

Mona ke mohlala o bonolo oa khoutu o bonts'ang mokhoa oa ho kenya tšebetsong moemeli oa AI o sebelisang LangChain:

import langchain
ho tsoa ho langchain.chains import LLMChain


moemeli = langchain.Agent(
    input_schema={"mongolo": str},
    output_schema={"mongolo": str},
    ketane=LLMChain(
        mohlala="davinci:instructix",
        max_length=2048,
        mocheso=0.7,
    ),
)

# Kenya ts'ebetsong logic ea moemeli
def agent_logic(input_text):
    output_text = agent.run(input_text)
    return output_text

# Lekola moemeli
input_text = "Moelelo oa bophelo ke ofe?"
output_text = moemeli_logic(input_text)
hatisa(output_text)

Mohlala ona oa khoutu o bontša mokhoa oa ho hlalosa moemeli oa AI ho sebelisa LangChain, ho kenyelletsa le li-schemas tsa ho kenya le ho hlahisa, le mohopolo oa moemeli. Moemeli o kenngoa ts'ebetsong ka ketane ea Large Language Model (LLM), e leng mofuta oa moemeli oa AI o ka behang mabaka le ho hlahisa mongolo.

Top 5-10 Litaelo/Lits'oants'o Tse Sebelisitsoeng ka ho Fetisisa tsa LangChain le DSPy

Mona ke tse 5-10 tse sebelisoang ka ho fetesisa litaelo/likotoana tsa LangChain le DSPy:

langchain.Agent(): E etsa mohlala o mocha oa moemeli oa AI.

moemeli = langchain.Agent(
    input_schema={"mongolo": str},
    output_schema={"mongolo": str},
    ketane=LLMChain(
        mohlala="davinci:instructix",
        max_length=2048,
        mocheso=0.7,
    ),
)

agent.run(): E tsamaisa moemeli oa AI ka tlhahiso e fanoeng.

output_text = agent.run(input_text)

DSPy.create_cluster(): E theha sehlopha se secha sa li-node bakeng sa tsamaiso e ajoang.

sehlopha = DSPy.create_cluster(
    palo_manoto=5,
    node_type = "mosebetsi",
)

DSPy.create_agent(): E etsa mohlala o mocha oa moemeli oa AI bakeng sa sistimi e ajoang.

moemeli = DSPy.create_agent(
    sehlopha=sehlopha,
    mofuta_moemedi = "LLM",
)

DSPy.deploy_agent(): E romela moemeli oa AI tsamaisong e ajoang.

DSPy.deploy_agent(
    moemedi=moemedi,
    sehlopha=sehlopha,
)

DSPy.get_agent_status(): E khutlisa boemo ba moemeli oa AI.

boemo = DSPy.get_agent_status(
    moemedi=moemedi,
    sehlopha=sehlopha,
)

DSPy.update_agent(): E nchafatsa moemeli oa AI ka lintlha tse ncha kapa li-parameter.

DSPy.update_agent(
    moemedi=moemedi,
    sehlopha=sehlopha,
    new_data={"text": "mongolo o motjha o kenngwang"},
)

DSPy.delete_agent(): E hlakola moemeli oa AI tsamaisong e ajoang.

DSPy.delete_agent(
    moemedi=moemedi,
    sehlopha=sehlopha,
)

DSPy.create_chain(): E theha ketane e ncha ea liakhente tsa AI bakeng sa sistimi e ajoang.

ketane = DSPy.create_chain(
    liakhente=[moemeli1, moemeli2, moemeli3],
)

DSPy.deploy_chain(): E romela ketane ea liakhente tsa AI tsamaisong e ajoang.

DSPy.deploy_chain(
    ketane=ketane,
    sehlopha=sehlopha,
)

Pono ya pono

Mona ke pono ea meralo ea LangChain le DSPy e sebelisang Chart.js:

{
  "type": "pieChart",
  "data": {
    "labels": ["LangChain", "DSPy"],
    "lintlha tsa boitsebiso": [
      {
        "label": "AI Agents",
        "data": [50, 50],
        "backgroundColor": ["#4CAF50", "#FF9800"]
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "LangChain le DSPy Architecture"
    },
    "tšōmo": {
      "pontšo": 'nete
    }
  }
}

Pontšo ena e bonts'a kabo ea mahlahana a AI pakeng tsa LangChain le DSPy, le 50% ea baemeli ba sebetsang LangChain le 50% ba sebetsang ho DSPy.

Qetello

LangChain le DSPy li fana ka moralo o matla oa ho haha le ho hlophisa mahlahana a AI, e leng se nolofalletsang bahlahisi hore ba rale mekhoa e tsitsitseng le e tsitsitseng e ka sebetsanang ka katleho le litšebelisano tse rarahaneng pakeng tsa baemeli ba bangata. Ka ho latela mehato e hlalositsoeng sehloohong sena, bahlahisi ba ka kenya ts'ebetsong mahlahana a AI ka LangChain le DSPy, 'me ba a fetisetsa tsamaisong e ajoang ba sebelisa DSPy. Mehlala ea khoutu le pono e fanoeng e bonts'a bokhoni ba LangChain le DSPy, 'me 5-10 e sebelisoang ka ho fetisisa litaelo / li-snippets li fana ka boitsebiso bo potlakileng bakeng sa bahlahisi.

Ho hlophisa Maemeli a AI ka LangChain le DSPy bakeng sa Mehaho e Matlafalitsoeng ea Software

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