Ho hlophisa li-AI Agents tse nang le LangChain le DSPy bakeng sa Meaho ea Scalable le e Resilient Software | B4N1

Ho hlophisa li-AI Agents tse nang le LangChain le DSPy bakeng sa Meaho ea Scalable le e Resilient Software

3 months ago · b4n1 Read time: 5 min

Kenyelletso

Ho rarahana ho ntseng ho eketseha ha litsamaiso tsa software ho lebisitse ho nts'etsopele ea meaho e tsamaisoang ke AI e ka laolang le ho hlophisa mahlahana a mangata a AI hantle. LangChain le DSPy ke meralo e 'meli e matla e lumellang hore ho thehoe meralo ea meralo ea software e ka senyehang le e tsitsitseng ka ho fana ka sethala se matla bakeng sa sehlopha sa 'mino oa AI. Sehloohong sena, re tla hlahloba ts'ebetsong ea meralo ea software e tsamaisoang ke AI e sebelisang LangChain le DSPy, re tsepamisitse maikutlo ho scalability, botsitso, le ho kopanngoa le lisebelisoa tsa DevOps tse kang Ansible le AWS Kiro.

LangChain le DSPy ke eng?

LangChain ke moralo oa Python o nolofalletsang ho theha mahlahana a AI a puisano a sebelisa mokhoa oa tlhaho oa puo ea tlhaho (NLP) le mekhoa ea ho ithuta mochine (ML). E fana ka API e bonolo le e hlakileng ea ho aha le ho kopanya liakhente tsa AI ka lits'ebetso le lits'ebeletso tse fapaneng.

DSPy, ka lehlakoreng le leng, ke moralo o thehiloeng ho Rust o fanang ka sethala sa ts'ebetso e phahameng le se senyehileng bakeng sa 'mino oa li-agent oa AI. E etsa hore ho thehoe litsamaiso tse rarahaneng tsa AI ka ho fana ka meralo e matla le e tenyetsehang bakeng sa ho kopanya liakhente tse ngata tsa AI.

Melemo ea ho Sebelisa LangChain le DSPy

Tšebeliso ea LangChain le DSPy ho meralo ea software e tsamaisoang ke AI e fana ka melemo e mengata, ho kenyelletsa:

  • Scalability: LangChain le DSPy li nolofalletsa ho theha mekhoa ea AI e senyehang ka ho fana ka sethala se matla bakeng sa sehlopha sa 'mino oa AI.
  • ** Resilience **: Tšebeliso ea LangChain le DSPy e etsa bonnete ba hore mekhoa ea AI e khona ho sebetsana le liphoso le liphoso, kaha li ka lokisoa habonolo le ho sebelisoa hape.
  • ** Ho kopanya **: LangChain le DSPy li fana ka kopanyo e se nang moeli le lisebelisoa tse sa tšoaneng tsa DevOps, ho akarelletsa le Ansible le AWS Kiro, e leng ho nolofalletsang ho laola le ho tsamaisa mekhoa ea AI.

Ho kenya tšebetsong Moralo oa Software o tsamaisoang ke AI ka LangChain le DSPy

Ho kenya ts'ebetsong meralo ea software e tsamaisoang ke AI ka LangChain le DSPy, re hloka ho latela mehato ena:

  1. ** Kenya LangChain le DSPy **: Kenya mekhoa ea LangChain le DSPy ka ho sebelisa pip le thepa, ka ho latellana.
  2. ** Theha li-AI Agents **: Etsa li-agent tsa AI u sebelisa LangChain le DSPy, 'me u li kopanye le likopo le litšebeletso tse sa tšoaneng.
  3. Thepa ea AI Agents: Sebelisa DSPy ho hlophisa liakhente tsa AI le ho theha litsamaiso tse rarahaneng tsa AI.
  4. ** Ikopanye le Lisebelisoa tsa DevOps **: Kopanya LangChain le DSPy ka lisebelisoa tsa DevOps tse kang Ansible le AWS Kiro ho laola le ho tsamaisa mekhoa ea AI.

Mohlala oa Khoutu: Ho theha Moemeli oa AI ka LangChain

import langchain

# Theha mofuta oa puo
mohlala = langchain.LMModel("language_model")

# Theha moemeli oa puisano oa AI
moemeli = langchain.ConversationalAgent(mohlala)

# Hlalosa tšebetso ea ho sebetsana le tlhahiso ea mosebelisi
def handle_input(input_text):
    # Sebelisa moemeli oa AI ho araba tlhahiso ea mosebelisi
    karabo = agent.respond(input_text)
    kgutlisa karabo

# Lekola moemeli oa AI
input_text = "Dumela, ho jwang?"
karabo = handle_input(input_text)
hatisa(karabo)

Mohlala oa Khoutu: Ho Hlophisa Baemeli ba AI ka DSPy

sebelisa dspy::{Agent, Orchestration};

// Theha baemeli ba AI
tlohella moemeli1 = Moemeli:: ncha("moemeli1");
lumella moemeli2 = Moemeli :: e ncha("moemeli2");

// Etsa mohlala wa mmino
letsetsa orchestration = Orchestration::ncha();

// Eketsa liakhente tsa AI sehlopheng sa 'mino
orchestration.add_agent(moemedi1);
orchestration.add_agent(moemedi2);

// Hlalosa ts'ebetso ea ho sebetsana le tlhahiso ea mosebelisi
fn handle_input(input_text: String) -> Khoele {
    // Sebelisa mohlala oa orchestration ho arabela tlhahiso ea basebelisi
    tlohella karabo = orchestration.respond(input_text);
    karabo
}

// Lekola mmino wa mmino
let input_text = "Dumela, ho jwang?".to_string();
tlohela karabo = handle_input(input_text);
println!("{}", karabo);

Top 5-10 Litaelo / Linotsoana tse Sebelisitsoeng ka ho Fetisisa

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

  1. langchain.LMModel("language_model"): E etsa mohlala oa puo.
  2. langchain.ConversationalAgent(model): E etsa moqoqo oa moemeli oa AI.
  3. dspy::Agent::new("moemeli1"): E etsa mohlala oa moemeli oa AI.
  4. dspy::Orchestration::new(): E etsa mohlala oa okhestra.
  5. orchestration.add_agent(agent1): E eketsa moemedi wa AI sehlopheng sa okhestra.
  6. orchestration.respond(input_text): E araba se kentsweng ke mosebedisi ka ho sebedisa mmino wa mmino.
  7. langchain.model.respond(input_text): E araba tlhahiso ya mosebedisi e sebedisa mmotlolo wa puo.
  8. dspy::Agent::arabia(input_text): E arabela ho kenyo ya mosebedisi ka ho sebedisa moemedi wa AI.
  9. langchain.ConversationalAgent.handle_input(input_text): E sebetsana le kenyeletso ya mosebedisi ka ho sebedisa moqoqo wa AI.
  10. dspy::Orchestration.handle_input(input_text): E sebetsana le kenyeletso ya mosebedisi ka ho sebedisa seletsa.

Ho bona pono

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

{
  "type": "bar",
  "data": {
    "labels": ["LangChain", "DSPy"],
    "lintlha tsa boitsebiso": [
      {
        "label": "Scalability",
        "data": [8, 9],
        "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"],
        "borderColor": ["rgba(255, 99, 132, 1)", "rgba(54, 162, 235, 1)"],
        "borderWidth": 1
      },
      {
        "label": "Resilience",
        "data": [9, 8],
        "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"],
        "borderColor": ["rgba(255, 99, 132, 1)", "rgba(54, 162, 235, 1)"],
        "borderWidth": 1
      },
      {
        "label": "kopano",
        "data": [8, 9],
        "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"],
        "borderColor": ["rgba(255, 99, 132, 1)", "rgba(54, 162, 235, 1)"],
        "borderWidth": 1
      }
    ]
  },
  "likgetho": {
    "makala": {
      "yAxes": [
        {
          "li-ticks": {
            "beginAtZero": 'nete
          }
        }
      ]
    }
  }
}

Ponahalo ena e bonts'a bokhoni ba scalability, botsitso, le ho kopanya ha LangChain le DSPy.

Qetello

Qetellong, LangChain le DSPy ke meralo e matla e etsang hore ho thehoe meralo ea meralo ea software e ka senyehang le e tsitsitseng ka ho fana ka sethala se matla bakeng sa 'mino oa li-agent oa AI. Ka ho sebelisa LangChain le DSPy, bahlahisi ba ka etsa mekhoa e rarahaneng ea AI e sebetsang hantle, e tsitsitseng le e tsitsitseng. Tšebeliso ea LangChain le DSPy e boetse e nolofalletsa ho kopanya ka mokhoa o se nang moeli le lisebelisoa tse sa tšoaneng tsa DevOps, ho etsa hore ho be bonolo ho laola le ho tsamaisa mekhoa ea AI.

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