Kuronga AI Agents neLangChain uye DSPy yeScalable uye Resilient Software Architecture. | B4N1

Kuronga AI Agents neLangChain uye DSPy yeScalable uye Resilient Software Architecture.

5 months ago · b4n1 Read time: 3 min

Nhanganyaya

Kuwedzera kuomarara kwemasoftware masisitimu kwakonzera kuvandudzwa kweAI-inotyairwa zvivakwa izvo zvinokwanisa kubata uye kuronga akawanda maAI vamiririri. LangChain uye DSPy masitadhi maviri ane simba anogonesa kugadzirwa kweanokatyamadza uye anotsiga magadzirirwo esoftware nekupa chikuva chakasimba cheAI agent orchestration. Muchikamu chino, tichaongorora kushandiswa kweAI-driven software architecture tichishandisa LangChain neDSPy, tichitarisa pane scalability, kusimba, uye kubatanidzwa nemidziyo yeDevOps seAnsible uye AWS Kiro.

Chii chinonzi LangChain uye DSPy?

LangChain iPython framework inogonesa kusikwa kwekukurukurirana kweAI vamiririri vachishandisa mitauro yechisikigo kugadzirisa (NLP) uye muchina kudzidza (ML) maitiro. Inopa iri nyore uye intuitive API yekuvaka nekubatanidza AI vamiririri vane akasiyana maapplication nemasevhisi.

DSPy, kune rumwe rutivi, iRust-based framework iyo inopa yakakwirira-inoshanda uye scalable chikuva cheAI mumiriri orchestration. Inogonesa kugadzirwa kweakaomesesa AI masisitimu nekupa yakasimba uye inochinjika dhizaini yekubatanidza akawanda maAI maajenti.

Mabhenefiti ekushandisa LangChain uye DSPy

Kushandiswa kweLangChain uye DSPy muAI-inofambiswa nesoftware architecture inopa akawanda mabhenefiti, anosanganisira:

  • ** Scalability **: LangChain uye DSPy inogonesa kugadzirwa kweanokatyamadza AI masisitimu nekupa yakasimba chikuva cheAI agent orchestration.
  • ** Resilience **: Kushandiswa kweLangChain neDSPy kunovimbisa kuti maitiro eAI anowedzera kugadzirisa kukanganisa uye kukanganisa, sezvo anogona kugadziriswa nyore nyore uye kushandiswa zvakare.
  • ** Kubatanidzwa **: LangChain uye DSPy inopa kubatanidzwa kusina musono neakasiyana maturusi eDevOps, anosanganisira Ansible uye AWS Kiro, zvichiita kuti zvive nyore kubata uye kutumira ma AI masisitimu.

Kushandisa AI-Driven Software Architecture neLangChain uye DSPy

Kushandisa AI-inofambiswa software architecture uchishandisa LangChain uye DSPy, tinoda kutevedzera aya matanho:

  1. ** Isa LangChain uye DSPy **: Isa iyo LangChain uye DSPy zvigadziriso uchishandisa pip uye cargo, maererano.
  2. ** Gadzira AI Agents **: Gadzira vashandi veAI vachishandisa LangChain neDSPy, uye vabatanidze nemashandisirwo akasiyana-siyana uye mabasa.
  3. ** Orchestrate AI Agents **: Shandisa DSPy kuronga maAI agents uye kugadzira maitiro eAI akaoma.
  4. ** Batanidza neDevOps Tools **: Batanidza LangChain uye DSPy neDevOps zvishandiso seAnsible uye AWS Kiro kutarisira uye kushandisa AI maitiro.

Muenzaniso Kodhi: Kugadzira AI Agent neLangChain

import langchain

# Gadzira modhi yemutauro
muenzaniso = langchain.LMModel("language_model")

# Gadzira yekukurukurirana AI mumiriri
mumiririri = langchain.ConversationalAgent(modhi)

# Tsanangura basa rekubata mushandisi kupinza
def handle_input(input_text):
    # Shandisa iyo AI mumiriri kupindura kune mushandisi kuiswa
    mhinduro = agent.respond(input_text)
    dzorera mhinduro

# Edza iyo AI mumiriri
input_text = "Mhoro, uri sei?"
mhinduro = kubata_kupinza(input_text)
dhinda(mhinduro)

Muenzaniso Kodhi: Kuronga AI Agents neDSPy

shandisa dspy::{Agent, Orchestration};

// Gadzira maAI vamiririri
regai mumiririri1 = Mumiririri ::mutsva("mumiririri1");
regai mumiririri2 = Mumiririri ::mutsva("mumiririri2");

// Gadzira chiitiko che orchestration
rega orchestration = Orchestration :: itsva ();

// Wedzera AI vamiririri kune orchestration
orchestration.add_agent(agent1);
orchestration.add_agent(agent2);

// Tsanangura basa rekubata mushandisi kupinza
fn handle_input(input_text: String) -> Tambo {
    // Shandisa iyo orchestration muenzaniso kupindura kune mushandisi kupinza
    rega mhinduro = orchestration.respond(input_text);
    mhinduro
}

// Edzai rwiyo
let input_text = "Mhoro, makadii?".to_string();
rega mhinduro = handle_input(input_text);
println!("{}", mhinduro);

Yepamusoro 5-10 Yakanyanya Kushandiswa Mirairo / Zvimedu

Heano epamusoro 5-10 anonyanya kushandiswa mirairo/zvimedu zveLangChain uye DSPy:

  1. langchain.LMModel("language_model"): Inogadzira muenzaniso wemutauro.
  2. langchain.ConversationalAgent(modhi): Inogadzira hurukuro yeAI mumiriri muenzaniso.
  3. dspy::Agent::new("mumiririri1"): Inogadzira muenzaniso weAI.
  4. dspy::Orchestration::new(): Inogadzira chiitiko che orchestration.
  5. orchestration.add_agent(agent1): Inowedzera mumiririri weAI kuchikwata.
  6. orchestration.respond(input_text): Inopindura kunyorwa kwemushandisi uchishandisa orchestration.
  7. langchain.model.respond(input_text): Inopindura kumashoko emushandisi uchishandisa chimiro chemutauro.
  8. dspy::Agent::respond(input_text): Inopindura kumunhu anopinda achishandisa AI agent.
  9. langchain.ConversationalAgent.handle_input(input_text): Inobata zvinoiswa nemushandisi uchishandisa mumiririri weAI.
  10. dspy::Orchestration.handle_input(input_text): Inobata zvinoiswa nemushandisi uchishandisa orchestration.

Kuona

Heino ratidziro yeLangChain uye DSPy architecture uchishandisa Chart.js:

{
  "type": "bha",
  "data": {
    "labels": ["LangChain", "DSPy"],
    "datasets": [
      {
        "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": "Kusimba",
        "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": "Kubatanidzwa",
        "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
      }
    ]
  },
  "sarudzo": {
    "zvikero": {
      "yAxes": [
        {
          "zvikwekwe": {
            "beginAtZero": chokwadi
          }
        }
      ]
    }
  }
}

Ichi chitarisiko chinoratidza scalability, kusimba, uye kubatanidza kugona kweLangChain uye DSPy.

Mhedziso

LangChain neDSPy zvigadziriso zvine simba zvinogonesa kugadzirwa kweanokatyamadza uye anotsiga magadzirirwo esoftware nekupa chikuva chakasimba cheAI agent orchestration. Nekushandisa LangChain uye DSPy, vagadziri vanogona kugadzira yakaoma AI masisitimu anoshanda, anotsemuka, uye akasimba. Kushandiswa kweLangChain neDSPy kunogonesawo kubatanidzwa kusina musono neakasiyana maturusi eDevOps, zvichiita kuti zvive nyore kubata nekuisa maAI masisitimu.

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